Air conditioner control method and device, air conditioner and storage medium

Abstract

The invention provides an air conditioner control method and device, an air conditioner and a storage medium. According to the air conditioner control method, in the temperature control process of the air conditioner, if it is detected that a user has an operation behavior, work parameter adjustment constants are checked according to the operation behavior; correcting the working parameters of the air conditioner by using the checked working parameter adjustment constant; and the air conditioner is controlled to work according to the corrected working parameters of the air conditioner. According to the method and the device, the work parameter adjusting constant is checked according to the operation behavior of the user, the air conditioner work parameter is corrected by utilizing the checked work parameter adjusting constant, and then the air conditioner is controlled to work according to the corrected air conditioner work parameter, so that the comfort degree is adjusted according to personalized operation of different users.

Description

Technical Field

[0001] The present invention relates to the technical field of air conditioners, and in particular to an air conditioner control method, an air conditioner, and a storage medium. Background Art

[0002] Air conditioning comfort control refers to a function in which the air conditioner controls various components to make the indoor environment comfortable for the user. It is one of the basic and core functions of air conditioning. The existing comfort control is mainly designed as a rule-based control algorithm based on the simplified Predicted Mean Vote (PMV) model.

[0003] The dependencies required in the calculation of PMV are difficult to collect: the PMV index is based on the thermal comfort balance equation, and its calculation involves air temperature, radiation temperature, air humidity, air velocity, human activity level and clothing thermal resistance. Most of the calculation dependencies are difficult to collect through the air conditioner's own perception, so it is impossible to accurately calculate the thermal comfort performance and obtain control traction.

[0004] In addition, PMV calculation is greatly affected by the survey group: the calculation rules of the PMV thermal comfort evaluation system are obtained by fitting the scores of thermal comfort survey users, which is greatly affected by the survey group and cannot evaluate the comfort of different users. For example, in the construction of the thermal comfort database, the survey group is mainly European and American people. Therefore, the PMV model based on this database cannot be applied to the thermal comfort evaluation in China, and there are large differences. Summary of the invention

[0005] The main purpose of the present invention is to provide an air conditioner control method, device, air conditioner and storage medium, aiming to solve the technical problem in the prior art that the comfort level cannot be adjusted according to the personalized operations of different users.

[0006] To achieve the above object, the present invention provides an air conditioner control method, the air conditioner control method comprising:

[0007] During the temperature control process of the air conditioner, if an operation behavior of the user is detected, the industrial parameter adjustment constant is checked according to the operation behavior;

[0008] Correcting the air conditioner operating parameters using the calibrated operating parameter adjustment constants; and

[0009] The operation of the air conditioner is controlled according to the corrected operating parameters of the air conditioner.

[0010] Optionally, during the temperature control process of the air conditioner, if an operation behavior of the user is detected, the industrial parameter adjustment constant is checked according to the operation behavior, including:

[0011] If the user is detected to have any operation behavior, the set target temperature is obtained;

[0012] When the set target temperature is not equal to the initial target temperature, the industrial parameter adjustment constant is calibrated according to the operating behavior.

[0013] Optionally, the industrial parameter adjustment constant includes: a temperature reaching time adjustment constant;

[0014] The checking of the industrial parameter adjustment constant according to the operation behavior includes:

[0015] Determine whether the air conditioner is currently in a heated state;

[0016] If not, the temperature reaching time adjustment constant is calibrated according to the operation behavior.

[0017] Optionally, the working parameter adjustment constant further includes: a control target adjustment constant;

[0018] After determining whether the air conditioner is currently in a temperature reaching state, the method includes:

[0019] If so, the control target adjustment constant is calibrated according to the operation behavior.

[0020] Optionally, during the temperature control process of the air conditioner, if an operation behavior of the user is detected, before the industrial parameter adjustment constant is verified according to the operation behavior, the method includes:

[0021] Obtaining the initial state parameters of the air conditioner temperature control process;

[0022] Inputting the initial state parameters into a temperature reaching time prediction model to obtain the temperature reaching time;

[0023] Accordingly, the method of using the verified working parameter adjustment constant to correct the working parameter of the air conditioner includes:

[0024] The temperature-reaching time is corrected using the calibrated temperature-reaching time adjustment constant.

[0025] Optionally, before inputting the initial state parameters into a temperature reaching time prediction model to obtain the temperature reaching time, the method comprises:

[0026] When the air conditioner is in operation, collecting air conditioner operation data according to a preset period, and extracting periodic features corresponding to the air conditioner operation data;

[0027] Detecting the operation behaviors generated by users;

[0028] When the operation behavior is to adjust the set temperature, obtaining a sample database of the periodic characteristics;

[0029] A temperature reaching time prediction model is trained based on the sample database.

[0030] Optionally, when the operation behavior is to adjust the set temperature, obtaining the sample database of the periodic characteristics includes:

[0031] When the operation behavior is to adjust the set target temperature, record the start time of sample collection;

[0032] Within a preset time after the start time of sample collection, if the user does not make any further adjustment behavior and the indoor temperature reaches the set target temperature adjusted by the user, construct a single sample of the periodic feature and return to the step of detecting the operation behavior generated by the user;

[0033] When the number of the single samples reaches a preset threshold, a sample database of the periodic feature is obtained.

[0034] In addition, to achieve the above object, the present invention also provides an air conditioner control device, the air conditioner control device comprising:

[0035] The constant calibration module is used to calibrate the industrial parameter adjustment constant according to the operation behavior if the user's operation behavior is detected during the temperature control process of the air conditioner;

[0036] An industrial parameter correction module, used to correct the industrial parameters of the air conditioner using the verified industrial parameter adjustment constants; and

[0037] The air conditioner control module is used to control the operation of the air conditioner according to the corrected air conditioner working parameters.

[0038] In addition, to achieve the above-mentioned purpose, the present invention also proposes an air conditioner, which includes: a memory, a processor, and an air conditioner control program stored in the memory and executable on the processor, and the air conditioner control method is implemented when the air conditioner control program is executed by the processor.

[0039] In addition, to achieve the above-mentioned purpose, the present invention further proposes a storage medium, on which an air conditioner control program is stored, and when the air conditioner control program is executed by a processor, the air conditioner control method is implemented.

[0040] The present invention provides an air conditioner control method, device, air conditioner and storage medium. In the air conditioner temperature control process, if the user's operation behavior is detected, the air conditioner control method verifies the industrial parameter adjustment constant according to the operation behavior; uses the verified industrial parameter adjustment constant to correct the air conditioner industrial parameter; and controls the air conditioner to work according to the corrected air conditioner industrial parameter. The present invention verifies the industrial parameter adjustment constant according to the user's operation behavior, corrects the air conditioner industrial parameter using the verified industrial parameter adjustment constant, and then controls the air conditioner to work according to the corrected air conditioner industrial parameter, thereby achieving the adjustment of comfort according to the personalized operation of different users. BRIEF DESCRIPTION OF THE DRAWINGS

[0041] Figure 1 It is a structural diagram of an air conditioner controlling an air conditioner in a hardware operating environment involved in an embodiment of the present invention;

[0042] Figure 2 A schematic diagram of a flow chart of a first embodiment of an air conditioner control method of the present invention;

[0043] Figure 3 A schematic diagram of a flow chart of a second embodiment of an air conditioner control method of the present invention;

[0044] Figure 4 A schematic flow chart of a third embodiment of an air conditioner control method according to the present invention;

[0045] Figure 5 FIG. 1 is a structural block diagram of a first embodiment of an air conditioner control device according to the present invention.

[0046] The realization of the purpose, functional features and advantages of the present invention will be further explained in conjunction with embodiments and with reference to the accompanying drawings. DETAILED DESCRIPTION

[0047] It should be understood that the specific embodiments described herein are only used to explain the present invention, and are not used to limit the present invention.

[0048] Reference Figure 1 , Figure 1 The figure is a schematic diagram of the air conditioner structure of the hardware operating environment involved in the embodiment of the present invention.

[0049] like Figure 1As shown, the air conditioner may include: a processor 1001, such as a central processing unit (CPU), a communication bus 1002, a user interface 1003, a network interface 1004, and a memory 1005. Among them, the communication bus 1002 is used to realize the connection and communication between these components. The user interface 1003 may include a display screen (Display), and the user interface 1003 may also include a standard wired interface and a wireless interface. The wired interface of the user interface 1003 may be a USB interface in the present invention. The network interface 1004 may optionally include a standard wired interface and a wireless interface (such as a wireless fidelity (Wireless-Fidelity, Wi-Fi) interface). The memory 1005 may be a high-speed random access memory (Random Access Memory, RAM) memory, or a stable memory (Non-volatile Memory, NVM), such as a disk memory. The memory 1005 may also be a storage device independent of the aforementioned processor 1001.

[0050] Those skilled in the art will understand that Figure 1 The structure shown in the figure does not constitute a limitation on the air conditioner, and may include more or less components than shown in the figure, or combine certain components, or arrange the components differently.

[0051] like Figure 1 As shown, the memory 1005 identified as a computer storage medium may include an operating system, a network communication module, a user interface module, and an air conditioner control program.

[0052] exist Figure 1 In the air conditioner control air conditioner shown, the network interface 1004 is mainly used to connect to the background server and communicate data with the background server; the user interface 1003 is mainly used to connect the user air conditioner; the air conditioner control air conditioner calls the air conditioner control program stored in the memory 1005 through the processor 1001, and executes the air conditioner control method provided by the embodiment of the present invention.

[0053] Based on the above hardware structure, an embodiment of the air conditioner control method of the present invention is proposed.

[0054] Reference Figure 2 , Figure 2 The flowchart of the first embodiment of the air conditioner control method of the present invention is provided.

[0055] In a first embodiment, the air conditioner control method comprises the following steps:

[0056] Step S10: During the temperature control process of the air conditioner, if it is detected that the user has an operation behavior, the industrial parameter adjustment constant is calibrated according to the operation behavior.

[0057] It should be understood that the execution subject of this embodiment may be the air conditioner or the central controller of the air conditioner. In this embodiment, the central controller of the air conditioner may be taken as an example for description.

[0058] It can be understood that the temperature control process of the air conditioner is the process of adjusting the current temperature in the environment to the temperature set by the user after the air conditioner is started. Operation behavior refers to the behavior of the user outputting instructions to the air conditioner to control the change of the working condition of the air conditioner. The industrial parameter adjustment constant is a parameter for adjusting the industrial parameter under the normal working state of the air conditioner. The industrial parameter adjustment constant includes the temperature reaching time adjustment constant, the control target adjustment constant, etc. The specific value of the industrial parameter adjustment constant can be continuously updated through the Internet of Things link. The industrial parameter adjustment constant is different for different working conditions of the air conditioner. Taking the setting target temperature as an example, if the user sets the set temperature to 25 degrees Celsius when the air conditioner is turned on, and wants to make the indoor target temperature reach 25 degrees Celsius as soon as possible, the user can first set the initial set temperature to 20 degrees Celsius, and then adjust the set temperature to 25 degrees Celsius. In this case, the temperature reaching time can be reduced, which can effectively improve the user's comfort. The control target adjustment constant is the industrial parameter adjustment constant that automatically adjusts the set temperature during the temperature control process of the air conditioner, thereby quickly improving the user's comfort.

[0059] It should be noted that during the temperature control process of the air conditioner, it is possible to detect whether the user has any operating behavior. When it is detected that the user has any operating behavior, the industrial parameter adjustment constant can be checked according to the user's specific operating behavior, and the personalized operations of different users can be reflected through the checked industrial parameter adjustment constant. For example, the user adjusts the target setting temperature during the temperature control process of the air conditioner. At this time, the air conditioner can adjust the control target adjustment constant according to the target setting temperature and the initial setting temperature. The user's operating behavior adjusts the target setting temperature to 25 degrees Celsius, while the initial setting temperature is 28 degrees Celsius. In the cooling mode, it means that the user wants to maintain a lower temperature, and the control target adjustment constant needs to be reduced at this time.

[0060] Step S20: Correct the air conditioner operating parameters using the calibrated operating parameter adjustment constants.

[0061] It should be understood that the air conditioner working parameters are the working parameters of the air conditioner under the current working state, and the air conditioner working parameters may be the time to reach the set target temperature, the set target temperature, the frequency of the compressor, the speed of the fan, etc.

[0062] It is easy to understand that the calibrated industrial parameter adjustment constants have personalized settings for user operating behaviors, and using the calibrated industrial parameter adjustment constants to correct the air conditioner industrial parameters is equivalent to correcting the air conditioner industrial parameters in combination with the user's operating behaviors.

[0063] In a specific implementation, when the current working parameters of the air conditioner are determined, the working parameters of the current air conditioner can be corrected using the verified working parameter adjustment constants, so as to obtain working parameters of the air conditioner that meet the corresponding comfort level of the user's personalized settings. The working parameters of the air conditioner can be corrected by weighted correction, coefficient correction, exponential correction, and attenuation correction. The working parameter adjustment constants of different correction methods are not the same. For example, the working parameter adjustment constant of the weighted correction method is the corresponding adjustment parameter value, and the working parameter adjustment constant of the coefficient correction method is the coefficient value. No specific limitation is made here.

[0064] Step S30: controlling the operation of the air conditioner according to the corrected operating parameters of the air conditioner.

[0065] It should be understood that after adjusting the normally corrected air conditioner working parameters using the verified working parameters, the air conditioner can be directly controlled according to the corrected air conditioner working parameters, thereby meeting the comfort requirements of different users for air conditioner adjustment. For example, in cooling mode, the corrected temperature reaching time is reduced, and the air conditioner can increase power at this time to adjust the indoor temperature to the target temperature in a shorter temperature reaching time, thereby improving the user's comfort.

[0066] In the first embodiment, an air conditioner control method is provided. In the process of temperature control of the air conditioner, if the user's operation behavior is detected, the control method checks the industrial parameter adjustment constant according to the operation behavior; uses the checked industrial parameter adjustment constant to correct the air conditioner industrial parameter; and controls the operation of the air conditioner according to the corrected air conditioner industrial parameter. This embodiment checks the industrial parameter adjustment constant according to the user's operation behavior, corrects the air conditioner industrial parameter using the checked industrial parameter adjustment constant, and then controls the operation of the air conditioner according to the corrected air conditioner industrial parameter, thereby adjusting the comfort according to the personalized operation of different users.

[0067] Reference Figure 3 , Figure 3 This is a flow chart of a second embodiment of the air conditioner control method of the present invention. Figure 2 The first embodiment shown is a second embodiment of the air conditioner control method of the present invention.

[0068] In the second embodiment, step S10 includes:

[0069] Step S101: If an operation by the user is detected, the set target temperature is obtained.

[0070] It is understandable that when the user performs an operation, the main operation is to adjust the temperature. Whether it is to lower the indoor target temperature or to reduce the time to reach the temperature, the user's operation behavior is to adjust the temperature. Of course, the user's operation behavior can also include the adjustment of other parameters, such as switching the air conditioner working mode, turning the air conditioner on and off, etc. In the case that the user does not adjust the time to reach the temperature or the target temperature of the air conditioner, the user's operation behavior will not affect the industrial parameter adjustment constant. If the subsequent steps are continued, it will only cause a waste of resources and will not produce any actual effect.

[0071] In order to solve the above problem, in this embodiment, when it is detected that the user has an operation, the set target temperature can be obtained, and the set target temperature is the target temperature after the user performs the temperature adjustment operation. Then, according to the set target temperature and the initial target temperature, it is determined whether the user's operation behavior is an operation behavior of adjusting the temperature reaching time or the target temperature.

[0072] Step S102: when the set target temperature is not equal to the initial target temperature, the industrial parameter adjustment constant is checked according to the operation behavior.

[0073] It is easy to understand that when the set target temperature is the same as the initial target temperature, it indicates that the user has not adjusted the temperature reaching time or the target temperature, and it is not necessary to perform the step of verifying the industrial parameter adjustment constant. When the set target temperature is not equal to the initial target temperature, it indicates that the user has adjusted the temperature reaching time or the target temperature, thereby combining the user's operation behavior with the correction process of the air conditioner industrial parameters.

[0074] The initial target temperature is the target temperature set when the user does not perform any operation. The set target temperature is the target temperature set after the user performs any operation.

[0075] In addition, in this embodiment, the industrial parameter adjustment constants include: a temperature reaching time adjustment constant and a control target adjustment constant.

[0076] It should be understood that the temperature reaching time adjustment constant is an adjustment constant for correcting the time required for the air conditioner to adjust the current temperature to the target temperature. For example, under the current state of the user's air conditioner, it takes thirty minutes to adjust the indoor temperature to the target temperature. If the user wants to shorten the temperature reaching time, the temperature reaching time adjustment constant can be reduced to 25 minutes. In this case, the temperature reaching time adjustment constant corresponds to increasing the power of the air conditioner; of course, if the temperature reaching time needs to be extended, the temperature reaching time constant can correspond to reducing the power of the air conditioner.

[0077] It is easy to understand that the control target adjustment constant is an adjustment constant for correcting the indoor target temperature. During the temperature control process of the air conditioner, the target temperature set by the user on the air conditioner may need to be corrected. For example, the target temperature set by the user is usually the body temperature desired by the user, and when the return air temperature of the air conditioner reaches the target temperature during the temperature control process of the air conditioner, the indoor temperature may not reach the target temperature set by the user. In this case, the control target adjustment constant can be used to correct the target temperature set by the user, so that the indoor temperature reaches the target temperature set by the user.

[0078] The corresponding step S20 includes:

[0079] Step S201: Determine whether the air conditioner is currently in a heated state.

[0080] It is understandable that when the user performs an operation, it is also necessary to determine whether the industrial parameter adjustment constant that needs to be verified is the temperature reaching time adjustment constant or the control target adjustment constant. This is to avoid the mismatch of the verified industrial parameter adjustment parameters and the inability to produce actual effects. For example, when the air conditioner temperature control process is completed, since the air conditioner has already completed the adjustment of the ambient temperature within the temperature reaching time, it is completely meaningless to verify the temperature reaching time adjustment constant at this time.

[0081] In order to solve the above problem, in this embodiment, the current working state of the air conditioner can be obtained, and then the working parameter adjustment constant that needs to be verified is determined according to whether the air conditioner is in the temperature reaching state. The temperature reaching state means that the temperature in the environment has reached the target temperature set by the user, and the air conditioner can no longer work.

[0082] Step S202: If not, calibrate the temperature reaching time adjustment constant according to the operation behavior.

[0083] It is understandable that the process of determining the working parameter adjustment constant that needs to be calibrated according to the current state of the air conditioner can specifically be to determine whether the air conditioner is currently in the temperature reaching state. When the air conditioner is not in the temperature reaching state, the air conditioner is in the process of adjusting the temperature in the environment. The temperature reaching time adjustment constant can be calibrated through the user's operation behavior, and then the air conditioner working parameter can be corrected using the calibrated temperature reaching time adjustment constant. The operation behavior is the behavior of adjusting the temperature.

[0084] Step S203: If yes, the control target adjustment constant is calibrated according to the operation behavior.

[0085] Of course, when the air conditioner is already in the state of reaching the temperature, the calibration of the temperature reaching time adjustment constant will not play a practical role. Therefore, when the air conditioner is already in the state of reaching the temperature, the control target adjustment constant can be adjusted according to the user's operation, so as to correct the target temperature set by the user, so that the air conditioner can perform the temperature control process again and adjust the temperature in the environment.

[0086] In the second embodiment, by judging the actual operation behavior of the user, the process of invalid industrial parameter adjustment constants can be effectively avoided to improve the working efficiency of the air conditioner. In addition, by judging the operating state of the air conditioner when the user performs the operation behavior, the corresponding industrial parameter adjustment constants can be more accurately checked, so as to more accurately control the air conditioner according to the user's operation behavior and improve the comfort of different users.

[0087] Reference Figure 4 , Figure 4 1 is a flow chart of a third embodiment of an air conditioner control method according to the present invention. Based on the first embodiment or the second embodiment, the third embodiment of the air conditioner control method according to the present invention is proposed.

[0088] In the third embodiment, before step S10, the method further includes:

[0089] Step S01: obtaining the initial state parameters of the temperature control process of the air conditioner.

[0090] It should be understood that before the air conditioner working parameters are corrected according to the verified working parameter adjustment constants, the air conditioner working parameters need to be determined, and the air conditioner working parameters are related to the initial state parameters of the air conditioner. The initial state parameters include the ambient temperature when the air conditioner is turned on, the initial target temperature set by the user, the compressor power in the air conditioner, the speed of the internal and external fans, and other parameters. Therefore, when the air conditioner working parameters are determined, the initial state parameters of the air conditioner can be obtained first.

[0091] In a specific implementation, the initial state parameters of the temperature control process of the air conditioner can be extracted from the reported data collected when the air conditioner is turned on. Of course, the initial state parameters of the temperature control process of the air conditioner can also be obtained by collection.

[0092] Step S02: inputting the initial state parameters into a temperature reaching time prediction model to obtain the temperature reaching time.

[0093] It should be noted that, when the initial state parameters are determined, the air conditioner operating parameters can be determined based on the initial state parameters. In this embodiment, the air conditioner operating parameters mainly include the temperature reaching time and the initial target temperature, and the initial target temperature can be directly extracted from the initial state parameters. The temperature reaching time needs to be determined based on the various parameters in the initial state parameters.

[0094] In this embodiment, the initial state parameters can be input into the temperature reaching time prediction model, and the temperature reaching time prediction model can directly predict the value of the specific temperature reaching time according to the initial state parameters. For example, if the temperature difference between the ambient temperature and the initial target temperature is small, and the power of the air conditioner is large, the corresponding temperature reaching time is short; on the contrary, if the temperature difference between the ambient temperature and the initial target temperature is large, and the power of the air conditioner is small, the corresponding temperature reaching time is long. The temperature reaching time prediction model is a model specifically used to predict the temperature reaching time of the air conditioner.

[0095] Correspondingly, the step S20 is step S20': correcting the heating time by using the calibrated heating time adjustment constant.

[0096] It is understandable that, when both the temperature reaching time and the temperature reaching time adjustment constant after verification are determined, the temperature reaching time can be directly corrected according to a pre-set correction method. For example, the weighted correction method can be: the actual target temperature reaching time t c,comp =t c +t comp , where t comp is the temperature adjustment constant, t c is the time it takes for the air conditioner to reach temperature. Another example of coefficient correction is the actual target temperature reaching time t c,comp =t c ×t comp , where t comp is the temperature adjustment constant, t c It is the time it takes for the air conditioner to reach temperature.

[0097] Of course, in the process of correcting the initial target temperature, it is necessary to correct the initial target temperature according to the control target adjustment constant. The correction of the initial target temperature can also include a weighted correction method: the adjusted control target T g,comp =T g +T comp , where T comp Adjust the constant for the control target, T g is the initial target temperature; coefficient correction method: after adjustment, the control target T g,comp =T g ×T comp , where T comp Adjust the constant for the control target, T g is the initial target temperature.

[0098] In addition, in this embodiment, before step S02, the following steps are further included:

[0099] Step S021: when the air conditioner is in operation, collecting air conditioner operation data according to a preset period, and extracting periodic features corresponding to the air conditioner operation data.

[0100] It should be understood that before using the temperature reaching time prediction model to predict the temperature reaching time, it is necessary to establish a temperature reaching time prediction model. In the process of establishing the temperature reaching time prediction module, certain sample data is required to be trained using a deep learning algorithm or other algorithms to obtain an accurate temperature reaching time prediction model.

[0101] It should be noted that when the air conditioner is in operation, the operation data of the air conditioner can be collected, and then the periodic features related to the training of the temperature reaching time prediction model can be screened out. Among them, the periodic features are the feature data collected in each period, and the periodic features may include environmental information, working condition information and user settings. Among them, the environmental information may include: indoor temperature, outdoor temperature, indoor humidity and other environmental information that affects the operation of the air conditioner; the working condition information may include: internal fan speed, external fan speed, compressor frequency and other working condition information; user settings may include: setting target temperature, setting wind speed and other parameters actively set by the user.

[0102] In the specific acquisition process, the air conditioner operation data can be collected according to a pre-set cycle when the air conditioner is in operation, and then the cycle features related to the construction of the temperature reaching time prediction model can be collected from the air conditioner operation data. For example, the air conditioner is set to run for a total of 30 minutes, including 60 cycles (30 seconds per cycle). The air conditioner operation data of each cycle is collected and the cycle features are extracted, such as: in the 5th cycle, the indoor temperature is 27.6 degrees Celsius, and the outdoor temperature is = 34.3 set temperature and humidity, etc.

[0103] Step S022: Detecting the operation behavior generated by the user.

[0104] In addition, in the process of building the temperature-reaching time prediction model, in order to meet the individual needs of different users, it is also necessary to detect the user's operating behavior. Otherwise, the collected periodic characteristics do not include the user's individual characteristics and cannot meet the needs of adjusting the comfort level according to different users. In the specific implementation, it is possible to detect in real time whether the user performs operating behavior during the collection of air-conditioning operation data.

[0105] Step S023: when the operation behavior is to adjust the set temperature, a sample database of the periodic characteristics is obtained.

[0106] It should also be noted that even if the user has an operation behavior, it is still necessary to determine whether the operation behavior is related to temperature adjustment. In the case where the operation behavior is related to temperature adjustment, the obtained cycle features are valid data, and then a sample database for training the temperature reaching time prediction module can be established based on multiple cycle features.

[0107] The step S023 specifically includes:

[0108] Step S0231: when the operation behavior is to adjust the set target temperature, record the sample collection start time.

[0109] It should be understood that, when it is determined that the user's operation behavior is to adjust the set target temperature, the air conditioner operation data can be collected once more, and the air conditioner operation data collected at this moment is used as the initial operation data, and the moment when the operation behavior is detected can be defined as the sample collection start moment. The sample collection start moment is the moment when the valid sample is collected.

[0110] Step S0232: Within a preset time after the start time of sample collection, if the user does not make any adjustment behavior again and the indoor temperature reaches the set target temperature adjusted by the user, a single sample of the periodic feature is constructed, and the step of detecting the operation behavior generated by the user is returned.

[0111] In addition, in order to ensure that the amount of data in the sample database is sufficient, the time for sample collection can also be limited. The preset time is a preset sample collection time, which can be thirty minutes, one hour, etc. Under the condition of a certain collection cycle, the longer the preset time is, the more sufficient the amount of data in the sample database is.

[0112] It should be noted that if the user performs other operation behaviors within the preset time, which may affect the characteristics of the next cycle, the cycle characteristics within the cycle can be regarded as invalid cycle characteristics. For example, if the user performs two different operation behaviors in one minute, the operation behavior performed later is different from the operation behavior performed earlier, and the cycle characteristics within the one minute cannot be used to train the temperature reaching time prediction model. Of course, if the operation behaviors performed within the preset time are related to temperature adjustment, they can be identified as the same operation behaviors. At this time, the cycle characteristics collected within the cycle will not affect the accuracy of the temperature reaching time prediction model, and the user can still train the temperature reaching time prediction model.

[0113] A single sample is a specific parameter in a period feature obtained in a period. When a single sample is obtained, the period feature acquisition process of the next period is continued, that is, the step of detecting the operation behavior generated by the user is returned.

[0114] Step S0233: when the number of the single samples reaches a preset threshold, a sample database of the periodic feature is obtained.

[0115] It is understandable that in order to ensure the accuracy of the temperature reaching time prediction model, the number of single samples must reach a certain value, otherwise the prediction result of the temperature reaching time prediction model may be inaccurate. Since the periodic features obtained in a single cycle may be invalid features, it is also necessary to limit the specific data of the single sample. The preset threshold is a threshold value set in advance for limiting the number of single samples. When a single sample reaches the threshold, all single samples can be used as a sample database.

[0116] Step S024: training a temperature reaching time prediction model according to the sample database.

[0117] It is understandable that in the specific training process, the independent variables include, but are not limited to, the temperature change amplitude, the indoor starting humidity, the outdoor temperature, etc., and the dependent variable is the temperature reaching time required to reach the target temperature. The temperature reaching time prediction model is trained using machine learning or deep learning algorithms. If the accuracy of the temperature reaching time prediction model meets the requirements, the user can predict the temperature reaching time. Otherwise, the model training process can be repeated.

[0118] In addition, an embodiment of the present invention further provides a storage medium, on which an air conditioner control program is stored. When the air conditioner control program is executed by a processor, the steps of the air conditioner control method described above are implemented.

[0119] Since the storage medium can adopt the technical solutions of all the above embodiments, it at least has the beneficial effects brought by the technical solutions of the above embodiments, which will not be described one by one here.

[0120] In addition, refer to Figure 5 The embodiment of the present invention further provides an air conditioner control device, the air conditioner control device comprising:

[0121] The constant checking module 10 is used to check the industrial parameter adjustment constant according to the operation behavior if the user's operation behavior is detected during the temperature control process of the air conditioner;

[0122] The industrial parameter correction module 20 is used to correct the industrial parameters of the air conditioner using the verified industrial parameter adjustment constants; and

[0123] The air conditioner control module 30 is used to control the operation of the air conditioner according to the corrected air conditioner working parameters.

[0124] Other embodiments or specific implementations of the air conditioner control device of the present invention can refer to the above-mentioned method embodiments, so they at least have all the beneficial effects brought by the technical solutions of the above-mentioned embodiments, which will not be repeated here.

[0125] It should be noted that, in this article, the terms "include", "comprises" or any other variations thereof are intended to cover non-exclusive inclusion, so that a process, method, article or system including a series of elements includes not only those elements, but also other elements not explicitly listed, or also includes elements inherent to such process, method, article or system. In the absence of further restrictions, an element defined by the sentence "comprises a ..." does not exclude the existence of other identical elements in the process, method, article or system including the element.

[0126] The serial numbers of the embodiments of the present invention are for descriptive purposes only and do not represent the superiority or inferiority of the embodiments. In a unit claim that lists several means, several of these means may be embodied by the same hardware item. The use of the words first, second, and third, etc. does not indicate any order and these words may be interpreted as names.

[0127] Through the description of the above implementation methods, those skilled in the art can clearly understand that the above-mentioned embodiment methods can be implemented by means of software plus a necessary general hardware platform, and of course can also be implemented by hardware, but in many cases the former is a better implementation method. Based on such an understanding, the technical solution of the present invention is essentially or the part that contributes to the prior art can be embodied in the form of a software product, which is stored in a storage medium (such as a read-only memory image (ROM) / random access memory (RAM), a magnetic disk, or an optical disk), and includes a number of instructions for enabling a terminal air conditioner (which can be a mobile phone, a computer, a server, or a network air conditioner, etc.) to execute the methods described in each embodiment of the present invention.

[0128] The above are only preferred embodiments of the present invention, and are not intended to limit the patent scope of the present invention. Any equivalent structure or equivalent process transformation made using the contents of the present invention specification and drawings, or directly or indirectly applied in other related technical fields, are also included in the patent protection scope of the present invention.

Claims

1. An air conditioner control method, characterized in that: The air conditioner control method comprises During the temperature control process of the air conditioner, if an operation behavior of the user is detected, the industrial parameter adjustment constant is checked according to the operation behavior; Use the verified working parameter adjustment constant to correct the working parameters of the air conditioner; as well as The operation of the air conditioner is controlled according to the corrected operating parameters of the air conditioner.

2. The air conditioner control method according to claim 1, characterized in that: In the process of temperature control of the air conditioner, if it is detected that the user has an operation behavior, the industrial parameter adjustment constant is checked according to the operation behavior, including: If the user is detected to have any operation behavior, the set target temperature is obtained; When the set target temperature is not equal to the initial target temperature, the industrial parameter adjustment constant is calibrated according to the operating behavior.

3. The air conditioner control method according to claim 1, characterized in that: The industrial parameter adjustment constants include: temperature reaching time adjustment constant; The checking of the industrial parameter adjustment constant according to the operation behavior includes: Determine whether the air conditioner is currently in a heated state; If not, the temperature reaching time adjustment constant is calibrated according to the operation behavior.

4. The air conditioner control method according to claim 3, characterized in that: The industrial parameter adjustment constants also include: control target adjustment constants; After determining whether the air conditioner is currently in a temperature reaching state, the method includes: If so, the control target adjustment constant is calibrated according to the operation behavior.

5. The air conditioner control method according to any one of claims 1 to 4, characterized in that: In the process of temperature control of the air conditioner, if it is detected that the user has an operation behavior, before checking the industrial parameter adjustment constant according to the operation behavior, it includes: Obtaining the initial state parameters of the air conditioner temperature control process; Inputting the initial state parameters into a temperature reaching time prediction model to obtain the temperature reaching time; Accordingly, the method of using the verified working parameter adjustment constant to correct the working parameter of the air conditioner includes: The temperature-reaching time is corrected using the calibrated temperature-reaching time adjustment constant.

6. The air conditioner control method according to claim 5, characterized in that: The step of inputting the initial state parameters into the temperature reaching time prediction model to obtain the temperature reaching time comprises: When the air conditioner is in operation, collecting air conditioner operation data according to a preset period, and extracting periodic features corresponding to the air conditioner operation data; Detecting the operation behaviors generated by users; When the operation behavior is to adjust the set temperature, obtaining a sample database of the periodic characteristics; A temperature reaching time prediction model is trained based on the sample database.

7. The air conditioner control method according to claim 6, characterized in that: When the operation behavior is to adjust the set temperature, obtaining the sample database of the periodic characteristics includes: When the operation behavior is to adjust the set target temperature, record the start time of sample collection; Within a preset time after the start time of sample collection, if the user does not make any further adjustment behavior and the indoor temperature reaches the set target temperature adjusted by the user, construct a single sample of the periodic feature and return to the step of detecting the operation behavior generated by the user; When the number of the single samples reaches a preset threshold, a sample database of the periodic feature is obtained.

8. An air conditioner control device, characterized in that: The air conditioner control device comprises: The constant calibration module is used to calibrate the industrial parameter adjustment constant according to the operation behavior if the user's operation behavior is detected during the temperature control process of the air conditioner; An industrial parameter correction module, used to correct the industrial parameters of the air conditioner using the verified industrial parameter adjustment constants; and The air conditioner control module is used to control the operation of the air conditioner according to the corrected air conditioner working parameters.

9. An air conditioner, characterized in that: The air conditioner comprises: a memory, a processor, and an air conditioner control program stored in the memory and executable on the processor, wherein the air conditioner control program implements the air conditioner control method according to any one of claims 1 to 7 when executed by the processor.

10. A storage medium, characterized in that: The storage medium stores an air conditioner control program, and when the air conditioner control program is executed by the processor, the air conditioner control method according to any one of claims 1 to 7 is implemented.

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