Cardiovascular disease auxiliary prevention reminding system based on deep learning

Abstract

The invention discloses a cardiovascular disease auxiliary prevention reminding system based on deep learning, which comprises a shell, the top of the outer surface of the shell is fixedly provided with a display screen, and the top of the inner cavity of the shell is fixedly provided with a data acquisition module, a data transmission module, a data processing module and a buzzer in sequence from left to right. Through the arrangement of the data acquisition module, the physiological monitoring module, the data transmission module, the data processing module, the deep learning analysis module, the central control module, the buzzer and the personalized suggestion module, multiple health information of a user is acquired; the health condition and the disease risk of the user can be judged timely and effectively, and personalized health guidance can be performed according to the health condition and the disease risk of the user, so that the user can adjust corresponding living habits, daily exercises and diet according to own health, and the purpose of preventing cardiovascular diseases is achieved.

Description

Technical Field

[0001] The present invention relates to the technical field of cardiovascular disease prevention, and specifically to a cardiovascular disease auxiliary prevention reminder system based on deep learning. Background Art

[0002] As the aging process of the population in society gradually worsens, and cardiovascular disease is a major disease that the elderly have to prevent and control, the society is facing tremendous pressure from the continued increase in cardiovascular diseases. Cardiovascular disease refers to diseases that affect the function of the heart and blood vessels. Common cardiovascular diseases include hypertension, myocardial infarction, coronary heart disease, heart failure, heart disease, arrhythmia, etc. These diseases have seriously affected people's life, health and safety without exception. Cardiovascular disease has also become one of the leading causes of death in the world. Most cardiovascular diseases have a gradually serious process, and the early symptoms of cardiovascular disease are highly hidden. Even with the detection equipment in the hospital, it is difficult to capture and judge. Due to the difficulty of cardiovascular disease examination, many patients with heart discomfort die suddenly because they cannot be detected. At the same time, 80% of cardiovascular diseases can be prevented, so the prevention of cardiovascular disease has gradually become an important research task in the medical field.

[0003] For example, the Chinese utility model provides "a multifunctional smart watch", announcement number: CN219936296U. The application includes a main controller, a detection module, a display module, a power module, a Bluetooth module and an indication module arranged in the watch body. The detection module includes a temperature sensor, an electrocardiogram sensor, a heart rate sensor, a blood oxygen sensor, a blood pressure sensor, and a signal conditioning module. The utility model has the characteristics of diverse functions and low power consumption.

[0004] Although the multifunctional smart watch in the above technology can monitor multiple sets of cardiovascular health data such as the user's electrocardiogram, heart rate, blood oxygen and blood pressure, it is unable to effectively judge the user's health status and disease risk during use, resulting in people being unable to promptly discover their own health problems and make corresponding health adjustments, thereby increasing the user's chance of illness and failing to meet the user's usage needs. Summary of the invention

[0005] The purpose of the present invention is to provide a cardiovascular disease auxiliary prevention reminder system based on deep learning, which has the advantages of being able to collect multiple health information of the user, timely and effectively judge the user's health status and disease risk, and provide personalized health guidance based on the user's health status and disease risk, so that the user can adjust his or her living habits, daily exercise and diet according to his or her own health, thereby effectively preventing cardiovascular diseases.

[0006] To achieve the above-mentioned purpose, the present invention provides the following technical solutions: a cardiovascular disease auxiliary prevention reminder system based on deep learning, comprising a shell, a display screen is fixedly installed on the top of the outer surface of the shell, a data acquisition module, a data transmission module, a data processing module and a buzzer are fixedly installed on the top of the inner cavity of the shell from left to right, a central control module is fixedly installed on the left end of the bottom of the inner cavity of the shell, a deep learning analysis module is fixedly installed on the middle end of the bottom of the inner cavity of the shell, a personalized suggestion module is fixedly installed on the right end of the bottom of the inner cavity of the shell, and a physiological monitoring module is arranged on the bottom of the outer surface of the shell; The output ends of the data acquisition module and the physiological monitoring module are respectively electrically connected to the input end of the data transmission module, the output end of the data transmission module is electrically connected to the input end of the data processing module, the output end of the data processing module is electrically connected to the input end of the deep learning analysis module, the output end of the deep learning analysis module is respectively electrically connected to the input ends of the central control module, the personalized suggestion module and the display screen, the output end of the personalized suggestion module is electrically connected to the input end of the display screen, and the output end of the central control module is electrically connected to the input end of the buzzer.

[0007] As a preferred solution, connecting seats are fixedly connected to both sides of the outer surface of the shell, pin holes are opened on both sides of the connecting seat, a fixed shaft is movably connected to the inner surface of the connecting seat, a watch strap is fixedly connected to the bottom of the fixed shaft, accommodating holes are opened on both sides of the fixed shaft, and a pin is movably connected between the surface of the accommodating hole and the surface of the pin hole.

[0008] As a preferred solution, a guide groove is provided on the surface of the accommodating hole, a guide block is fixedly connected to the surface of the pin, and a surface of the guide block is movably connected to the surface of the guide groove.

[0009] As a preferred solution, a support spring is fixedly connected to the surface of the accommodating hole, and the surface of the support spring is fixedly connected to the surface of the pin.

[0010] As a preferred solution, the lower end of the left strap of the shell is movably connected with a strap buckle, and the lower end of the right strap of the shell is provided with a strap hole.

[0011] As a preferred solution, a PET screen protective film is pasted on the top of the display screen.

[0012] As a preferred solution, a charging port is fixedly mounted on the front surface of the shell, and a dustproof rubber plug is fixedly connected to the front surface of the shell and below the charging port.

[0013] As a preferred solution, a through hole is provided at the right end of the top of the housing and above the buzzer, and a dustproof net is fixedly connected to the surface of the through hole.

[0014] As a preferred solution, a data hard disk is fixedly installed at the left end of the bottom of the inner cavity of the shell and on the left side of the central control module, and a Bluetooth module is fixedly installed on the left side of the inner cavity of the shell, the input end of the Bluetooth module is electrically connected to the output end of the data hard disk, and the input end of the data hard disk is electrically connected to the output end of the deep learning analysis module.

[0015] As a preferred solution, the physiological monitoring module includes an electrocardiogram sensor, a heart rate sensor, a blood pressure sensor and a blood oxygen sensor, and the surfaces of the electrocardiogram sensor, heart rate sensor, blood pressure sensor and blood oxygen sensor are fixedly installed on the bottom of the outer surface of the shell from left to right.

[0016] Compared with the prior art, the present invention has the following beneficial effects: 1. The present invention realizes the collection of multiple health information of users through the settings of data acquisition module, physiological monitoring module, data transmission module, data processing module, deep learning analysis module, central control module, buzzer and personalized suggestion module, and can timely and effectively judge the health status and disease risk of users, and can provide personalized health guidance according to the health status and disease risk of users, so that users can adjust their living habits, daily exercise and diet according to their own health, so as to achieve the purpose of preventing cardiovascular diseases.

[0017] 2. The present invention provides a watch strap, a watch strap buckle and a watch strap hole, so that the user can wear the watch as a whole during use. At the same time, the watch strap and the housing can be connected by the provision of a fixed shaft, a connecting seat, a receiving hole, a support spring, a pin hole and a pin. In the process of a person pushing the pin to move, the support spring can be compressed until the pin can be detached from the surface of the pin hole. The person can then remove the watch strap and the fixed shaft from the surface of the connecting seat, thereby facilitating the person to disassemble, replace and clean the watch strap during long-term use, which greatly facilitates the person's use. The provision of a guide groove and a guide block can achieve the purpose of effectively limiting and guiding the pin, thereby preventing the pin from loosening from the inside of the receiving hole.

[0018] 3. The present invention achieves the purpose of protecting the surface of the display screen by setting a PET screen protective film. The dustproof rubber plug is provided to facilitate personnel to effectively protect the charging interface from dust, thereby preventing dust from entering the interior of the charging interface and affecting subsequent use. The through-hole and the dustproof net are provided to effectively diffuse the sound emitted by the buzzer to the external environment, while preventing dust in the external environment from entering the interior of the housing. The data hard disk and the Bluetooth module are provided to store the data information analyzed and processed by the deep learning analysis module, so that personnel can view the data later and transmit it via Bluetooth. BRIEF DESCRIPTION OF THE DRAWINGS

[0019] Figure 1 It is a stereogram of the present invention; Figure 2 It is a bottom view structural schematic diagram of the present invention; Figure 3 This is a schematic diagram of the front cross-sectional structure of the housing of the present invention; Figure 4 It is the principle diagram of the system of the present invention; Figure 5 This is a system diagram of the physiological monitoring module of the present invention; Figure 6 It is a schematic diagram of a top view and a partial cross-sectional structure of a connecting seat of the present invention.

[0020] In the figure: 1. Shell; 2. Connecting seat; 3. Fixed shaft; 4. Watch strap; 5. Display screen; 6. Through hole; 7. Charging port; 8. Dust-proof rubber plug; 9. Physiological monitoring module; 901. ECG sensor; 902. Heart rate sensor; 903. Blood pressure sensor; 904. Blood oxygen sensor; 10. Bluetooth module; 11. Central control module; 12. Data acquisition module; 13. Deep learning analysis module; 14. Data transmission module; 15. Data processing module; 16. Buzzer; 17. Personalized suggestion module; 18. Data hard disk; 19. Receiving hole; 20. Support spring; 21. Guide groove; 22. Guide block; 23. Pin; 24. Pin hole. DETAILED DESCRIPTION

[0021] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0022] Secondly, the term "one embodiment" or "embodiment" as used herein refers to a specific feature, structure, or characteristic that may be included in at least one implementation of the present invention. The term "in one embodiment" that appears in different places in this specification does not necessarily refer to the same embodiment, nor does it refer to a separate or selective embodiment that is mutually exclusive with other embodiments.

[0023] Embodiment 1: See also Figure 1-Figure 5As shown, the present invention provides a cardiovascular disease auxiliary prevention reminder system based on deep learning, comprising a shell 1, a display screen 5 is fixedly installed on the top of the outer surface of the shell 1, a data acquisition module 12, a data transmission module 14, a data processing module 15 and a buzzer 16 are fixedly installed on the top of the inner cavity of the shell 1 from left to right, a central control module 11 is fixedly installed on the left end of the bottom of the inner cavity of the shell 1, a deep learning analysis module 13 is fixedly installed on the middle end of the bottom of the inner cavity of the shell 1, a personalized suggestion module 17 is fixedly installed on the right end of the bottom of the inner cavity of the shell 1, and a physiological monitoring module 9 is arranged on the bottom of the outer surface of the shell 1; The output ends of the data acquisition module 12 and the physiological monitoring module 9 are respectively electrically connected to the input end of the data transmission module 14, the output end of the data transmission module 14 is electrically connected to the input end of the data processing module 15, the output end of the data processing module 15 is electrically connected to the input end of the deep learning analysis module 13, the output end of the deep learning analysis module 13 is respectively electrically connected to the input ends of the central control module 11, the personalized suggestion module 17 and the display screen 5, the output end of the personalized suggestion module 17 is electrically connected to the input end of the display screen 5, and the output end of the central control module 11 is electrically connected to the input end of the buzzer 16.

[0024] In this technical solution, through the settings of the data acquisition module 12, the physiological monitoring module 9, the data transmission module 14, the data processing module 15, the deep learning analysis module 13, the central control module 11, the buzzer 16 and the personalized suggestion module 17, it is possible to collect multiple health information of the user while being able to timely and effectively judge the health status and disease risk of the user, and to provide personalized health guidance based on the health status and disease risk of the user, so that the user can adjust his or her living habits, daily exercise and diet according to his or her own health, thereby achieving the purpose of preventing cardiovascular diseases.

[0025] Embodiment 2: Based on the first embodiment, the present invention is as follows Figure 1 , Figure 2 and Figure 6As shown, it is disclosed that both sides of the outer surface of the shell 1 are fixedly connected with a connecting seat 2, both sides of the connecting seat 2 are provided with pin holes 24, the inner surface of the connecting seat 2 is movably connected with a fixed shaft 3, the bottom of the fixed shaft 3 is fixedly connected with a strap 4, both sides of the fixed shaft 3 are provided with a receiving hole 19, a pin 23 is movably connected between the surface of the receiving hole 19 and the surface of the pin hole 24, a guide groove 21 is provided on the surface of the receiving hole 19, a guide block 22 is fixedly connected to the surface of the pin 23, the surface of the guide block 22 is movably connected to the surface of the guide groove 21, a supporting spring 20 is fixedly connected to the surface of the supporting spring 20, the lower end of the left strap 4 of the shell 1 is movably connected with a strap buckle, and the lower end of the right strap 4 of the shell 1 is provided with a strap hole.

[0026] In the present technical solution, the arrangement of the watch strap 4, the watch strap buckle and the watch strap hole makes it convenient for the user to wear the watch as a whole during use. At the same time, the arrangement of the fixed shaft 3, the connecting seat 2, the accommodating hole 19, the support spring 20, the pin hole 24 and the pin 23 can connect the watch strap 4 to the housing 1, and the support spring 20 can be compressed in the process of the person pushing the pin 23 to move, until the pin 23 can be detached from the surface of the pin hole 24, and the person can remove the watch strap 4 and the fixed shaft 3 from the surface of the connecting seat 2, so as to facilitate the person to disassemble, replace and clean the watch strap 4 during long-term use, which brings great convenience to the person's use. The arrangement of the guide groove 21 and the guide block 22 can achieve the purpose of effectively limiting and guiding the pin 23, thereby preventing the pin 23 from loosening from the inside of the accommodating hole 19.

[0027] Embodiment three: Based on the first embodiment, the present invention is as follows Figure 1-Figure 5 As shown, it is disclosed that a PET screen protective film is pasted on the top of the display screen 5, a charging interface 7 is fixedly installed on the front surface of the shell 1, a dustproof rubber plug 8 is fixedly connected to the front surface of the shell 1 and below the charging interface 7, a through hole 6 is opened at the right end of the top of the shell 1 and above the buzzer 16, and a dustproof net is fixedly connected to the surface of the through hole 6, a data hard disk 18 is fixedly installed at the left end of the bottom of the inner cavity of the shell 1 and to the left of the central control module 11, a Bluetooth module 10 is fixedly installed on the left side of the inner cavity of the shell 1, the input end of the Bluetooth module 10 is electrically connected to the output end of the data hard disk 18, and the input end of the data hard disk 18 is electrically connected to the output end of the deep learning analysis module 13, and the physiological monitoring module 9 includes an electrocardiogram sensor 901, a heart rate sensor 902, a blood pressure sensor 903 and a blood oxygen sensor 904, and the surfaces of the electrocardiogram sensor 901, the heart rate sensor 902, the blood pressure sensor 903 and the blood oxygen sensor 904 are fixedly installed on the bottom of the outer surface of the shell 1 from left to right.

[0028] In the present technical solution, the purpose of protecting the surface of the display screen 5 is achieved by setting a PET screen protective film. The setting of the dustproof rubber plug 8 facilitates personnel to effectively protect the charging interface 7 from dust, thereby preventing dust from entering the interior of the charging interface 7 and affecting subsequent use. The setting of the through hole 6 and the dustproof net allows the sound emitted by the buzzer 16 to be effectively diffused to the external environment, while preventing dust in the external environment from entering the interior of the housing 1. The setting of the data hard disk 18 and the Bluetooth module 10 allows the data information analyzed and processed by the deep learning analysis module 13 to be stored, so that personnel can view the data and transmit it via Bluetooth later.

[0029] The working principle of the present invention is: through the setting of the data acquisition module 12, the user's personal information, family medical history, living habits, daily exercise and diet and other information can be collected during the user's use, and through the setting of the physiological monitoring module 9, the user's electrocardiogram, heart rate, blood pressure and blood oxygen and other data can be monitored during the user's use. At the same time, through the setting of the data transmission module 14, the data collected and monitored by the data acquisition module 12 and the physiological monitoring module 9 can be synchronously transmitted to the data processing module 15, so that the data processing module 15 can filter out the noise and abnormal values ​​in the transmitted data, effectively improving the quality of the data. At the same time, through the setting of the deep learning analysis module 13, the adaptive The learning rate algorithm and the regularized training model effectively compare and analyze a large amount of data of annotated cardiovascular disease patients and healthy people with the data transmitted by the data processing module 15 to determine the user's health status and disease risk. When the deep learning analysis module 13 determines that the user's cardiovascular disease risk exceeds the preset threshold, the central control module 11 will control the buzzer 16 to work accordingly, which can effectively warn the user. At the same time, under the action of the personalized suggestion module 17, personalized health guidance can be provided according to the user's health status and disease risk, so that the user can adjust his or her living habits, daily exercise and diet according to his or her own health, so as to achieve the purpose of preventing cardiovascular disease.

[0030] Importantly, it should be noted that the construction and arrangement of the present application shown in a number of different exemplary embodiments are only exemplary. Although only a few embodiments are described in detail in this disclosure, it should be readily understood by those who refer to this disclosure that many modifications are possible (e.g., the size, scale, structure, shape and proportion of various elements, and parameter values ​​(e.g., temperature, pressure, etc.), mounting arrangements, use of materials, color, changes in orientation, etc.) without substantially departing from the novel teachings and advantages of the subject matter described in the application. For example, an element shown as integrally formed may be composed of multiple parts or elements, the position of the element may be inverted or otherwise changed, and the nature or number or position of the discrete element may be altered or changed. Therefore, all such modifications are intended to be included within the scope of the present invention. The order or sequence of any process or method steps may be changed or reordered according to an alternative embodiment. In the claims, any "device plus function" clause is intended to cover the structure described herein that performs the function, and is not only structurally equivalent but also equivalent structure. Other substitutions, modifications, changes and omissions may be made in the design, operating conditions and arrangement of the exemplary embodiments without departing from the scope of the present invention. Therefore, the invention is not limited to a specific embodiment, but extends to several modifications still falling within the scope of the appended claims.

[0031] Additionally, in order to provide a concise description of exemplary embodiments, all features of an actual embodiment may not be described (ie, those features that are not relevant to the best mode presently contemplated for carrying out the invention or those features that are not relevant to implementing the invention).

[0032] Finally, it should be noted that the above embodiments are only used to illustrate the technical solution of the present invention, rather than to limit the scope of protection of the present invention. Although the present invention has been described in detail with reference to the preferred embodiments, those skilled in the art should understand that the technical solution of the present invention can be modified or replaced by equivalents without departing from the essence and scope of the technical solution of the present invention.

Claims

1. A cardiovascular disease auxiliary prevention reminder system based on deep learning, comprising a housing (1), characterized in that: A display screen (5) is fixedly mounted on the top of the outer surface of the shell (1); a data acquisition module (12), a data transmission module (14), a data processing module (15) and a buzzer (16) are fixedly mounted on the top of the inner cavity of the shell (1) in order from left to right; a central control module (11) is fixedly mounted on the left end of the bottom of the inner cavity of the shell (1); a deep learning analysis module (13) is fixedly mounted on the middle end of the bottom of the inner cavity of the shell (1); a personalized suggestion module (17) is fixedly mounted on the right end of the bottom of the inner cavity of the shell (1); and a physiological monitoring module (9) is arranged on the bottom of the outer surface of the shell (1); The output ends of the data acquisition module (12) and the physiological monitoring module (9) are respectively electrically connected to the input end of the data transmission module (14); the output end of the data transmission module (14) is electrically connected to the input end of the data processing module (15); the output end of the data processing module (15) is electrically connected to the input end of the deep learning analysis module (13); the output end of the deep learning analysis module (13) is respectively electrically connected to the input end of the central control module (11), the personalized suggestion module (17) and the display screen (5); the output end of the personalized suggestion module (17) is electrically connected to the input end of the display screen (5); and the output end of the central control module (11) is electrically connected to the input end of the buzzer (16).

2. According to claim 1, a cardiovascular disease auxiliary prevention reminder system based on deep learning is characterized in that: A connecting seat (2) is fixedly connected to both sides of the outer surface of the housing (1), pin holes (24) are provided on both sides of the connecting seat (2), a fixed rotating shaft (3) is movably connected to the inner surface of the connecting seat (2), a watch strap (4) is fixedly connected to the bottom of the fixed rotating shaft (3), a receiving hole (19) is provided on both sides of the fixed rotating shaft (3), and a pin column (23) is movably connected between the surface of the receiving hole (19) and the surface of the pin hole (24).

3. A cardiovascular disease auxiliary prevention reminder system based on deep learning according to claim 2, characterized in that: A guide groove (21) is provided on the surface of the accommodating hole (19), a guide block (22) is fixedly connected to the surface of the pin (23), and a surface of the guide block (22) is movably connected to the surface of the guide groove (21).

4. The cardiovascular disease auxiliary prevention reminder system based on deep learning according to claim 2, characterized in that: A support spring (20) is fixedly connected to the surface of the accommodating hole (19), and a surface of the support spring (20) is fixedly connected to the surface of the pin (23).

5. The cardiovascular disease auxiliary prevention reminder system based on deep learning according to claim 2, characterized in that: The lower end of the left strap (4) of the housing (1) is movably connected to a strap buckle, and the lower end of the right strap (4) of the housing (1) is provided with a strap hole.

6. The cardiovascular disease auxiliary prevention reminder system based on deep learning according to claim 1, characterized in that: A PET screen protective film is adhered to the top of the display screen (5).

7. The cardiovascular disease auxiliary prevention reminder system based on deep learning according to claim 1, characterized in that: A charging interface (7) is fixedly mounted on the front surface of the housing (1), and a dustproof rubber plug (8) is fixedly connected to the front surface of the housing (1) and located below the charging interface (7).

8. The cardiovascular disease auxiliary prevention reminder system based on deep learning according to claim 1, characterized in that: A through hole (6) is provided at the right end of the top of the housing (1) and above the buzzer (16), and a dustproof net is fixedly connected to the surface of the through hole (6).

9. The cardiovascular disease auxiliary prevention reminder system based on deep learning according to claim 1, characterized in that: A data hard disk (18) is fixedly installed at the left end of the bottom of the inner cavity of the shell (1) and located to the left of the central control module (11), and a Bluetooth module (10) is fixedly installed on the left side of the inner cavity of the shell (1), the input end of the Bluetooth module (10) is electrically connected to the output end of the data hard disk (18), and the input end of the data hard disk (18) is electrically connected to the output end of the deep learning analysis module (13).

10. The cardiovascular disease auxiliary prevention reminder system based on deep learning according to claim 1, characterized in that: The physiological monitoring module (9) comprises an electrocardiogram sensor (901), a heart rate sensor (902), a blood pressure sensor (903) and a blood oxygen sensor (904), wherein the surfaces of the electrocardiogram sensor (901), the heart rate sensor (902), the blood pressure sensor (903) and the blood oxygen sensor (904) are fixedly mounted on the bottom of the outer surface of the housing (1) in sequence from left to right.

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