Customized mode recommendation system and recommendation method for medical device

Abstract

The present invention provides a customized mode recommendation system (1) for a medical device, the system comprising: one or more medical devices (10) which can be used by a plurality of users and a first user, can select any one operation mode among a plurality of operation modes, and is controlled to operate in the selected operation mode; one or more state information collection units (100) which collect state information about the states of the plurality of users and the first user; one or more communication units (300) which transmit the state information about the plurality of users and the first user, and transmit usage information including mode information about the selected operation mode when each of the plurality of users uses one medical device (10); a storage unit (400) which includes first storage information in which the state information and usage information about each of the users are stored in association with each other; and a recommendation unit (200) which can search the first storage information for state information corresponding to or similar to the state information about the first user before or when the first user uses one medical device (10), and recommend an operation mode corresponding to or similar to the mode information about the usage information associated with the found state information.

Description

Customized mode recommendation system and recommendation method for medical devices

[0001] The present invention relates to a customized mode recommendation system and recommendation method for a medical device, and more particularly, to a customized mode recommendation system and recommendation method for a medical device that accurately, easily and effectively recommends a customized operation mode, recommends a customized operation mode that can improve a condition, improves use safety, and recommends the use order or use time of multiple types of medical devices or sub-medical devices.

[0002] With the recent growth of the medical appliance market, research on control methods for medical appliances is becoming increasingly active. Since medical appliances are primarily intended for treatment, they must operate appropriately according to the user's condition. Furthermore, they must operate in a way that improves the user's condition. Therefore, a customized mode recommendation system and method for medical devices are needed that accurately and easily recommends customized operating modes that can improve the user's condition.

[0003] The relevant prior art document is Korean Patent No. 10-1807574.

[0004] The present invention has been devised to solve the above-described problems, and its purpose is to provide a customized mode recommendation system and recommendation method for a medical device that accurately, easily, and effectively recommends a customized operation mode.

[0005] The purpose of the present invention is to provide a customized mode recommendation system and recommendation method for a medical device that recommends a customized operation mode that can improve a condition.

[0006] The purpose of the present invention is to provide a customized mode recommendation system and recommendation method for a medical device that recommends a customized operation mode that has the greatest improvement effect, is most preferred, or has the most similar condition.

[0007] The purpose of the present invention is to provide a customized mode recommendation system and recommendation method for a medical device with improved safety of use.

[0008] The present invention aims to provide a customized mode recommendation system and recommendation method for a medical device that accurately, easily, and effectively recommends an operation mode that may worsen a condition.

[0009] The purpose of the present invention is to provide a customized mode recommendation system and recommendation method for a medical device that prevents non-recommendation errors.

[0010] The purpose of the present invention is to provide a customized mode recommendation system and recommendation method for a medical device that accurately, easily, and effectively recommends an operation mode that causes an abnormal state.

[0011] The purpose of the present invention is to provide a customized mode recommendation system and recommendation method for a medical device that recommends an appropriate operation mode according to the type of medical device.

[0012] The purpose of the present invention is to provide a customized mode recommendation system and recommendation method for a medical device that recommends the usage order or usage time of multiple types of medical devices or sub-medical devices that are suitable for the user's condition.

[0013] The purpose of the present invention is to provide a customized mode recommendation system and recommendation method for a medical device that recommends the order of use or the time of use of multiple types of medical devices or sub-medical devices that can improve a condition.

[0014]

[0015] The technical objectives of the present invention are not limited to the purposes mentioned above. Other objectives and advantages of the present invention not mentioned above can be understood through the following description and will be more clearly understood through the embodiments of the present invention. Furthermore, it will be readily apparent that the objectives and advantages of the present invention can be realized by the means and combinations thereof set forth in the claims.

[0016] In order to solve the above-described problem, the present invention provides a customized mode recommendation system (1) for a medical device, which includes one or more medical devices (10); one or more status information collection units (100); one or more communication units (300); a storage unit (400); and a recommendation unit (200).

[0017] The above one or more medical devices (10) can be used by multiple users and a first user.

[0018] Each of the above one or more medical devices (10) may be capable of selecting one operating mode from among a plurality of operating modes.

[0019] The above one or more medical devices (10) can be controlled to operate in a selected operating mode.

[0020] The above one or more status information collection units (100) can collect status information regarding the status of the plurality of users and the first user.

[0021] The above one or more communication units (300) can transmit the status information of the plurality of users and the first user.

[0022] The above one or more communication units (300) can transmit usage information including mode information regarding the selected operation mode when each of the plurality of users uses one of the above medical devices (10).

[0023] The above storage unit (400) may include first storage information stored so that the status information and usage information of each user are related to each other.

[0024] The above recommendation unit (200) can search for status information corresponding to or similar to the status information of the first user from the first storage information before or when the first user uses the medical device (10).

[0025] The above recommendation unit (200) may be able to recommend the operation mode corresponding to or similar to the mode information of the usage information associated with the searched status information.

[0026] In one embodiment, each of the one or more status information collection units (100) may include an input unit (110).

[0027] The input unit (110) of the one or more status information collection units (100) can receive information about the status of the plurality of users and the first user.

[0028] The input unit (110) of the one or more status information collection units (100) can form status input information corresponding to a plurality of users and a first user, respectively, based on the input information.

[0029] The above status information may include the above status input information.

[0030] In one embodiment, the status input information may include a Visual Analogue Scale (VAS) input value regarding the degree of pain, discomfort, or symptom.

[0031] In one embodiment, each of the one or more status information collection units (100) may include a measurement unit (120).

[0032] The measuring unit (120) of the one or more status information collection units (100) can measure the status of the plurality of users and the first user.

[0033] The above measurement unit (120) of the above one or more status information collection units (100) can form status measurement information corresponding to each of a plurality of users and the first user based on the measurement results.

[0034] The above status information may include the above status measurement information.

[0035] In one embodiment, each of at least one state information collection unit (100) among the one or more state information collection units (100) may include an input unit (110) and a measurement unit (120).

[0036] The input unit (110) of the at least one status information collection unit (100) can receive information regarding the status of the first user.

[0037] The input unit (110) of the at least one status information collection unit (100) can form status input information corresponding to the first user based on the input information.

[0038] The measuring unit (120) of the at least one status information collection unit (100) can measure the status of the first user.

[0039] The above measurement unit (120) of at least one status information collection unit (100) can form status measurement information corresponding to the first user based on the measurement result.

[0040] The status information of the first user may include the status input information and status measurement information.

[0041] The customized mode recommendation system (1) of the above medical device may further include a priority determination unit (500).

[0042] The above priority decision unit (500) can determine whether the status input information and status measurement information of the first user correspond or are similar.

[0043] The above priority determination unit (500) can set one of the status input information and status measurement information as priority information according to a predetermined method or based on priority information input from the first user when they do not correspond or are not similar to each other.

[0044] The above recommendation unit (200) can search for the status information corresponding to or similar to the priority information of the first user from the first storage information.

[0045] The above recommendation unit (200) may be able to recommend the operation mode corresponding to or similar to the mode information of the usage information associated with the searched status information.

[0046] In one embodiment, the customized mode recommendation system (1) of the medical device may further include one or more unique information collection units (600).

[0047] The above one or more unique information collection units (600) can collect unique information including at least one of the gender and age of the plurality of users and the first user.

[0048] The above one or more communication units (300) can transmit the unique information of the plurality of users and the first user.

[0049] The above storage unit (400) may include the first storage information in which the unique information, status information, and usage information of each user are stored so as to be related to each other.

[0050] The above recommendation unit (200) can search for unique information and status information corresponding to or similar to the unique information and status information of the first user from the first storage information. The recommendation unit (200) can recommend the operation mode corresponding to or similar to the mode information of the usage information associated with the searched unique information and status information.

[0051] In one embodiment, the unique information may include gender and age.

[0052] In one embodiment, the customized mode recommendation system (1) of the medical device may further include a type calculation unit (700).

[0053] The above type generating unit (700) can generate one or more types to which the plurality of users and the first user each belong among the plurality of types based on the status information of the plurality of users and the first user.

[0054] The above type calculation unit (700) can form type information corresponding to each of a plurality of users and the first user based on the calculation result.

[0055] The above storage unit (400) may include the first storage information in which the type information, status information, and usage information of each user are stored so as to be related to each other.

[0056] The above recommendation unit (200) can search for type information corresponding to or similar to the type information of the first user in the first storage information. The recommendation unit (200) can recommend the operation mode corresponding to or similar to the mode information of the usage information associated with the searched type information.

[0057] In one embodiment, the customized mode recommendation system (1) of the medical device may further include a type calculation unit (700).

[0058] The above type generating unit (700) can generate one or more types to which the plurality of users and the first user each belong among the plurality of types based on the unique information and status information of the plurality of users and the first user.

[0059] The above type calculation unit (700) can form type information corresponding to each of a plurality of users and the first user based on the calculation result.

[0060] The above storage unit (400) may include the first storage information in which the type information, unique information, status information, and usage information of each user are stored so as to be related to each other.

[0061] The above recommendation unit (200) can search for type information corresponding to or similar to the type information of the first user in the first storage information.

[0062] The above recommendation unit (200) may be able to recommend the operation mode corresponding to or similar to the mode information of the usage information associated with the searched type information.

[0063] In one embodiment, the plurality of types may include two or more types from among Type 1 having a problem with the musculoskeletal system, Type 2 having a problem with the circulatory system, Type 3 having a problem with the digestive system, Type 4 being overweight, Type 5 being weak, Type 6 being stressed, Type 7 having a problem with the spine, and Type 8 being sleep deprived.

[0064] In one embodiment, the status information used for the type calculation may include two or more values ​​from among a VAS (Visual Analogue Scale) input value, a blood pressure measurement value, a blood sugar measurement value, and a body composition measurement value.

[0065] The above VAS input value may be the degree of pain or discomfort in a certain body part or the degree of a certain symptom.

[0066] In one embodiment, the type calculation unit (700) can calculate the type by applying a first weight to the measurement value.

[0067] The above first weight may be predetermined to have at least some different values ​​depending on the target, size, or range of the measurement value.

[0068] In one embodiment, the type calculation unit (700) can calculate the type by applying a first weight and a second weight to the measurement value and the input value, respectively.

[0069] The above first weights may be predetermined to have at least some different values ​​depending on the size or range of the measurement values.

[0070] The above second weights may be preset to at least some different values ​​depending on the size or range of the input values.

[0071] In one embodiment, the customized mode recommendation system (1) of the medical device may further include a learning unit (1100).

[0072] The above learning unit (1100) can train the first model so that, when information including the user's status information is input for each user based on the first storage information, the operating mode corresponding to or similar to the mode information of the usage information associated with the input status information is output.

[0073] The above recommendation unit (200) may be able to recommend an operation mode corresponding to or similar to the operation mode output by inputting information including the status information of the first user into the first model.

[0074] In one embodiment, the customized mode recommendation system (1) of the medical device may further include a learning unit (1100).

[0075] The above learning unit (1100) can train the second model to output the type corresponding to or similar to the type information associated with the inputted status information when information including the user's status information is input for each user based on the first storage information.

[0076] The type generating unit (700) can input information including the status information of the first user into the second model and output the type, thereby outputting one or more types to which the first user belongs. The type generating unit (700) can form the type information corresponding to the first user based on the output type.

[0077] In one embodiment, at least one of the status information collection units (100) can collect first status information, which is the status information of the user before each user uses the medical device (10), and second status information, which is the status information of the user after use.

[0078] At least one of the above communication units (300) can transmit the first status information and the second status information of the plurality of users.

[0079] At least one of the above communication units (300) can transmit the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the above users uses one of the above medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information.

[0080] The above storage unit (400) may include the first storage information in which the first status information, first usage information, and second status information of each user are stored in a manner that they are related to each other.

[0081] The above recommendation unit (200) searches for the first status information corresponding to or similar to the status information of the first user from the first storage information, and searches for first status information in which the status corresponding to the second status information associated with the first status information is improved over the status corresponding to the first status information.

[0082] The above recommendation unit (200) may be able to recommend the operation mode corresponding to or similar to the mode information of the first usage information associated with the searched first status information.

[0083] In one embodiment, at least one of the status information collection units (100) can collect first status information, which is the status information of the user before each user uses the medical device (10), and second status information, which is the status information of the user after use.

[0084] At least one of the above communication units (300) can transmit the first status information and the second status information of the plurality of users.

[0085] At least one of the above communication units (300) can transmit the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the above users uses one of the above medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information.

[0086] The above storage unit (400) may include first storage information in which the first status information, first usage information, and second status information of each user are stored in a manner that they are related to each other.

[0087] The customized mode recommendation system (1) of the above medical device may further include a storage information processing unit (800).

[0088] The above storage information processing unit (800) can exclude the first status information and the first usage information associated with the first status information from the first storage information when the status corresponding to the second status information for each user becomes worse than the status corresponding to the first status information.

[0089] In one embodiment, at least one of the status information collection units (100) can collect first status information, which is the status information of the user before each user uses the medical device (10), and second status information, which is the status information of the user after use.

[0090] At least one of the above communication units (300) can transmit the first status information and the second status information of the plurality of users.

[0091] At least one of the above communication units (300) can transmit the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the above users uses one of the above medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information.

[0092] The above storage unit (400) may include the first storage information in which the type information, first status information, first usage information, and second status information of each user are stored so as to be related to each other.

[0093] The above recommendation unit (200) can search for type information corresponding to or similar to the type information of the first user in the first storage information.

[0094] The above recommendation unit (200) may be able to recommend the operation mode corresponding to or similar to the mode information of the first usage information associated with the first state information in which the state corresponding to the second state information associated with the first state information is most significantly improved compared to the state corresponding to the first state information among the first state information associated with the searched type information.

[0095] In one embodiment, at least one of the status information collection units (100) can collect first status information, which is the status information of the user before each user uses the medical device (10), and second status information, which is the status information of the user after use.

[0096] At least one of the above communication units (300) can transmit the first status information and the second status information of the plurality of users.

[0097] At least one of the above communication units (300) can transmit the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the above users uses one of the above medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information.

[0098] The above storage unit (400) may include the first storage information in which the type information, first status information, first usage information, and second status information of each user are stored so as to be related to each other.

[0099] The above recommendation unit (200) can search for type information corresponding to or similar to the type information of the first user in the first storage information.

[0100] The above recommendation unit (200) may be capable of recommending an operation mode that corresponds to or is similar to an operation mode used by the largest number of users or has the highest frequency in the operation mode corresponding to the mode information of the first usage information associated with the first state information, in which the state corresponding to the second state information associated with the first state information is improved compared to the state corresponding to the first state information among the first state information associated with the searched type information.

[0101] In one embodiment, the customized mode recommendation system (1) of the medical device may further include one or more unique information collection units (600).

[0102] The above one or more unique information collection units (600) can collect unique information including at least one of the gender and age of the plurality of users and the first user.

[0103] At least one of the above status information collection units (100) can collect first status information, which is the status information of the user before each of the above users uses one of the above medical devices (10), and second status information, which is the status information of the user after using the medical device (10).

[0104] The above one or more communication units (300) can transmit the unique information of the plurality of users and the first user, and transmit the first status information and the second status information of the plurality of users.

[0105] The above one or more communication units (300) can transmit the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the above users uses one of the above medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information.

[0106] The above storage unit (400) may include the first storage information in which the type information, unique information, first status information, first usage information, and second status information of each user are stored in a manner that they are related to each other.

[0107] The above recommendation unit (200) can search for type information and unique information corresponding to or similar to the type information and unique information of the first user in the first storage information.

[0108] The above recommendation unit (200) can search for first state information in which the state corresponding to the second state information associated with the first state information is improved over the state corresponding to the first state information among the first state information associated with the searched type information and unique information.

[0109] The above recommendation unit (200) may be able to recommend the operation mode corresponding to or similar to the mode information of the first usage information associated with the searched first status information.

[0110] In one embodiment, at least one of the status information collection units (100) can collect first status information, which is the status information of the user before each user uses the medical device (10), and second status information, which is the status information of the user after use.

[0111] At least one of the above communication units (300) can transmit the first status information and the second status information of the plurality of users.

[0112] At least one of the above communication units (300) can transmit the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the above users uses one of the above medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information.

[0113] The above storage unit (400) may include the first storage information in which the first status information, first usage information, and second status information of each user are stored in a manner that they are related to each other.

[0114] The above recommendation unit (200) searches for the first status information corresponding to or similar to the status information of the first user from the first storage information, but can search for the first status information in which the status corresponding to the second status information associated with the first status information is worse than the status corresponding to the first status information.

[0115] The above recommendation unit (200) may not recommend the operation mode that corresponds to or is similar to the mode information of the first usage information associated with the searched first status information.

[0116] In one embodiment, among the plurality of pieces of first status information of the first storage information, in the case where a plurality of pieces of first status information correspond to or are similar to the status information of the first user and a state corresponding to the second status information associated with the first status information is worse than a state corresponding to the first status information, and in the case where n or more pieces of first usage information for the same user include the same mode information, the recommendation unit (200) may not recommend the operation mode corresponding to or similar to the same mode information.

[0117] In one embodiment, at least one status information collection unit (100) can collect first status information, which is status information of the user before each user uses the medical device (10), and second status information, which is status information of the user after use.

[0118] At least one of the above communication units (300) can transmit the first status information and the second status information of the plurality of users.

[0119] At least one of the above communication units (300) can transmit the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the above users uses one of the above medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information.

[0120] The above storage unit (400) may include the first storage information in which the first status information, first usage information, and second status information of each user are stored in a manner that they are related to each other.

[0121] Based on the first storage information, for each user, when information including first status information in which the status corresponding to the second status information associated with the first status information is worse than the status corresponding to the first status information of the user is input, a learning unit (1100) that trains a third model so that the operation mode corresponding to or similar to the mode information of the first usage information associated with the input first status information is output.

[0122] The above recommendation unit (200) may not recommend an operation mode that corresponds to or is similar to the operation mode output by inputting information including the status information of the first user into the third model.

[0123] In one embodiment, the plurality of operating modes may include a safe mode.

[0124] The customized mode recommendation system (1) of the above medical device may further include a safety mode setting unit (900), or the recommendation unit (200) may be capable of determining whether to recommend the safety mode based on the medical information before or when the first user uses the medical device (10) and recommending the safety mode.

[0125] The above safety mode setting unit (900) can determine whether the first user should set the medical device (10) to the safety mode based on medical information before or when using the medical device (10), and can set the operation mode of the medical device (10) to the safety mode.

[0126] The above medical information may include at least one of the first user's personal health record (PHR), medical records, disease history, past medical history, surgical history, questionnaire, medications taken, and health questionnaire.

[0127] In one embodiment, the customized mode recommendation system (1) of the medical device may further include one or more sensors (70) and anomaly processing unit (1000).

[0128] The above one or more sensors (70) can detect an abnormal condition of the first user while the first user uses one of the above medical devices (10).

[0129] The above abnormality processing unit (1000) can transmit the abnormality to medical staff or notify the first user when the abnormality is detected a predetermined number of times or more.

[0130] In one embodiment, the customized mode recommendation system (1) of the medical device may further include one or more sensors (70); and one or more abnormality processing units (1000).

[0131] Each of the above users can detect an abnormal condition of the user while using one of the above medical devices (10).

[0132] The above one or more abnormality processing units (1000) can form abnormal use information including the mode information regarding the operation mode of the one medical device (10) used by each user when the abnormal state of each user is detected a predetermined number of times or more.

[0133] At least one of the above communication units (300) can transmit the above abnormal usage information of the plurality of users.

[0134] The above storage unit (400) may include second storage information in which the status information and abnormal usage information of each user are stored so as to be related to each other.

[0135] The above recommendation unit (200) can search for status information corresponding to or similar to the status information of the first user from the second storage information.

[0136] The above recommendation unit (200) may not recommend the operation mode that corresponds to or is similar to the mode information of the abnormal use information associated with the searched status information.

[0137] In one embodiment, the customized mode recommendation system (1) of the medical device may further include one or more sensors (70) and one or more abnormality processing units (1000).

[0138] The above one or more sensors (70) can detect an abnormal condition of a user while each of the above users uses one of the above medical devices (10).

[0139] The above one or more abnormality processing units (1000) can form abnormal use information including the mode information regarding the operation mode of the one medical device (10) used by each user when the abnormal state of each user is detected a predetermined number of times or more.

[0140] At least one of the above communication units (300) can transmit the above abnormal usage information of the plurality of users.

[0141] The above storage unit (400) may include second storage information in which the status information and abnormal usage information of each user are stored so as to be related to each other.

[0142] The customized mode recommendation system (1) of the above medical device may further include a learning unit (1100).

[0143] The above learning unit (1100) can train the fourth model so that, based on the second storage information, when information including the user's status information is input for each user, the operating mode corresponding to or similar to the mode information of the abnormal use information associated with the input status information is output.

[0144] The above recommendation unit (200) may not recommend an operation mode that corresponds to or is similar to the operation mode output by inputting information including the status information of the first user into the fourth model.

[0145] In one embodiment, a plurality of the medical devices (10) may be provided.

[0146] The above-mentioned plurality of medical devices (10) may have multiple types.

[0147] At least one of the above communication units (300) can transmit the usage information including the mode information regarding the operation mode selected when each of the above users uses one of the above medical devices (10) and the type information regarding the type of the medical device (10) whose operation is controlled in the selected operation mode.

[0148] The above recommendation unit (200) can search for status information corresponding to or similar to the status information of the first user from the first storage information.

[0149] The above recommendation unit (200) may be able to recommend the operation mode corresponding to or similar to the mode information of the usage information including the type information corresponding to the type of the one medical device (10) that the first user has used or is using, among the usage information associated with the searched status information.

[0150] In one embodiment, at least one of the communication units (300) may transmit usage information including first order information regarding the usage order of the plurality of types of medical devices (10) or first time information regarding the usage time of each type of medical device (10) when each of the users uses the plurality of types of medical devices (10).

[0151] The above storage unit (400) may include the first storage information in which the status information of each user and the first order information or first time information are stored in a manner that they are related to each other.

[0152] The above recommendation unit (200) can search for status information corresponding to or similar to the status information of the first user from the first storage information before or when the first user uses the plurality of types of medical devices (10).

[0153] The above recommendation unit (200) may be able to recommend the usage order or usage time corresponding to or similar to the first order information or first time information of the usage information associated with the searched status information.

[0154] In one embodiment, at least one of the status information collection units (100) can collect third status information, which is the status information of the user before each of the users uses the plurality of types of medical devices (10), and fourth status information, which is the status information of the user after use.

[0155] At least one of the above communication units (300) can transmit the third status information and the fourth status information of the plurality of users.

[0156] At least one of the above communication units (300) can transmit first order information regarding the order of use of the plurality of types of medical devices (10) used by each user or first time information regarding the usage time of each type of medical device (10) between the state corresponding to the third state information and the state corresponding to the fourth state information.

[0157] The above storage unit (400) may include the first storage information in which the third status information and the fourth status information of each user and the first order information or the first time information are stored in a manner that they are related to each other.

[0158] The above recommendation unit (200) can search for first order information or first time information in the first storage information, wherein the state corresponding to the fourth state information associated with the first order information or first time information is improved compared to the state corresponding to the third state information associated with the fourth state information, before or when the first user uses the plurality of types of medical devices (10).

[0159] The above recommendation unit (200) may be able to recommend the usage order or usage time corresponding to or similar to the searched first order information or first time information.

[0160] In one embodiment, the recommendation unit (200) may be capable of recommending the order of use of the plurality of types of medical devices (10) or the usage time of each type of medical device (10) according to the status information of the first user before or when the first user uses the plurality of types of medical devices (10), or may be capable of recommending the preset order of use or usage time.

[0161] In one embodiment, each of the above medical devices (10) may include multiple different types of sub-medical devices.

[0162] Each of the above multiple types of sub-medical devices may be capable of selecting one sub-mode from among multiple sub-modes.

[0163] The above-mentioned multiple types of sub-medical devices can be controlled to operate in a selected sub-mode.

[0164] The above operating mode may include the sub-modes of each of the above multiple types of sub-medical devices.

[0165] The above mode information may include multiple submode information.

[0166] Each of the above sub-mode information can correspond to the above sub-mode of each of the above sub-medical devices.

[0167] At least one of the above communication units (300) can transmit the usage information including the sub-mode information regarding each of the sub-modes selected when each of the above users uses the plurality of types of sub-medical devices.

[0168] The above recommendation unit (200) can search for status information corresponding to or similar to the status information of the first user from the first storage information before or when the first user uses the multiple types of sub-medical devices of the one medical device (10).

[0169] The above recommendation unit (200) may be capable of recommending a plurality of sub-modes that correspond to or are similar to the plurality of sub-mode information of the usage information associated with the searched status information.

[0170] In one embodiment, at least one of the communication units (300) may transmit the usage information including second order information regarding the usage order of the plurality of types of sub-medical devices or second time information regarding the usage time of each type of sub-medical device when each of the users uses the plurality of types of sub-medical devices.

[0171] The above recommendation unit (200) can search for status information corresponding to or similar to the status information of the first user from the first storage information.

[0172] The above recommendation unit (200) may be able to recommend the usage order or usage time corresponding to or similar to the second order information or second time information of the usage information associated with the searched status information.

[0173] In one embodiment, the recommendation unit (200) may be capable of recommending the order of use of the multiple types of sub-medical devices or the usage time of each type of sub-medical device according to the status information of the first user before or when the first user uses the multiple types of sub-medical devices of the one medical device (10), or may be capable of recommending the preset order of use or usage time.

[0174] In one embodiment, if the new status information of the first user inputted through the input unit (110) of at least one of the status information collection units (100) and the previous status information of the first user stored in the storage unit (400) have a difference of a predetermined size or a predetermined degree or more, a status information confirmation unit (1200) may be further included to confirm whether the new status information has been correctly input.

[0175] If it is confirmed that the new status information has been correctly entered, the status information confirmation unit (1200) may transmit the new status information to the medical staff, or the recommendation unit (200) may recommend a preset operation mode, or search the first storage information for the status information corresponding to or similar to the new status information, and recommend the operation mode corresponding to or similar to the mode information of the usage information associated with the searched status information.

[0176] In addition, to solve the above-described problem, the present invention provides a method for recommending a customized mode of a medical device, including an information collection process (S2100); a transmission process (S2200); a storage process (S2300); and a recommendation process (S2800).

[0177] In the above information collection process (S2100), one or more status information collection units (100) can collect status information regarding the status of the plurality of users and the first user.

[0178] In the above transmission process (S2200), the one or more communication units (300) can transmit the status information of the plurality of users and the first user. In addition, the one or more communication units (300) can transmit the usage information including the mode information regarding the operation mode selected when each of the plurality of users uses one of the medical devices (10).

[0179] In the above storage process (S2300), the storage unit (400) can store the status information and usage information of each user by linking them to each other as the first storage information.

[0180] In the above recommendation process (S2800), the recommendation unit (200) can search for status information corresponding to or similar to the status information of the first user from the first storage information before or when the first user uses the medical device (10). In addition, the recommendation unit (200) can recommend the operation mode corresponding to or similar to the mode information of the usage information associated with the searched status information.

[0181] According to embodiments of the present invention, a customized operation mode can be accurately, easily, and effectively recommended to a medical device user.

[0182] According to embodiments of the present invention, a customized operating mode that can improve the condition of a medical device user can be recommended.

[0183] According to embodiments of the present invention, a customized operating mode that has the greatest improvement effect, is most preferred, or has the most similar state can be recommended.

[0184] According to embodiments of the present invention, the safety of use of medical devices can be improved.

[0185] According to embodiments of the present invention, it is possible to accurately, easily, and effectively discourage an operating mode that may worsen the condition of a medical device user.

[0186] According to embodiments of the present invention, it is possible to prevent non-recommended errors in the operation mode.

[0187] According to embodiments of the present invention, it is possible to accurately, easily, and effectively discourage an operating mode that causes an abnormal condition to a medical device user.

[0188] According to embodiments of the present invention, an appropriate operation mode can be recommended depending on the type of medical device.

[0189] According to embodiments of the present invention, it is possible to recommend to a medical device user the order or time of use of multiple types of medical devices or sub-medical devices that are suitable for the user's condition.

[0190] According to embodiments of the present invention, it is possible to recommend a usage order or usage time of multiple types of medical devices or sub-medical devices that can improve the condition of a medical device user.

[0191] In addition to the effects described above, specific effects of the present invention are described below while explaining specific details for carrying out the invention.

[0192] FIG. 1 is a schematic diagram illustrating a customized mode recommendation system for a medical device according to one embodiment of the present invention.

[0193] Figures 2 and 3 are flowcharts schematically showing two examples of the overall operation process of the customized mode recommendation system of the medical device of Figure 1.

[0194] Figure 4 is a table showing VAS input values ​​according to one embodiment of the present invention.

[0195] FIG. 5 is a schematic diagram illustrating one embodiment of information stored in the customized mode recommendation system of the medical device of FIG. 1.

[0196] Figures 6 and 7 are tables schematically showing factors and their weights used in type calculation in the customized mode recommendation system of the medical device of Figure 1.

[0197] FIG. 8 and FIG. 9 are schematic diagrams showing two examples of the recommendation process of the customized mode recommendation system of the medical device of FIG. 1.

[0198] FIG. 10 is a schematic diagram illustrating an embodiment of a machine learning method for a customized mode recommendation system of a medical device of FIG. 1.

[0199] Figure 11 is a table showing input / output data for machine learning in the customized mode recommendation system of the medical device of Figure 1.

[0200] Figure 12 is a flowchart of a method for recommending a customized mode of a medical device according to one embodiment of the present invention.

[0201] [Explanation of symbols]

[0202] 1: Customized Mode Recommendation System for Medical Devices

[0203] 10: Medical devices 30: Controllers

[0204] 50: Server 70: Sensor

[0205] 100: Status Information Collection Unit

[0206] 110: Input section 120: Measurement section

[0207] 200: Recommendation Department 300: Communication Department

[0208] 400: Storage unit 500: Prioritization unit

[0209] 600: Unique Information Collection Department 700: Type Production Department

[0210] 800: Storage information processing unit 900: Safe mode setting unit

[0211] 1000: Anomaly Processing Department 1100: Learning Department

[0212] 1200: Status information confirmation unit 1300: Control unit

[0213] The above-described objects, features, and advantages will be described in detail below with reference to the accompanying drawings, so that those skilled in the art can easily practice the technical idea of ​​the present invention. In describing the present invention, if it is determined that a detailed description of known technologies related to the present invention may unnecessarily obscure the gist of the present invention, a detailed description thereof will be omitted. Hereinafter, preferred embodiments of the present invention will be described in detail with reference to the accompanying drawings. In the drawings, the same reference numerals are used to indicate the same or similar components.

[0214] Although terms like "first" and "second" are used to describe various components, these components are not limited by these terms. These terms are used merely to distinguish one component from another, and unless otherwise specified, a "first" component may also be a "second" component.

[0215] Throughout the specification, unless otherwise specifically stated, each element may be singular or plural.

[0216] Hereinafter, the phrase "any configuration is placed on (or below)" a component or "on (or below)" a component may mean that any configuration is placed in contact with the upper surface (or lower surface) of said component, and that other configurations may be interposed between said component and any configuration placed on (or below) said component.

[0217] Additionally, when it is described that a component is "connected," "coupled," or "connected" to another component, it should be understood that the components may be directly connected or connected to one another, but that other components may also be "interposed" between the components, or that each component may be "connected," "coupled," or "connected" through another component.

[0218] As used herein, singular expressions include plural expressions unless the context clearly dictates otherwise. In this application, terms such as "consisting of" or "comprising" should not necessarily be construed to include all of the components or steps described in the specification, and should be construed to mean that some of the components or steps may not be included, or that additional components or steps may be included.

[0219]

[0220] FIG. 1 is a schematic diagram illustrating a personalized mode recommendation system for a medical device according to one embodiment of the present invention. FIG. 2 and FIG. 3 are flowcharts schematically illustrating two embodiments of the overall operation process of the personalized mode recommendation system for a medical device of FIG. 1. FIG. 4 is a table illustrating VAS input values ​​according to one embodiment of the present invention. FIG. 5 is a schematic diagram illustrating one embodiment of information stored in the personalized mode recommendation system for a medical device of FIG. 1. FIG. 6 and FIG. 7 are tables schematically illustrating factors and their weights used in type calculation in the personalized mode recommendation system for a medical device of FIG. 1. FIG. 8 and FIG. 9 are schematic diagrams schematically illustrating two embodiments of the recommendation process of the personalized mode recommendation system for a medical device of FIG. 1. FIG. 10 is a schematic diagram illustrating one embodiment of a machine learning method for the personalized mode recommendation system for a medical device of FIG. 1. FIG. 11 is a table illustrating input / output data for machine learning in the personalized mode recommendation system for a medical device of FIG. 1. Figure 12 is a flowchart of a method for recommending a customized mode of a medical device according to one embodiment of the present invention.

[0221]

[0222] [Medical Device Customized Mode Recommendation System]

[0223] Referring to FIG. 1, a customized mode recommendation system (1) for a medical device according to one embodiment may include one or more medical devices (10) and one or more status information collection units (100). The customized mode recommendation system (1) for a medical device may include one or more controllers (30) and servers (50). The customized mode recommendation system (1) for a medical device may include one or more unique information collection units (600). The customized mode recommendation system (1) for a medical device may include one or more sensors (70).

[0224] One or more medical devices (10) may be usable by multiple users and a first user. Here, the multiple users may or may not include the first user. Each medical device (10) may have multiple operating modes. Each of the one or more medical devices (10) may select any one of the multiple operating modes, and the operation may be controlled in the selected operating mode.

[0225] The plurality of operating modes may differ from each other in at least one of the pattern, intensity, and temperature of the medical device (10). Here, the pattern may be a cycle or time of change in pressure, vibration, actuation, displacement, direction, inclination, posture, heating, cooling, etc. The plurality of operating modes may include a safety mode.

[0226] One or more medical devices (10) may be provided. The plurality of medical devices (10) may have multiple types. For example, the plurality of medical devices (10) may include a heating device and a limb compression device, which are different types of medical devices (10) (Fig. 5, Fig. 8, Fig. 10).

[0227] One or more medical devices (10) may be connected to one or more controllers (30) (Fig. 1). Each medical device (10) may form usage information regarding the use of the device and transmit it to the controller (30). Here, the usage information may include mode information regarding the operating mode of the medical device (10). In addition, the usage information may include type information regarding the type of the medical device (10). In addition, the usage information may include time information regarding the usage time of the medical device (10).

[0228] Each medical device (10) may include multiple different types of sub-medical devices (not shown). For example, each medical device (10) may include two sub-medical devices: a warmer and a limb compression device. Each of the multiple types of sub-medical devices may select one of the multiple sub-modes and may be controlled to operate in the selected sub-mode. Here, the above-described operation mode may include the sub-modes of each of the multiple types of sub-medical devices. In addition, the above-described mode information may include multiple sub-mode information. Here, each sub-mode information may correspond to a sub-mode of each sub-medical device. Accordingly, the usage information formed by each medical device (10) may include multiple sub-mode information.

[0229]

[0230] One or more status information collection units (100) can collect status information about the status of multiple users and the first user (S02, S03 of FIGS. 2 and 3).

[0231] Each of one or more status information collection units (100) may include an input unit (110) and / or a measurement unit (120).

[0232] The input unit (110) of one or more status information collection units (100) can receive information about the status of multiple users and a first user, and form status input information corresponding to each of the multiple users and the first user based on the received information (S03 of FIGS. 2 and 3). The status information can include status input information.

[0233] Accordingly, the status information collected from multiple users and the first user can correspond to or be similar to the past or present subjective states of the multiple users and the first user. Accordingly, an operating mode appropriate to the subjective state of the medical device (10) user (the first user) can be appropriately recommended.

[0234] Let's look at Figure 4 in relation to status input information.

[0235] Referring to FIG. 4, a VAS input value according to one embodiment may be the degree of pain or discomfort (1 to 10) of a given body part or the degree of a given symptom (1 to 10). The body parts or symptoms targeted by multiple VAS input values ​​may be different from each other. The status input information may include a VAS (Visual Analogue Scale) input value regarding the degree of pain, discomfort, or symptom.

[0236] Accordingly, an operation mode suitable for the subjective condition of the user (first user) of the medical device (10) can be appropriately recommended.

[0237] Meanwhile, depending on the type of medical device (10), the target (body part or symptom) of the VAS input value included in the status input information or the target of the similarity judgment of the recommendation unit (200) may vary (Fig. 4, Fig. 11). The input unit (110) may receive at least one of a personal health record (PHR), medical record, disease history, past medical history, surgical history, questionnaire, medication, and health questionnaire of a plurality of users and / or a first user, and may form medical information corresponding to each of the plurality of users and / or the first user based on the received information (S06 of Figs. 2 and 3).

[0238] The measuring unit (120) of one or more status information collection units (100) can measure the status of multiple users and a first user and, based on the measurement results, form status measurement information corresponding to each of the multiple users and the first user (S02 of FIGS. 2 and 3). The status information can include status measurement information.

[0239] Accordingly, the status information collected from multiple users and the first user can correspond to or be similar to the past or present objective status of the multiple users and the first user. Accordingly, an operating mode suitable for the objective status of the medical device (10) user (the first user) can be accurately recommended.

[0240] The status measurement information may include at least one of pain points, scoliosis degree, blood flow, blood flow speed, sleep quality, heart rate, pulse rate, respiratory rate, body pressure (posture), blood pressure, blood sugar, weight, body mass index (BMI), body fat percentage, water (%), bone mass, basal metabolic rate, fat mass (visceral fat or subcutaneous fat), and muscle mass.

[0241] Among one or more status information collection units (100), at least one status information collection unit (100) may each include the input unit (110) and the measurement unit (120) described above. The input unit (110) of at least one status information collection unit (100) may receive information about the status of the first user and form status input information. In addition, the measurement unit (120) of at least one status information collection unit (100) may measure the status of the first user and form status measurement information. At this time, the status information of the first user may include the status input information and the status measurement information.

[0242] At least one status information collection unit (100) can collect first status information, which is status information of a user before each user uses a medical device (10), and second status information, which is status information of a user after each user uses the medical device (10).

[0243] For example, as shown in FIG. 5, whenever a user uses a medical device (10), the status information collection unit (100) can collect the user's status information before using the medical device (10). Accordingly, the status information collection unit (100) can collect the status information (VAS=7) of user A on 23.10.01 before user A uses the spinal heater on 23.10.01, and the status information (VAS=7 or VAS=3) of user A on 23.10.03 or 23.10.07 after user A uses the spinal heater on 23.10.01. It can be confirmed that the status of user A has significantly improved on 23.10.07.

[0244] At least one of the above status information collection units (100) can collect third status information, which is status information of the user before each user uses the plurality of types of medical devices (10), and fourth status information, which is status information of the user after use.

[0245] The input unit (110) of at least one status information collection unit (100) can receive priority information regarding the priority of the status input information and status measurement information from the first user. The status information can include priority information.

[0246] One or more status information collection units (100) can be connected to one or more controllers (30). One or more status information collection units (100) can transmit status information to the controller (30) (Fig. 1).

[0247] One or more unique information collection units (600) may collect unique information, including at least one of the gender and age of multiple users and the first user, for example, through a membership registration process (S00 of FIGS. 2 and 3). For example, one or more unique information collection units (600) may receive unique information from multiple users and the first user. The unique information may further include country of affiliation, region of residence, and / or race.

[0248] Personal information may include gender and age.

[0249] Accordingly, since the mode is recommended to the user of the medical device (10) (first user) based on the similarity of the user's gender, age, and condition, a customized operation mode can be recommended to the user of the medical device (10) (first user) more accurately and easily.

[0250] Additionally, since the user's type can be derived based on the user's gender, age, and condition, type classification can be performed accurately and effectively. Accordingly, a customized operating mode can be recommended more accurately and easily to the user (first user) of the medical device (10).

[0251] One or more unique information collection units (600) can be connected to one or more controllers (30) (Fig. 1). One or more unique information collection units (600) can transmit unique information to the controller (30).

[0252] One or more sensors (70) can detect an abnormal condition of multiple users and / or a first user (S11 of FIGS. 2 and 3). Specifically, one or more sensors (70) can detect an abnormal condition of a user while each user uses one medical device (10). One or more sensors (70) can detect an abnormal condition of a first user while the first user uses one medical device (10).

[0253] One or more sensors (70) may be connected to one or more controllers (30) (Fig. 1). One or more sensors (70) may transmit information regarding abnormal conditions to the controller (30). The sensor (70) may be a radar capable of measuring a user's heartbeat, etc.

[0254]

[0255] Each of one or more controllers (30) may be connected to multiple types or multiple medical devices (10). In addition, each controller (30) may be connected to a status information collection unit (100), a unique information collection unit (600), and / or a sensor (70). Each controller (30) may be capable of integrated control of multiple types or multiple medical devices (10). Each controller (30) may receive information (in real time) from the medical device (10), the status information collection unit (100), the unique information collection unit (600), or the sensor (70). Each controller (30) may predict a suspected disease and provide the information to the user and / or medical staff. Each controller (30) may be connected to a server (50) and may transmit information received from the medical device (10), the status information collection unit (100), the unique information collection unit (600), or the sensor (70) to the server (50).

[0256] When one controller (30) is connected to multiple types of medical devices (10), the controller (30) can form first order information regarding the order of use of the multiple types of medical devices (10) or first time information regarding the usage time of each type of medical device (10).

[0257] At least one controller (30) can store information about the type of medical device (10) being used or available to the first user.

[0258] One or more controllers (30) may include one or more communication units (300). One or more controllers (30) may include one or more abnormal processing units (1000). Each controller (30) may include one communication unit (300) and / or one abnormal processing unit (1000).

[0259] One or more communication units (300) can transmit the status information of multiple users and the first user to the server (10). One or more communication units (300) can transmit the usage information including mode information regarding the selected operation mode when each of the multiple users uses one medical device (10) to the server (10).

[0260] One or more communication units (300) can transmit the unique information of multiple users and the first user to the server (10).

[0261] At least one communication unit (300) can transmit the first status information and the second status information of multiple users to the server (10). At least one communication unit (300) can transmit the first usage information, which is usage information including mode information regarding the operation mode selected when each user uses one medical device (10) between the state corresponding to the first status information and the state corresponding to the second status information, to the server (10).

[0262] One or more communication units (300) can transmit the medical information of multiple users and / or the first user to the server (10).

[0263] One or more communication units (300) can transmit information about the abnormal condition of each of the plurality of users to the medical staff.

[0264] At least one communication unit (300) can transmit the abnormal usage information of multiple users to the server (10).

[0265] At least one communication unit (300) can transmit the usage information including mode information regarding the selected operation mode and type information regarding the type of medical device (10) whose operation is controlled in the selected operation mode to the server (10) when each user uses one medical device (10).

[0266] At least one communication unit (300) can transmit usage information including the first order information regarding the usage order of the multiple types of medical devices (10) or the first time information regarding the usage time of each type of medical device (10) to the server (10) when each user uses multiple types of medical devices (10).

[0267] At least one communication unit (300) can transmit the third status information and the fourth status information of multiple users to the server (10). At least one communication unit (300) can transmit first order information regarding the usage order of the multiple types of medical devices (10) used by each user or first time information regarding the usage time of each type of medical device (10) between the state corresponding to the third status information and the state corresponding to the fourth status information.

[0268] At least one communication unit (300) can transmit usage information including submode information regarding each selected submode to the server (10) when each user uses multiple types of sub-medical devices.

[0269] At least one communication unit (300) can transmit usage information including second order information regarding the usage order of multiple types of sub-medical devices or second time information regarding the usage time of each type of sub-medical device to the server (10) when each user uses multiple types of sub-medical devices.

[0270] At least one communication unit (300) can transmit information about the type of medical device (10) being used or available by the first user to the server (10) (S01 of FIGS. 2 and 3).

[0271] One or more abnormality processing units (1000) can form abnormal use information including mode information regarding the operation mode of the medical device (10) used by each user when the abnormal state is detected more than a predetermined number of times (e.g., 3 times) (S13 of FIGS. 2 and 3).

[0272] When an abnormal condition of the first user is detected a predetermined number of times or more, at least one abnormality processing unit (1000) can transmit the abnormal condition to medical staff (via the communication unit) or notify the first user (S12 of FIGS. 2 and 3).

[0273] Accordingly, the safety of use of the medical device (10) can be improved.

[0274]

[0275] The server (50) may be connected to one or more controllers (30). The server (50) may be connected to one or more medical devices (10), a status information collection unit (100), a unique information collection unit (600), and a sensor (70). The server (50) may include a recommendation unit (200) and a storage unit (400). The server (50) may further include one or more of a priority determination unit (500), a type calculation unit (700), a storage information processing unit (800), a safety mode setting unit (900), a learning unit (1100), a status information confirmation unit (1200), and a control unit (1300) (Fig. 1).

[0276] The recommendation unit (200) can search for status information corresponding to or similar to the status information (e.g., recent status information) of the first user before or when the first user uses a medical device (10) from the first storage information described below. The recommendation unit (200) can recommend an operation mode corresponding to or similar to the mode information of the usage information associated with the searched status information (S09 of FIGS. 2 and 3).

[0277] For example, if a first user whose blood pressure measurement value is "warning" tries to use a spinal warmer and the first storage information includes the information of FIG. 5, the recommendation unit (200) can search for status information in which the device used is a spinal warmer and the blood pressure measurement value is "warning" in the first storage information. The recommendation unit (200) can recommend to the first user an operation mode corresponding to or similar to the mode information included in the usage information A of the user B stored in association with the searched status information (i.e., the status information in which the blood pressure measurement value is "warning"). If the status information of the user A of FIG. 5 is a blood pressure-related VAS input value and the blood pressure-related VAS input value 7 corresponds to the blood pressure measurement value "warning", the recommendation unit (200) can further recommend to the first user an operation mode corresponding to or similar to the mode information included in the usage information A and B of the user A (i.e., the usage information stored in association with the status information in which the blood pressure measurement value is "warning").

[0278] Accordingly, it is possible to accurately and easily recommend an operation mode suitable for the user's condition to the medical device (10) user (first user).

[0279] The recommendation unit (200) can search for status information corresponding to or similar to the priority information of the first user described below from the first storage information. The recommendation unit (200) can recommend an operation mode corresponding to or similar to the mode information of the usage information associated with the searched status information.

[0280] Accordingly, even if the user's subjective state (state input information) and objective state (state measurement information) do not correspond to each other, an operation mode suitable for the user's state can be appropriately recommended to the medical device (10) user (first user).

[0281] The recommendation unit (200) can search for unique information and status information corresponding to or similar to the unique information and status information of the first user from the first storage information. The recommendation unit (200) can recommend an operation mode corresponding to or similar to the mode information of the usage information associated with the searched unique information and status information.

[0282] Accordingly, a mode is recommended based on the similarity of the user's unique characteristics, including the user's gender and / or age, as well as the user's status similarity, so that a customized operation mode can be recommended to the user (first user) of the medical device (10) more accurately and easily.

[0283] The recommendation unit (200) can search for type information corresponding to or similar to the type information described below of the first user from the first storage information. The recommendation unit (200) can recommend an operation mode corresponding to or similar to the mode information of the usage information associated with the searched type information.

[0284] For example, if a first user of type 1 (a type with a musculoskeletal problem) wants to use a spinal heater and the first stored information includes the information of FIG. 5, the recommendation unit (200) can search for type information (“Type” column) in which the device used is a spinal heater and the type is type 1 (“musculoskeletal”) in the first stored information. In connection with the acquired type information (“Type” column), an operation mode corresponding to or similar to mode information included in the usage information (“Usage Information” column) of user A, namely A, B, C, and D (preferably at least one of A, B, and C), stored can be recommended.

[0285] Accordingly, since the operation mode used by a user whose type corresponds to or is similar to that of the first user is recommended, a customized operation mode can be recommended to the user of the medical device (10) more accurately and easily.

[0286] Meanwhile, the recommendation unit (200) can make recommendations in two stages: first recommendation and second recommendation. In the first recommendation stage, the recommendation unit (200) can search for status information similar to the status information of the first user in the first storage information and recommend an operation mode of mode information that corresponds to or is similar to the mode information of the usage information associated with the searched status information. In the second recommendation stage, the recommendation unit (200) can search for type information corresponding to or similar to the type information of the first user in the first storage information and recommend an operation mode corresponding to or is similar to the mode information of the usage information associated with the searched type information.

[0287] The recommendation unit (200) may be capable of recommending an operation mode corresponding to or similar to the operation mode output by inputting information including the status information of the first user into the first model described below. In this case, the first user's unique information, type information, and / or medical information may be additionally input into the first model.

[0288] Accordingly, it is possible to accurately and easily recommend an operation mode suitable for the user's condition to the medical device (10) user.

[0289] The recommendation unit (200) may be capable of recommending an operation mode corresponding to or similar to the operation mode output by inputting information including the type information of the first user into the first model. At this time, the first user's unique information, status information, and / or medical information may be additionally input into the first model.

[0290] The recommendation unit (200) can search for first status information corresponding to or similar to the status information of the first user from the first storage information. At this time, the recommendation unit (200) can search for first status information in which the status corresponding to the second status information associated with the first status information is improved over the status corresponding to the first status information from the first storage information. The recommendation unit (200) can recommend an operation mode corresponding to or similar to the mode information of the first usage information associated with the searched first status information.

[0291] For example, if a first user whose blood pressure measurement value is "caution" tries to use a spinal warmer and the first stored information includes the information of FIG. 5, the recommendation unit (200) can search for the first status information of 23.10.11 of user B, in which the device used is a spinal warmer and among the first status information which is arbitrary status information, i) the blood pressure measurement value is "caution" and ii) the second status information (e.g., status information of 23.10.15), which is arbitrary status information that was measured after the first status information (e.g., status information of 23.10.11) and used a spinal warmer in the meantime, has improved (e.g., to "normal") compared to the first status information. The recommendation unit (200) can recommend an operation mode corresponding to or similar to the mode information included in the first usage information ("Usage Information" column) B stored in association with the searched first status information of 23.10.11.

[0292] Accordingly, a customized operating mode that can improve the condition of the medical device (10) user can be recommended.

[0293] Meanwhile, if a user uses a medical device (10) after a state corresponding to the second state information is input or measured and the communication unit (300) transmits usage information related thereto, the second state information may become first state information based on the usage information transmitted after the state corresponding to the second state information. Accordingly, each status information of each user in FIG. 5 may become first state information and second state information, excluding the status information input or measured at the beginning and end.

[0294] The recommendation unit (200) can search for type information corresponding to or similar to the type information of the first user from the first storage information. The recommendation unit (200) can recommend an operation mode corresponding to or similar to the mode information of the first usage information associated with the first status information, in which the state corresponding to the second status information associated with the first status information is most significantly improved compared to the state corresponding to the first status information, among the first status information associated with the searched type information.

[0295] Accordingly, it is possible to easily recommend the operating mode with the greatest status improvement effect among the operating modes used by users whose types correspond to or are similar to the first user.

[0296] The recommendation unit (200) can search for type information corresponding to or similar to the type information of the first user in the first storage information. The recommendation unit (200) can search for first status information in which the status corresponding to the second status information associated with the first status information is improved over the status corresponding to the first status information among the first status information associated with the searched type information. The recommendation unit (200) can recommend an operation mode corresponding to or similar to an operation mode used by the user with the highest frequency or the largest number of users among the operation modes corresponding to the mode information of the first usage information associated with the searched first status information.

[0297] Accordingly, it is possible to easily recommend the most preferred state improvement operation mode among the operation modes used by users whose types correspond to or are similar to the first user.

[0298] The recommendation unit (200) can search for type information and unique information corresponding to or similar to the type information and unique information of the first user in the first storage information. The recommendation unit (200) can search for first status information in which the status corresponding to the second status information associated with the first status information is improved over the status corresponding to the first status information among the first status information associated with the searched type information and unique information. The recommendation unit (200) can recommend the operation mode corresponding to or similar to the mode information of the first usage information associated with the searched first status information.

[0299] Accordingly, the operation mode for improving the status of the user most similar to the first user can be recommended.

[0300] The recommendation unit (200) may search for first status information corresponding to or similar to the status information of the first user from the first storage information. At this time, the recommendation unit (200) may search for first status information in which the status corresponding to the second status information associated with the first status information is worse than the status corresponding to the first status information from the first storage information. The recommendation unit (200) may not recommend an operation mode corresponding to or similar to the mode information of the first usage information associated with the searched first status information. Here, not recommending may mean excluding from the recommendation list or including from the non-recommendation list. The same applies hereinafter.

[0301] Accordingly, operating modes that may worsen the condition of the first user can be effectively discouraged, thereby protecting the first user.

[0302] At this time, among the plurality of first status information of the first storage information, in the case where the state corresponding to the second status information associated with the first status information is worse than the state corresponding to the first status information and the plurality of first usage information respectively associated with the plurality of first status information corresponding to the first user among the plurality of first status information of the first storage information, if n (n is a natural number greater than or equal to 2) or more pieces of first usage information for the same user include the same mode information, the recommendation unit (200) may not recommend an operation mode corresponding to or similar to the same mode information.

[0303] Accordingly, the operation mode is only recommended when the condition worsens more than n times (e.g., n=3), so the deprecation error can be prevented.

[0304] The recommendation unit (200) may not recommend an operation mode that corresponds to or is similar to the operation mode output by inputting information including the status information of the first user into the third model described below. In this case, the first user's unique information, type information, and / or medical information may be additionally input into the third model.

[0305] Accordingly, it is possible to accurately, easily and effectively discourage operating modes that may worsen the condition of the first user.

[0306] The recommendation unit (200) may determine whether to recommend a safety mode based on the medical information before or when the first user uses a medical device (10), and may recommend the safety mode. Here, the pattern, intensity, and / or temperature of the safety mode may be determined based on the content of the medical information.

[0307] Accordingly, the safety of use of the medical device (10) can be improved.

[0308] The recommendation unit (200) may be able to recommend an operation mode corresponding to or similar to mode information included in the usage information of a user who has medical information corresponding to or similar to the medical information of the first user.

[0309] The recommendation unit (200) may search for status information corresponding to or similar to the status information of the first user from the second storage information described below. The recommendation unit (200) may not recommend an operation mode corresponding to or similar to the mode information of the abnormal usage information associated with the searched status information.

[0310] Accordingly, the safety of use of the medical device (10) can be improved.

[0311] The recommendation unit (200) may not recommend an operation mode that corresponds to or is similar to the operation mode output by inputting information including the status information of the first user into the fourth model described below. In this case, the first user's unique information, type information, and / or medical information may be additionally input into the fourth model.

[0312] Accordingly, it is possible to accurately, easily and effectively discourage operating modes that may cause abnormal conditions in the first user.

[0313] The recommendation unit (200) can search for status information corresponding to or similar to the status information of the first user from the first storage information. The recommendation unit (200) can recommend an operation mode corresponding to or similar to mode information of the usage information including type information corresponding to the type of a medical device (10) that the first user has used or is currently using, among the usage information associated with the searched status information.

[0314] Accordingly, an appropriate operating mode can be recommended depending on the type of medical device (10).

[0315] The recommendation unit (200) can search for status information corresponding to or similar to the status information of the first user before or when the first user uses the plurality of types of medical devices (10) from the first storage information. The recommendation unit (200) can recommend a usage order or usage time corresponding to or similar to the first order information or first time information of the usage information associated with the searched status information (S10 of FIGS. 2 and 3).

[0316] Accordingly, the order of use or usage time of multiple types of medical devices (10) that are suitable for the user's condition can be recommended to the first user.

[0317] The recommendation unit (200) can search for first order information or first time information in the first storage information, wherein the state corresponding to the fourth state information associated with the first order information or first time information is improved over the state corresponding to the third state information associated with the fourth state information, before or when the first user uses the plurality of types of medical devices (10). The recommendation unit (200) can recommend a usage order or usage time corresponding to or similar to the searched first order information or first time information.

[0318] Accordingly, the order of use or usage time of multiple types of medical devices (10) that can improve the condition of the first user can be recommended.

[0319] Meanwhile, in the case where a user uses multiple types of medical devices (10) after a state corresponding to the fourth state information is input or measured and the communication unit (300) transmits first order information or first time information related thereto, the fourth state information may become third state information based on the first order information or first time information transmitted after the state corresponding to the fourth state information.

[0320] The recommendation unit (200) may be capable of recommending the order of use of the plurality of types of medical devices (10) or the usage time of each type of medical device (10) according to the status information of the first user before or when the first user uses the plurality of types of medical devices (10), or may be capable of recommending the preset order of use or usage time.

[0321] For example, the recommendation unit (200) may recommend first using a type of medical device (10) related to a body part with a high degree of pain or discomfort or related to severe symptoms, based on the VAS input value included in the status information of the first user. In addition, the order of use or the time of use of multiple types of medical devices (10) may be preset by medical staff.

[0322] Accordingly, the appropriate usage order or usage time of multiple types of medical devices (10) can be recommended to the first user.

[0323] The recommendation unit (200) can search for status information corresponding to or similar to the status information of the first user from the first storage information before or when the first user uses multiple types of sub-medical devices of a single medical device (10). The recommendation unit (200) can recommend multiple sub-modes corresponding to or similar to the multiple sub-mode information of the usage information associated with the searched status information.

[0324] Accordingly, it is possible to accurately and easily recommend to a user of a medical device (10) (first user) a sub-mode of multiple types of sub-medical devices that are suitable for the user's condition.

[0325] The recommendation unit (200) can search for status information corresponding to or similar to the status information of the first user from the first storage information. The recommendation unit (200) can recommend a usage order or usage time corresponding to or similar to the second order information or second time information of the usage information associated with the searched status information.

[0326] Accordingly, the order of use or usage time of multiple types of sub-medical devices can be recommended to the first user.

[0327] The recommendation unit (200) may be capable of recommending the order of use of the multiple types of sub-medical devices or the usage time of each type of sub-medical device according to the status information of the first user before or when the first user uses multiple types of sub-medical devices of one medical device (10), or may be capable of recommending the preset order of use or usage time.

[0328] Accordingly, it is possible to recommend to the first user an appropriate usage order of multiple types of sub-medical devices or an appropriate usage time of each type of sub-medical device.

[0329] In a case where it is confirmed that the new status information of the first user has been correctly entered by the status information confirmation unit (1200) described below, the recommendation unit (200) may recommend a predetermined operation mode that is set in advance, or search for status information corresponding to or similar to the new status information in the first storage information and recommend the operation mode corresponding to or similar to the mode information of the usage information associated with the searched status information.

[0330] Accordingly, the safety of use of the medical device (10) can be improved.

[0331]

[0332] The storage unit (400) can receive and store information transmitted by the communication unit (300).

[0333] The storage unit (400) may include first storage information in which the status information and usage information of each user are stored so as to be related to each other.

[0334] The storage unit (400) may include the first storage information in which the unique information, status information, and usage information of each user are stored in a manner that they are related to each other.

[0335] The storage unit (400) may include first storage information in which each user's type information, status information, and usage information are stored so as to be related to each other.

[0336] The storage unit (400) may include first storage information in which each user's first status information, first usage information, and second status information are stored in a manner that they are related to each other (Fig. 5).

[0337] The storage unit (400) may include first storage information in which each user's type information, first status information, first usage information, and second status information are stored in a manner that they are related to each other.

[0338] The storage unit (400) may include first storage information in which each user's type information, unique information, first status information, first usage information, and second status information are stored in a manner that they are related to each other.

[0339] The storage unit (400) may include second storage information in which status information and abnormal usage information of each user are stored so as to be related to each other.

[0340] The storage unit (400) can store medical information of each user. The storage unit (400) can include first storage information in which status information of each user and first order information or first time information are stored so as to be related to each other.

[0341] The storage unit (400) may include first storage information in which the third status information and the fourth status information of each user and the first order information or the first time information are stored in a manner that they are related to each other.

[0342] The priority determination unit (500) determines whether the status input information and the status measurement information of the first user correspond or are similar, and if they do not correspond or are not similar, it can set one of the status input information and the status measurement information as priority information according to a predetermined method or based on the aforementioned priority information input from the first user (S04 and S05 in FIG. 3). Here, the predetermined method may be, for example, a method of setting one of the status input information and the status measurement information as priority information according to a pre-stored setting value.

[0343] Regarding the type production unit (700), let’s look at Figs. 6 and 7.

[0344] Referring to FIG. 6, a type calculation unit (700) according to an embodiment of the present invention can calculate one or more types to which each of the plurality of users and the first user belongs among a plurality of types based on status information (e.g., VAS input values, blood pressure measurement values, etc.) of the plurality of users and the first user (e.g., stored in the first storage information). Here, the plurality of types may include two or more types from among a first type having a problem with the musculoskeletal system, a second type having a problem with the circulatory system, a third type having a problem with the digestive system, a fourth type being overweight, a fifth type being weak, a sixth type being stressed, a seventh type having a problem with the spine, and an eighth type being sleep deprived (FIGS. 5, 6, 8 to 10). Here, for example, a second type having a problem with the circulatory system and a sixth type being stressed may be similar types. In addition, the type production unit (700) can form type information corresponding to each of a plurality of users and the first user based on the production result.

[0345] The status information used for type calculation in the type calculation unit (700) may include two or more values ​​from among VAS (Visual Analogue Scale) input values, blood pressure measurement values, blood sugar measurement values, and body composition measurement values ​​(Fig. 6). The status information used for type calculation may further include one or more values ​​from among blood flow measurement values, pain point measurement information, scoliosis measurement values, sleep quality, pulse measurement values, and respiration rate measurement values. At least some types may have different status information used for type calculation. For example, blood pressure measurement values ​​and blood sugar measurement values ​​are not used for type 1 calculation, but may be used for type 2 calculation (Fig. 6).

[0346] Referring to FIG. 7, the type calculation unit (700) can calculate the type by applying weights. Specifically, the type calculation unit (700) can calculate the type by applying a first weight to the measurement value. The first weight may be predetermined to have at least some different values ​​depending on the subject of the measurement value (e.g., blood pressure, blood sugar, body composition, etc.) and the size or range (e.g., danger, warning, caution, etc.).

[0347] Accordingly, the type calculation unit (700) can calculate the type by considering both the importance of the target of the measurement value and the importance of the size or range of the measurement value for each measurement target. Accordingly, the type to which the user belongs can be accurately calculated.

[0348] The type calculation unit (700) can calculate the type by applying first and second weights to the measured values ​​and input values, respectively. The first weight may be predetermined to have at least some different values ​​depending on the size or range of the measured values, and the second weight may be predetermined to have at least some different values ​​depending on the size or range of the input values.

[0349] Accordingly, the type calculation unit (700) can calculate the type by considering both the importance of the measured value (e.g., danger, warning, caution, etc.) and the importance of the input value (e.g., the range of the VAS input value). Accordingly, the type can be accurately calculated.

[0350] Meanwhile, the sizes of the first and second weights may be determined differently depending on the priorities of the measurement values ​​and input values. Specifically, in the case of the first and second weights being applied to the measurement values ​​and input values, respectively, whose sizes or ranges correspond or are similar, if the priority of the measurement values ​​is higher than that of the input values, as shown in FIG. 7, the first weight may be determined to be larger than the second weight. Unlike FIG. 7, if the priority of the measurement values ​​is lower than that of the input values, the first weight may be determined to be smaller than the second weight.

[0351] The type generating unit (700) can generate one or more types to which each of the plurality of users and the first user belongs among the plurality of types based on the unique information and status information of the plurality of users and the first user, and can form type information corresponding to each of the plurality of users and the first user based on the calculation result (Fig. 6, Fig. 9).

[0352] Accordingly, user types can be accurately and effectively classified based on the user's unique characteristics, including gender and / or age, as well as the user's status. This allows for more accurate and easier recommendation of customized operating modes to medical device (10) users.

[0353] The type generation unit (700) can generate one or more types to which the first user belongs by inputting information including the status information of the first user into the second model described below and outputting the type. At this time, the first user's unique information and / or medical information may be additionally input into the second model. The type generation unit (700) can form type information corresponding to the first user based on the output type.

[0354] Accordingly, the user type can be accurately and easily calculated.

[0355] The storage information processing unit (800) can exclude the first status information and the first usage information associated with the first status information from the first storage information when the status corresponding to the second status information for each user becomes worse than the status corresponding to the first status information.

[0356] Accordingly, a customized operating mode that can improve the condition of the medical device (10) user can be quickly recommended.

[0357] The storage information processing unit (800) may exclude the status information and the usage information related to the status information from the first storage information for each user if the user has been cured and the status information of the first storage information is normal (in FIG. 5, the VAS input value is "3" or the blood pressure measurement value is "normal"). However, if the status information input or measured immediately before the normal status information is abnormal (in FIG. 5, the VAS input value is "7", "5" or the blood pressure measurement value is "warning", "caution"), the normal status information may not be excluded.

[0358]

[0359] The safety mode setting unit (900) can determine whether to set the medical device (10) to safety mode based on medical information before or when the first user uses the medical device (10) and can set the operating mode of the medical device (10) to safety mode (S07, S08 of FIGS. 2 and 3). Here, the pattern, intensity, and / or temperature of the safety mode can be determined based on the content of the medical information.

[0360] Accordingly, the safety of use of the medical device (10) can be improved.

[0361] For example, if a user has undergone heart surgery, myocardial infarction, or angina, the heater may operate in safety mode, limiting the heater's intensity to a predetermined value. Furthermore, if a user has a history of spinal surgery, the heater may operate in safety mode, limiting the heater's intensity to a predetermined value. Furthermore, if a user has vascular disease or high or low blood pressure, the heater may operate in safety mode, limiting the heater's temperature to a predetermined value.

[0362] The learning unit (1100) can train the first model to output an operation mode corresponding to or similar to the mode information of the usage information associated with the inputted status information when information including the user's status information is input for each user based on the first storage information described below (S14, S15 of FIGS. 2 and 3, FIG. 11). At this time, the user's unique information, type information, and / or medical information may be further input into the first model to train the first model.

[0363] The learning unit (1100) can train the first model to output an operation mode corresponding to or similar to the mode information of the usage information associated with the input type information when information including the user's type information is input for each user based on the first storage information. At this time, the first model can be trained by additionally inputting the user's unique information, status information, and / or medical information.

[0364] The learning unit (1100) can train the second model to output a type corresponding to or similar to the type information associated with the inputted status information by inputting information including the user's status information for each user based on the first storage information (S14, S15 of FIGS. 2 and 3). At this time, unique information may be additionally input into the second model for learning. At this time, the user's unique information and / or medical information may be additionally input into the second model for learning.

[0365] The learning unit (1100) inputs information including first state information in which the state corresponding to the second state information associated with the first state information is worse than the state corresponding to the first state information of the user for each user based on the first storage information, and trains the third model so that an operation mode corresponding to or similar to the mode information of the first usage information associated with the input first state information is output. At this time, the user's unique information, type information, and / or medical information may be additionally input into the third model to train the third model.

[0366] At this time, the learning unit (1100) can train the third model to output an operation mode corresponding to or similar to the same mode information when inputting first state information associated with n or more first usage information corresponding to the same user's first usage information and including the same mode information. This can prevent non-recommendation errors.

[0367] The learning unit (1100) can train the fourth model to output an operation mode corresponding to or similar to the mode information of the abnormal use information associated with the inputted status information when information including the user's status information is input for each user based on the second storage information described below (S16 of FIGS. 2 and 3). At this time, the user's unique information, type information, and / or medical information may be additionally input into the fourth model to train the fourth model.

[0368] The status information verification unit (1200) can verify whether the new status information has been entered correctly when there is a difference of a predetermined size or a predetermined degree or more between the new status information of the first user inputted through the input unit (110) of at least one status information collection unit (100) and the previous status information of the first user stored in the storage unit (400). If it is verified that the new status information has been entered correctly, the status information verification unit (1200) can transmit the new status information to medical staff.

[0369] Accordingly, the safety of use of the medical device (10) can be improved.

[0370] The control unit (1300) can connect and control each component of the customized mode recommendation system (1) for a medical device. In addition, the control unit (1200) can control data movement between each of the components.

[0371] Meanwhile, the server (50) can evaluate sleep quality and analyze pulse / heartbeat / respiration rate. Furthermore, the server (50) can provide users with information on pain reduction rates, blood flow improvement, and sleep quality improvement.

[0372]

[0373] Referring to FIG. 8, the recommendation unit (200) described above can recommend to the first user, based on the first storage information in which medical device usage information and status information (HomeKit data, VAS data) of multiple users (Users 1, 2, and 3) are stored, usage information in which a user of a type (status) corresponding to or similar to the type of the first user uses a device corresponding to the device (type) of the first user and the user's status is improved as a result of the use. At this time, the recommendation unit (200) can recommend the "most effective mode" with the greatest improvement effect, the "most preferred mode" used by the user with the highest or highest usage frequency, and the "similar user mode" to the first user. In order to recommend the "similar user mode" to the first user, the recommendation unit (200) can recommend usage information of a user whose gender and age correspond to or are similar to the first user.

[0374] Meanwhile, to shorten the mode recommendation time, the first storage information may be preprocessed (filtered). For example, the aforementioned storage information processing unit (800) may exclude information that has been fully recovered and has normal status information from the first storage information. Furthermore, information with low importance (e.g., information with low weights in FIG. 7 ) among the status information may be excluded from the first storage information.

[0375] Referring to FIG. 9, the recommendation unit (200) can use status information (VAS input values, HomeKit measurement values) and unique information (gender and age) of multiple users and the first user to derive a type and recommend to the first user an operation mode included in the usage information of a user whose type corresponds to or is similar to the type of the first user. At this time, as described above, a safety mode can be recommended based on the first user's medical information, or an operation mode of the usage information of a user whose medical information is similar to that of the first user can be recommended.

[0376] Referring to FIG. 10, the learning unit (1100) can train the first model described above for the first time so that the operation mode used by each user is output when the status information (VAS input value, HomeKit measurement value) and unique information (gender and age) of each user are input. In addition, the learning unit (1100) can train the first model or a separate other model for the second time so that the operation mode used by the user is output when the user type is further input. At this time, the learning unit (1100) can train the first model or a separate other model for the second time so that the operation mode or safety mode of the user is output when the user's medical information is further input.

[0377]

[0378] [Recommendation for customized medical device modes]

[0379] Referring to FIG. 12, a method (S2000) for recommending a customized mode of a medical device according to one embodiment may include an information collection process (S2100), a transmission process (S2200), a storage process (S2300), and a recommendation process (S2800). The method (S2000) for recommending a customized mode of a medical device may further include at least one of a status information confirmation process (S2250), a safety mode setting process (S2400), a priority determination process (S2510), a storage information processing process (S2520), a learning process (2600), a type calculation process (S2700), a sensing process (S2910), and an abnormality handling process (2920).

[0380] In the information collection process (S2100), one or more status information collection units (100) can collect status information regarding the status of the plurality of users and the first user (S02, S03 of FIGS. 2 and 3).

[0381] Additionally, one or more unique information collection units (600) may collect unique information including at least one of the gender and age of multiple users and the first user, for example, through a membership registration process (S00 of FIGS. 2 and 3). The unique information may include gender and age.

[0382] In the transmission process (S2200), one or more communication units (300) can transmit the status information of multiple users and the first user to the server (10). One or more communication units (300) can transmit usage information including mode information regarding the selected operation mode when each of multiple users uses one medical device (10) to the server (10).

[0383] In the status information confirmation process (S2250), if the status information confirmation unit (1200) determines that the new status information of the first user, inputted through the input unit (110) of at least one status information collection unit (100), and the previous status information of the first user stored in the storage unit (400) have a difference of a predetermined size or a predetermined degree or more, it can confirm whether the new status information has been entered correctly. If it is confirmed that the new status information has been entered correctly, the status information confirmation unit (1200) can transmit the new status information to the medical staff.

[0384] In the storage process (S2300), the storage unit (400) can store the status information and usage information of each user as first storage information by linking them with each other.

[0385] In the safety mode setting process (S2400), before or when the first user uses a medical device (10), the safety mode setting unit (900) can determine whether to set the medical device (10) to safety mode based on medical information and set the operation mode of the medical device (10) to safety mode (S07, S08 of FIGS. 2 and 3).

[0386] In the priority determination process (S2510), the priority determination unit (500) determines whether the status input information and the status measurement information of the first user correspond or are similar, and if they do not correspond or are not similar, either the status input information or the status measurement information can be set as priority information according to a predetermined method or based on the priority information input from the first user (S04 and S05 of FIG. 3).

[0387] In the storage information processing process (S2520), the storage information processing unit (800) may exclude the first status information and the first usage information associated with the first status information from the first storage information when the status corresponding to the second status information for each user becomes worse than the status corresponding to the first status information.

[0388] In the learning process (S2600), the learning unit (1100) inputs information including user status information for each user based on the first storage information, and the first model can be trained to output an operation mode corresponding to or similar to the mode information of the usage information associated with the input status information. (S14, S15 of FIGS. 2 and 3)

[0389] In the type calculation process (S2700), the type calculation unit (700) calculates one or more types to which the plurality of users and the first user belong among the plurality of types based on the status information of the plurality of users and the first user, and can form type information corresponding to the plurality of users and the first user based on the calculation result.

[0390] Here, the multiple types may include two or more types from among Type 1 with musculoskeletal problems, Type 2 with circulatory problems, Type 3 with digestive problems, Type 4 with overweight, Type 5 with weak condition, Type 6 with stressed condition, Type 7 with spinal problems, and Type 8 with sleep deprivation.

[0391] In the recommendation process (S2800), the recommendation unit (200) can search for status information corresponding to or similar to the status information of the first user before or when the first user uses a medical device (10) from the first storage information. The recommendation unit (200) can recommend an operation mode corresponding to or similar to the mode information of the usage information associated with the searched status information (S09 of FIGS. 2 and 3).

[0392] In the sensing process (S2910), one or more sensors (70) can detect an abnormal condition of the first user while the first user uses one medical device (10) (S11 of FIGS. 2 and 3).

[0393] Additionally, one or more sensors (70) can detect an abnormal condition of a user while each user uses one medical device (10) (S11 of FIGS. 2 and 3).

[0394] In the abnormality processing process (S2920), if the abnormal state of the first user is detected a predetermined number of times or more, at least one abnormality processing unit (1000) can transmit the abnormal state to medical staff or notify the first user (S12 of FIGS. 2 and 3).

[0395] In addition, for multiple users, when an abnormal state of a user is detected a predetermined number of times or more, one or more abnormal processing units (1000) can form abnormal use information including mode information regarding the operation mode of the one medical device (10) used by the user when the abnormal state is detected (S13 of FIGS. 2 and 3).

[0396] Meanwhile, matters not mentioned in relation to the method for recommending a customized mode of a medical device (S2000) can be easily inferred from the aforementioned customized mode recommendation system (1) of a medical device.

[0397]

[0398] It should be understood that the above-described embodiments are illustrative in all respects and not restrictive, and the scope of the present invention will be determined by the claims that follow, rather than by the detailed description set forth above. Furthermore, the meaning and scope of the claims that follow, as well as all possible modifications and variations derived from their equivalent concepts, should be construed as encompassing the scope of the present invention.

[0399] Although the present invention has been described with reference to the drawings exemplified above, it is to be understood that the present invention is not limited to the embodiments and drawings disclosed herein, and that various modifications may be made by those skilled in the art within the scope of the technical idea of ​​the present invention. Furthermore, even if the operational effects according to the configuration of the present invention have not been explicitly described while describing the embodiments of the present invention, it is natural that the effects predictable by the corresponding configuration should also be acknowledged.

Claims

1. One or more medical devices (10) that can be used by multiple users and a first user, each of which can select one of multiple operation modes and whose operation is controlled by the selected operation mode; One or more status information collection units (100) that collect status information about the status of the plurality of users and the first user; One or more communication units (300) that transmit the status information of the plurality of users and the first user, and transmit usage information including mode information regarding the selected operation mode when each of the plurality of users uses one of the medical devices (10); A storage unit (400) including first storage information stored so that the status information and usage information of each of the above users are related to each other; and A recommendation unit (200) capable of searching for status information corresponding to or similar to the status information of the first user before or when the first user uses the medical device (10) and recommending the operation mode corresponding to or similar to the mode information of the usage information associated with the searched status information. A personalized mode recommendation system for medical devices.

2. In claim 1, Each of the above one or more status information collection units (100) includes an input unit (110), The input unit (110) of the one or more status information collection units (100) receives information about the status of the plurality of users and the first user, and forms status input information corresponding to each of the plurality of users and the first user based on the received information. The above status information is a customized mode recommendation system for a medical device, including the above status input information.

3. In claim 2, The above condition input information is a customized mode recommendation system for a medical device, including VAS (Visual Analogue Scale) input values regarding the degree of pain, discomfort or symptoms.

4. In claim 1, Among the above one or more status information collection units (100), at least one status information collection unit (100) each includes an input unit (110) and a measurement unit (120), The input unit (110) of the at least one status information collection unit (100) receives information about the status of the first user and forms status input information corresponding to the first user based on the received information. The measuring unit (120) of the at least one status information collection unit (100) measures the status of the first user and forms status measurement information corresponding to the first user based on the measurement result. The above status information of the above first user includes the status input information and status measurement information, It further includes a priority determination unit (500) that determines whether the status input information and the status measurement information of the first user correspond or are similar, and if they do not correspond or are not similar, sets one of the status input information and the status measurement information as priority information according to a predetermined method or based on priority information input from the first user. The above recommendation unit (200) is a customized mode recommendation system for a medical device capable of searching for the status information corresponding to or similar to the priority information of the first user from the first storage information and recommending the operation mode corresponding to or similar to the mode information of the usage information associated with the searched status information.

5. In claim 1, It further includes one or more unique information collection units (600) that collect unique information including at least one of the gender and age of the plurality of users and the first user, The above one or more communication units (300) transmit the unique information of the plurality of users and the first user, The above storage unit (400) includes the first storage information in which the unique information, status information and usage information of each user are stored so as to be related to each other, The above recommendation unit (200) is a customized mode recommendation system for a medical device capable of searching for unique information and status information corresponding to or similar to the unique information and status information of the first user in the first storage information and recommending the operation mode corresponding to or similar to the mode information of the usage information associated with the searched unique information and status information.

6. In claim 1, It further includes a type generating unit (700) that generates one or more types to which the plurality of users and the first user belong among the plurality of types based on the status information of the plurality of users and the first user, and forms type information corresponding to the plurality of users and the first user based on the result of the generation. The above storage unit (400) includes the first storage information in which the type information, status information and usage information of each user are stored so as to be related to each other, The above recommendation unit (200) is a customized mode recommendation system for a medical device capable of searching for type information corresponding to or similar to the type information of the first user in the first storage information and recommending the operation mode corresponding to or similar to the mode information of the usage information associated with the searched type information.

7. In claim 5, It further includes a type generating unit (700) that generates one or more types to which each of the plurality of users and the first user belongs among the plurality of types based on the unique information and status information of the plurality of users and the first user, and forms type information corresponding to each of the plurality of users and the first user based on the result of the generation. The above storage unit (400) includes the first storage information in which the type information, unique information, status information and usage information of each user are stored so as to be related to each other, The above recommendation unit (200) is a customized mode recommendation system for a medical device capable of searching for type information corresponding to or similar to the type information of the first user in the first storage information and recommending the operation mode corresponding to or similar to the mode information of the usage information associated with the searched type information.

8. In claim 6 or claim 7, The above-mentioned multiple types are a customized mode recommendation system for a medical device, which includes at least two types from among the following types: type 1 having a problem with the musculoskeletal system, type 2 having a problem with the circulatory system, type 3 having a problem with the digestive system, type 4 being overweight, type 5 being weak, type 6 being stressed, type 7 having a problem with the spine, and type 8 being sleep deprived.

9. In claim 1, Based on the first storage information, when information including the user's status information is input for each user, a learning unit (1100) is further included to train the first model so that the operation mode corresponding to or similar to the mode information of the usage information associated with the input status information is output. The above recommendation unit (200) is a customized mode recommendation system for a medical device capable of recommending an operation mode corresponding to or similar to the operation mode output by inputting information including the status information of the first user into the first model.

10. In claim 6, Based on the first storage information, a learning unit (1100) is further included to train a second model so that when information including the user's status information is input for each user, the type corresponding to or similar to the type information associated with the input status information is output. The above type generating unit (700) is a customized mode recommendation system for a medical device, which inputs information including the status information of the first user into the second model and outputs the type, thereby generating one or more types to which the first user belongs, and forming the type information corresponding to the first user based on the output type.

11. In claim 1, At least one of the above status information collection units (100) collects first status information, which is the status information of the user before each of the above users uses the above medical device (10), and second status information, which is the status information of the user after using the above medical device (10). At least one of the above communication units (300) transmits the first status information and the second status information of the plurality of users, and transmits the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the above users uses one of the above medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information, The above storage unit (400) includes the first storage information in which the first status information, the first usage information, and the second status information of each user are stored so as to be related to each other, The above recommendation unit (200) searches for the first state information corresponding to or similar to the state information of the first user from the first storage information, and searches for the first state information in which the state corresponding to the second state information associated with the first state information is improved compared to the state corresponding to the first state information, and is a customized mode recommendation system for a medical device capable of recommending the operation mode corresponding to or similar to the mode information of the first usage information associated with the searched first state information.

12. In claim 6, At least one of the above status information collection units (100) collects first status information, which is the status information of the user before each of the above users uses the above medical device (10), and second status information, which is the status information of the user after using the above medical device (10). At least one of the above communication units (300) transmits the first status information and the second status information of the plurality of users, and transmits the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the above users uses one of the above medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information, The above storage unit (400) includes the first storage information in which the type information, first status information, first usage information and second status information of each user are stored in a manner that they are related to each other. The above recommendation unit (200) searches for type information corresponding to or similar to the type information of the first user in the first storage information, searches for first state information among the first state information associated with the searched type information, in which the state corresponding to the second state information associated with the first state information is most significantly improved compared to the state corresponding to the first state information, and is a customized mode recommendation system for a medical device capable of recommending the operation mode corresponding to or similar to the mode information of the first usage information associated with the searched first state information.

13. In claim 6, At least one of the above status information collection units (100) collects first status information, which is the status information of the user before each of the above users uses the above medical device (10), and second status information, which is the status information of the user after using the above medical device (10). At least one of the above communication units (300) transmits the first status information and the second status information of the plurality of users, and transmits the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the above users uses one of the above medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information, The above storage unit (400) includes the first storage information in which the type information, first status information, first usage information and second status information of each user are stored in a manner that they are related to each other. The above recommendation unit (200) searches for type information corresponding to or similar to the type information of the first user in the first storage information, searches for first state information in which a state corresponding to the second state information associated with the first state information is improved compared to a state corresponding to the first state information among the first state information associated with the searched type information, and recommends an operation mode corresponding to or similar to an operation mode used by the user with the highest frequency or the largest number of users among the operation modes corresponding to the mode information of the first usage information associated with the searched first state information. A customized mode recommendation system for a medical device.

14. In claim 6, It further includes one or more unique information collection units (600) that collect unique information including at least one of the gender and age of the plurality of users and the first user, At least one of the above status information collection units (100) collects first status information, which is the status information of the user before each of the above users uses the above medical device (10), and second status information, which is the status information of the user after using the above medical device (10). The above one or more communication units (300) transmit the unique information of the plurality of users and the first user, transmit the first status information and the second status information of the plurality of users, and transmit the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the users uses one of the medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information. The above storage unit (400) includes the first storage information in which the type information, unique information, first status information, first usage information and second status information of each user are stored so as to be related to each other. The above recommendation unit (200) searches for type information and unique information corresponding to or similar to the type information and unique information of the first user in the first storage information, searches for first state information in which a state corresponding to the second state information associated with the first state information is improved compared to a state corresponding to the first state information among the first state information associated with the searched type information and unique information, and recommends the operation mode corresponding to or similar to the mode information of the first usage information associated with the searched first state information. A customized mode recommendation system for a medical device.

15. In claim 1, At least one of the above status information collection units (100) collects first status information, which is the status information of the user before each of the above users uses the above medical device (10), and second status information, which is the status information of the user after using the above medical device (10). At least one of the above communication units (300) transmits the first status information and the second status information of the plurality of users, and transmits the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the above users uses one of the above medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information, The above storage unit (400) includes the first storage information in which the first status information, the first usage information, and the second status information of each user are stored so as to be related to each other, The above recommendation unit (200) is a customized mode recommendation system for a medical device, which searches for the first status information corresponding to or similar to the status information of the first user from the first storage information, but searches for the first status information in which the status corresponding to the second status information associated with the first status information is worse than the status corresponding to the first status information, and does not recommend the operation mode corresponding to or similar to the mode information of the first usage information associated with the searched first status information.

16. In claim 1, At least one status information collection unit (100) collects first status information, which is status information of the user before each user uses the medical device (10), and second status information, which is status information of the user after use. At least one of the above communication units (300) transmits the first status information and the second status information of the plurality of users, and transmits the first usage information, which is the usage information including the mode information regarding the selected operation mode when each of the above users uses one of the above medical devices (10) between the state corresponding to the first status information and the state corresponding to the second status information, The above storage unit (400) includes the first storage information in which the first status information, the first usage information, and the second status information of each user are stored so as to be related to each other, Based on the first storage information, for each user, when information including first status information in which the status corresponding to the second status information associated with the first status information is worse than the status corresponding to the first status information of the user is input, a learning unit (1100) is further included to train a third model so that the operation mode corresponding to or similar to the mode information of the first usage information associated with the input first status information is output. The above recommendation unit (200) is a customized mode recommendation system for a medical device that does not recommend an operation mode corresponding to or similar to the operation mode output by inputting information including the status information of the first user into the third model.

17. In claim 1, One or more sensors (70) for detecting an abnormal condition of a user while each of the above users uses one of the above medical devices (10); and In case the above abnormal state of each of the above users is detected a predetermined number of times or more, it further includes one or more abnormal processing units (1000) that form abnormal use information including the mode information regarding the operation mode of the one medical device (10) used by each user when the abnormal state is detected, At least one of the above communication units (300) transmits the above abnormal usage information of the plurality of users, The above storage unit (400) includes second storage information in which the status information and abnormal usage information of each user are stored so as to be related to each other, The above recommendation unit (200) is a customized mode recommendation system for a medical device that searches for status information corresponding to or similar to the status information of the first user from the second storage information and does not recommend the operation mode corresponding to or similar to the mode information of the abnormal use information associated with the searched status information.

18. In claim 1, The above medical device (10) is provided in multiple units, The above-mentioned plurality of medical devices (10) have multiple types, At least one of the above communication units (300) transmits the usage information including the mode information regarding the operation mode selected when each of the above users uses one of the above medical devices (10) and the type information regarding the type of the medical device (10) whose operation is controlled by the selected operation mode. The above recommendation unit (200) is a customized mode recommendation system for a medical device capable of searching for status information corresponding to or similar to the status information of the first user from the first storage information and recommending an operation mode corresponding to or similar to the mode information of the usage information including the type information corresponding to the type of one of the medical devices (10) used or currently being used by the first user among the usage information associated with the searched status information.

19. In claim 18, At least one of the above communication units (300) transmits the usage information including first order information about the usage order of the plural types of medical devices (10) or first time information about the usage time of each type of medical device (10) when each of the above users uses the plural types of medical devices (10), The above storage unit (400) includes the first storage information in which the status information of each user and the first order information or the first time information are stored so as to be related to each other, The above recommendation unit (200) is a customized mode recommendation system for a medical device capable of searching for status information corresponding to or similar to the status information of the first user from the first storage information before or when the first user uses the plurality of types of medical devices (10) and recommending the usage order or usage time corresponding to or similar to the first order information or first time information of the usage information associated with the searched status information.

20. A method (S2000) for recommending a customized mode of a medical device using a customized mode recommendation system of any one of claims 1 to 19, An information collection process (S2100) in which one or more status information collection units (100) collect status information about the statuses of the plurality of users and the first user; A transmission process (S2200) in which the one or more communication units (300) transmit the status information of the plurality of users and the first user, and transmit the usage information including the mode information regarding the selected operation mode when each of the plurality of users uses one of the medical devices (10); The storage unit (400) stores the status information and usage information of each user by linking them together as the first storage information (S2300); and The recommendation process (S2800) includes the recommendation unit (200) searching for status information corresponding to or similar to the status information of the first user from the first storage information and recommending the operation mode corresponding to or similar to the mode information of the usage information associated with the searched status information before or when the first user uses the medical device (10). A method for recommending customized modes for medical devices.

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