WO2021218940A1 - Workout class recommendation method and apparatus - Google Patents

Workout class recommendation method and apparatus Download PDF

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Publication number
WO2021218940A1
WO2021218940A1 PCT/CN2021/090085 CN2021090085W WO2021218940A1 WO 2021218940 A1 WO2021218940 A1 WO 2021218940A1 CN 2021090085 W CN2021090085 W CN 2021090085W WO 2021218940 A1 WO2021218940 A1 WO 2021218940A1
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WO
WIPO (PCT)
Prior art keywords
fitness
current user
course
user
state information
Prior art date
Application number
PCT/CN2021/090085
Other languages
French (fr)
Chinese (zh)
Inventor
姜永航
陈霄汉
Original Assignee
华为技术有限公司
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Publication date
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Publication of WO2021218940A1 publication Critical patent/WO2021218940A1/en

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    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H20/00ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance
    • G16H20/30ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance relating to physical therapies or activities, e.g. physiotherapy, acupressure or exercising
    • AHUMAN NECESSITIES
    • A63SPORTS; GAMES; AMUSEMENTS
    • A63BAPPARATUS FOR PHYSICAL TRAINING, GYMNASTICS, SWIMMING, CLIMBING, OR FENCING; BALL GAMES; TRAINING EQUIPMENT
    • A63B71/00Games or sports accessories not covered in groups A63B1/00 - A63B69/00
    • A63B71/06Indicating or scoring devices for games or players, or for other sports activities
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
    • G06Q50/10Services
    • G06Q50/22Social work

Definitions

  • This application relates to computer technology, in particular to a method and device for pushing fitness courses.
  • the user's training plan can be formulated and adjusted according to the user's personal situation and training purpose, and related fitness courses can be pushed to the user.
  • the fitness courses pushed by this method are relatively programmatic and cannot fully meet the individual needs of users.
  • This application provides a method and device for pushing fitness courses, so that the pushed fitness courses are more in line with the personalized needs of users.
  • this application provides a method for pushing fitness courses, including: obtaining physical state information of the current user, the physical state information coming from one or more of wearable devices, smart homes, and medical platforms; according to the The body state information determines the fitness course suitable for the current user; and pushes the fitness course suitable for the current user.
  • This application determines the fitness course most suitable for the user according to the user's physical state information, which has multiple sources such as wearable devices, smart homes, and medical platforms, so that the pushed fitness courses are more in line with the user's personalized needs.
  • the body state information includes one or more of body fat rate, average daily activity level, sleep time, stress index, cardiopulmonary data, medical records, and physical examination reports.
  • the body fat rate comes from the smart home
  • the daily average amount of activity, the sleep time, and the cardiopulmonary data come from the wearable device
  • the stress index, the medical record, and the physical examination report come from the Medical platform.
  • the physical state information further includes: the personal information and/or fitness purpose of the current user, and the personal information includes one or more of age, gender, height, weight, and job category. Pieces of information, the personal information and the fitness purpose come from a questionnaire of the current user or an application or device associated with the personal account of the current user.
  • the physical state information further includes: the current user's athletic ability, the athletic ability includes one or more of joint flexibility, limb strength, core strength, and physical fitness, so The exercise ability comes from a fitness video shot by the wearable device or the camera device in the fitness environment of the current user.
  • the above-mentioned physical state information of the user includes various applications or equipment from wearable devices, smart homes, medical platforms, etc., and can also come from questionnaires, camera devices, etc.
  • the obtained user portraits are closer to the actual situation, which makes the pushed fitness courses more in line with the individual needs of users.
  • the method further includes: obtaining feedback information of the current user, the feedback information including one or more of course click-through rate, like record, course collection record, and class experience record;
  • the determining the fitness course suitable for the current user according to the body state information includes: determining the fitness course suitable for the current user according to the body state information and feedback information of the current user.
  • the user's feedback information can more intuitively reflect the user's preference for fitness courses.
  • the method further includes: determining the size of the space of the current user's fitness environment through the fitness video shot by the camera device in the current user's fitness environment;
  • the fitness course for the current user includes: determining a fitness course suitable for the current user according to the body state information, the feedback information of the current user and/or the size of the space of the fitness environment of the current user.
  • the method before acquiring the physical state information of the current user, the method further includes: associating one or more devices according to the personal account of the current user, the one or more devices including the wearable One or more of the equipment, the smart home, the medical platform, and the camera device; and/or one or more applications are associated with the personal account of the current user.
  • the determining a fitness course suitable for the current user according to the body state information includes: determining a fitness course suitable for the current user through a pre-created fitness course recommendation model according to the body state information Fitness classes for users.
  • it further includes: pushing records according to expert knowledge, the physical state information of the historical user, the feedback information of the historical user, the space size of the fitness environment of the historical user, and the historical fitness course One or more pieces of information to create the fitness course recommendation model.
  • the fitness course recommendation model can be intelligently close to different users and needs.
  • the method further includes: judging whether the pushed fitness course is suitable for the current user; if the pushed fitness course is not If it is suitable for the current user, a new fitness course suitable for the current user is determined.
  • this application provides a fitness course push device, including: an acquisition module for acquiring physical state information of the current user, the physical state information coming from one or more of wearable devices, smart homes, and medical platforms Equipment; a processing module for determining a fitness course suitable for the current user according to the body state information; pushing the fitness course suitable for the current user.
  • the body state information includes one or more of body fat rate, average daily activity level, sleep time, stress index, cardiopulmonary data, medical records, and physical examination reports.
  • the body fat rate comes from the smart home
  • the daily average amount of activity, the sleep time, and the cardiopulmonary data come from the wearable device
  • the stress index, the medical record, and the physical examination report come from the Medical platform.
  • the physical state information further includes: the personal information and/or fitness purpose of the current user, and the personal information includes one or more of age, gender, height, weight, and job category. Pieces of information, the personal information and the fitness purpose come from a questionnaire of the current user or an application or device associated with the personal account of the current user.
  • the physical state information further includes: the current user's athletic ability, the athletic ability includes one or more of joint flexibility, limb strength, core strength, and physical fitness, so The exercise ability comes from a fitness video shot by the wearable device or the camera device in the fitness environment of the current user.
  • the acquisition module is also used to acquire feedback information of the current user, and the feedback information includes one or one of course click-through rate, like record, course collection record, and class experience record. Multiple pieces of information; the processing module is also used to determine a fitness course suitable for the current user according to the body state information and the feedback information of the current user.
  • the processing module is further configured to determine the spatial size of the current user's fitness environment through the fitness video shot by the camera device in the current user's fitness environment; Information, and the feedback information of the current user and/or the size of the space of the fitness environment of the current user determine a fitness course suitable for the current user.
  • the processing module is further configured to associate one or more devices according to the personal account of the current user, and the one or more devices include the wearable device, the smart home One or more devices in the medical platform and the camera device; and/or one or more applications are associated with the personal account of the current user.
  • the processing module is specifically configured to determine a fitness course suitable for the current user through a pre-created fitness course recommendation model according to the body state information.
  • the processing module is also used for the physical state information of the historical user, the feedback information of the historical user, the spatial size and history of the fitness environment of the historical user, and the processing module One or more pieces of information in the fitness course push record create the fitness course recommendation model.
  • the processing module is also used to determine whether the pushed fitness course is suitable for the current user; if the pushed fitness course is not suitable for the current user, it is determined to be suitable for the current user. Describe the current user’s new fitness course.
  • this application provides a terminal device, including: one or more processors; a memory, used to store one or more programs; when the one or more programs are executed by the one or more processors , Enabling the one or more processors to implement the method according to any one of the foregoing first aspects.
  • the present application provides a computer-readable storage medium, including a computer program, which when executed on a computer, causes the computer to execute the method described in any one of the above-mentioned first aspects.
  • the present application provides a computer program, when the computer program is executed by a computer, it is used to execute the method described in any one of the above-mentioned first aspects.
  • Figure 1 shows an exemplary frame diagram of the intelligent push system for fitness courses provided by this application
  • Figure 2 shows an exemplary schematic diagram of the intelligent push system for fitness courses provided by the present application
  • FIG. 3 is an exemplary structural block diagram of the server 300 provided by this application.
  • FIG. 4 shows a schematic structural diagram of a terminal device 400
  • Fig. 5 is a flowchart of an embodiment of a method for applying for a fitness course push
  • Figure 6 shows an exemplary schematic diagram of the questionnaire
  • Fig. 7 shows an exemplary schematic diagram of incorporating a wearable device
  • 8a and 8b respectively show exemplary schematic diagrams of fitness course push interfaces on mobile phones and TVs;
  • Figures 9a and 9b respectively show exemplary screens of brief introductions to fitness courses on mobile phones and TV;
  • Figures 10a and 10b respectively show exemplary pictures of fitness classes on a mobile phone and a TV;
  • Fig. 11a and Fig. 11b respectively show exemplary pictures of fitness courses on a mobile phone and a TV;
  • Fig. 12 shows an exemplary schematic diagram of the current user feedback interface.
  • At least one (item) refers to one or more, and “multiple” refers to two or more.
  • “And/or” is used to describe the association relationship of associated objects, indicating that there can be three types of relationships, for example, “A and/or B” can mean: only A, only B, and both A and B , Where A and B can be singular or plural.
  • the character “/” generally indicates that the associated objects before and after are in an “or” relationship.
  • the following at least one item (a) or similar expressions refers to any combination of these items, including any combination of a single item (a) or a plurality of items (a).
  • At least one of a, b, or c can mean: a, b, c, "a and b", “a and c", “b and c", or "a and b and c" ", where a, b, and c can be single or multiple.
  • This application provides an intelligent push system for fitness courses, which mainly solves the problem of how to push the most suitable fitness courses to users in fitness applications (APP).
  • APP fitness applications
  • the fitness process is affected by the user’s physical condition, fitness purpose, exercise ability, health status, sleep quality, psychological pressure, and external space environment. Only by comprehensively considering as much information as possible can we formulate the most suitable training for the user. Plan, and then recommend the most suitable fitness courses for users.
  • Figure 1 shows an exemplary framework diagram of the intelligent push system for fitness courses provided by the present application.
  • the adaptive recommendation module collects a number of data, which includes one or more of the following information : Physical parameters (such as height, weight, age, gender, etc.), fitness goals (such as fat loss, shaping, muscle gain, etc.), athletic ability (such as joint flexibility, lower limb strength, core strength, upper limb strength, physical fitness, etc.) , Health status (such as disease records, psychological stress, etc.), sleep quality (such as time to fall asleep, deep sleep time, etc.), external spatial environment (such as indoors, outdoors, space size, etc.), and user feedback (such as class likes, class Experience, course click-through rate, course collection rate, etc.).
  • the adaptive recommendation module determines the fitness course most suitable for the user based on the above-mentioned multiple data.
  • the adaptive recommendation module can collect course completion assessments (such as course completion ratio, course completion time, etc.), so that the course completion status can also be adopted in subsequent course pushes Evaluate.
  • course completion assessments such as course completion ratio, course completion time, etc.
  • the intelligent push system for fitness courses can comprehensively consider a variety of information that affects the fitness process.
  • This information also reflects the user's current status, including their physical, psychological, fitness needs, fitness preferences, and fitness. Environment, etc., that is, combining this information can get a portrait of the user's current situation. The more the combined information, the closer the portrait is to the user, and the closer the portrait is to the user, the more suitable the fitness course pushed for this portrait is for the user.
  • the intelligent push system for fitness courses provided in this application may include a server and a terminal device, and the above-mentioned adaptive recommendation module may be implemented by the server, or may be implemented jointly by the server and the terminal device.
  • FIG. 2 shows an exemplary schematic diagram of the smart push system for fitness courses provided by the present application.
  • the framework of the smart push system shown in FIG. 1 can be deployed on the system shown in FIG. 2.
  • the system includes a server, terminal equipment and one or more data acquisition devices.
  • the server and terminal equipment can transmit data through a communication network.
  • the terminal equipment and one or more data acquisition devices, a server and one Or multiple data collection devices can also transmit data through a communication network.
  • the one or more data collection devices may include wearable devices, such as watches, glasses, earphones, etc., wireless devices in smart homes, such as body fat scales, sphygmomanometers, etc., and camera devices, such as monitoring probes. , Video cameras, cameras, etc., wireless devices in remote medical (remote medical), such as disease information collection modules, medical cards, etc.
  • the wearable device collects the user's heart rate signal, fingertip pulse wave signal, etc.
  • the body fat scale collects the user's weight, height, etc.
  • the camera device collects the external space environment
  • the sphygmomanometer collects the user's blood pressure
  • the disease information collection module is connected to the medical treatment.
  • the health institution system obtains the user's health information.
  • the data collection device may also include other equipment, which is not specifically limited in this application.
  • the terminal equipment can also be called user equipment (UE), which can be deployed on land, including indoor or outdoor, handheld or vehicle-mounted; it can also be deployed on the water (such as ships, etc.); it can also be deployed in the air ( For example, airplanes, balloons, satellites, etc.).
  • Terminal devices can be mobile phones, tablets, smart TVs, stereos, glasses, watches, car machines, headsets, virtual reality (VR) devices, augmented reality (AR) devices It can also be wireless devices in mobile office, smart home, sports health, audio-visual entertainment, and smart travel, which are not limited in this application.
  • the aforementioned terminal equipment and the chips that can be installed in the aforementioned terminal equipment are collectively referred to as terminal equipment.
  • the terminal device is used to receive multiple data sent by one or more data collection devices, and use the fitness course push method provided in this application (below It will be introduced in detail) to process the data to get the fitness course most suitable for the user and push it to the user.
  • the above-mentioned one or more data collection apparatuses and terminal devices may be independent devices, or the above-mentioned one or more data collection apparatuses and terminal devices may be integrated as functional modules in one device, which is not discussed in this embodiment of the application. limited.
  • the above-mentioned one or more data collection devices and terminal devices are independent devices.
  • the terminal device can receive multiple items of data sent by the data collection device through a communication network, and then combine multiple items of data through the communication network.
  • the data is reported to the server, and the server determines the fitness course most suitable for the user based on multiple data, and the server pushes the fitness course to the user's terminal device.
  • the one or more data collection devices and terminal equipment are independent devices, and the server can directly receive multiple data sent by the data collection device through the communication network, and then determine the most suitable data based on the multiple data. For the user’s fitness course, the server pushes the fitness course to the user’s terminal device.
  • the above-mentioned one or more data collection devices and terminal equipment are independent devices, and the terminal equipment can receive multiple pieces of data sent by the data collection device through a communication network, and the terminal equipment can receive multiple pieces of data according to the multiple pieces of data.
  • one or more of the above-mentioned data collection devices and terminal devices are integrated as functional modules in one device.
  • the device collects multiple data and determines the fitness course most suitable for the user based on the multiple data.
  • Fitness courses are displayed to users through display screens, touch screens, etc.
  • the one or more data collection devices and terminal devices mentioned above are integrated into one device as functional modules.
  • the device collects multiple data, and then reports multiple data to the server through the communication network.
  • the fitness course that is most suitable for the user is determined based on a number of data, and the server pushes the fitness course to the user's device.
  • the above-mentioned communication network may be a local area network, or a wide area network switched through a relay (relay) device, or include a local area network and a wide area network.
  • the communication network may be a short-distance communication network such as a wifi hotspot network, a wifi P2P network, a Bluetooth network, a zigbee network, or a near field communication (NFC) network.
  • the communication network is a wide area network, for example, the communication network may be a 3rd-generation wireless telephone technology (3G) network, or the 4th generation mobile communication technology (4G). ) Network, 5th-generation mobile communication technology (5G) network, public land mobile network (PLMN) that will evolve in the future, or the Internet, etc., which are not limited in the embodiments of the present application.
  • FIG. 3 is an exemplary structural block diagram of the server 300 provided by this application.
  • the server 300 includes an antenna 301, a radio frequency device 302, and a baseband device 303.
  • the antenna 301 is connected to the radio frequency device 302.
  • the radio frequency device 302 receives the signal from the terminal device through the antenna 301, and sends the received signal to the baseband device 303 for processing.
  • the baseband device 303 In the downlink direction, the baseband device 303 generates a signal that needs to be sent to the terminal device, and sends the generated signal to the radio frequency device 302.
  • the radio frequency device 302 transmits the signal through the antenna 301.
  • the baseband device 303 may include one or more processing units 3031.
  • the processing unit 3031 may specifically be a processor.
  • the baseband device 303 may further include one or more storage units 3032 and one or more communication interfaces 3033.
  • the storage unit 3032 is used to store computer programs and/or data.
  • the communication interface 3033 is used to exchange information with the radio frequency device 302.
  • the storage unit 3032 may specifically be a memory, and the communication interface 3033 may be an input/output interface or a transceiver circuit.
  • the storage unit 3032 may be a storage unit on the same chip as the processing unit 3031, that is, an on-chip storage unit, or a storage unit on a different chip from the processing unit 3031, that is, an off-chip storage unit. This application does not limit this.
  • the terminal device in FIG. 2 may adopt the structure shown in FIG. 4.
  • FIG. 4 shows a schematic diagram of the structure of the terminal device 400.
  • the terminal device 400 may include a processor 410, an external memory interface 420, an internal memory 421, a universal serial bus (USB) interface 430, a charging management module 440, a power management module 441, a battery 442, antenna 1, antenna 2 , Mobile communication module 450, wireless communication module 460, audio module 470, speaker 470A, receiver 470B, microphone 470C, earphone jack 470D, sensor module 480, buttons 490, motor 491, indicator 492, camera 493, display 494, and Subscriber identification module (subscriber identification module, SIM) card interface 495, etc.
  • SIM Subscriber identification module
  • the sensor module 480 can include pressure sensor 480A, gyroscope sensor 480B, air pressure sensor 480C, magnetic sensor 480D, acceleration sensor 480E, distance sensor 480F, proximity light sensor 480G, fingerprint sensor 480H, temperature sensor 480J, touch sensor 480K, ambient light Sensor 480L, bone conduction sensor 480M, etc.
  • the structure illustrated in the embodiment of the present invention does not constitute a specific limitation on the terminal device 400.
  • the terminal device 400 may include more or less components than shown in the figure, or combine certain components, or split certain components, or arrange different components.
  • the illustrated components can be implemented in hardware, software, or a combination of software and hardware.
  • the processor 410 may include one or more processing units.
  • the processor 410 may include an application processor (AP), a modem processor, a graphics processing unit (GPU), and an image signal processor. (image signal processor, ISP), controller, video codec, digital signal processor (digital signal processor, DSP), baseband processor, and/or neural-network processing unit (NPU), etc.
  • AP application processor
  • modem processor modem processor
  • GPU graphics processing unit
  • image signal processor image signal processor
  • ISP image signal processor
  • controller video codec
  • digital signal processor digital signal processor
  • DSP digital signal processor
  • NPU neural-network processing unit
  • the different processing units may be independent devices or integrated in one or more processors.
  • the controller can generate operation control signals according to the instruction operation code and timing signals to complete the control of fetching instructions and executing instructions.
  • a memory may also be provided in the processor 410 for storing instructions and data.
  • the memory in the processor 410 is a cache memory.
  • the memory can store instructions or data that have just been used or recycled by the processor 410. If the processor 410 needs to use the instruction or data again, it can be directly called from the memory. Repeated accesses are avoided, the waiting time of the processor 410 is reduced, and the efficiency of the system is improved.
  • the processor 410 may include one or more interfaces.
  • the interface may include an integrated circuit (inter-integrated circuit, I2C) interface, an integrated circuit built-in audio (inter-integrated circuit sound, I2S) interface, a pulse code modulation (pulse code modulation, PCM) interface, and a universal asynchronous transmitter/receiver (universal asynchronous) interface.
  • I2C integrated circuit
  • I2S integrated circuit built-in audio
  • PCM pulse code modulation
  • PCM pulse code modulation
  • UART universal asynchronous transmitter/receiver
  • MIPI mobile industry processor interface
  • GPIO general-purpose input/output
  • SIM subscriber identity module
  • USB Universal Serial Bus
  • the terminal device 400 can implement a shooting function through an ISP, a camera 493, a video codec, a GPU, a display screen 494, and an application processor.
  • the ISP is used to process the data fed back from the camera 493. For example, when taking a picture, the shutter is opened, the light is transmitted to the photosensitive element of the camera through the lens, the light signal is converted into an electrical signal, and the photosensitive element of the camera transmits the electrical signal to the ISP for processing and is converted into an image visible to the naked eye.
  • ISP can also optimize the image noise, brightness, and skin color. ISP can also optimize the exposure, color temperature and other parameters of the shooting scene.
  • the ISP may be provided in the camera 493.
  • the camera 493 is used to capture still images or videos.
  • the object generates an optical image through the lens and is projected to the photosensitive element.
  • the photosensitive element may be a charge coupled device (CCD) or a complementary metal-oxide-semiconductor (CMOS) phototransistor.
  • CMOS complementary metal-oxide-semiconductor
  • the photosensitive element converts the optical signal into an electrical signal, and then transfers the electrical signal to the ISP to convert it into a digital image signal.
  • ISP outputs digital image signals to DSP for processing.
  • DSP converts digital image signals into standard RGB, YUV and other formats of image signals.
  • the terminal device 400 may include 1 or N cameras 493, and N is a positive integer greater than 1.
  • Digital signal processors are used to process digital signals. In addition to digital image signals, they can also process other digital signals. For example, when the terminal device 400 selects the frequency point, the digital signal processor is used to perform Fourier transform on the energy of the frequency point.
  • Video codecs are used to compress or decompress digital video.
  • the terminal device 400 may support one or more video codecs. In this way, the terminal device 400 can play or record videos in multiple encoding formats, such as: moving picture experts group (MPEG) 1, MPEG2, MPEG3, MPEG4, and so on.
  • MPEG moving picture experts group
  • MPEG2 MPEG2, MPEG3, MPEG4, and so on.
  • NPU is a neural-network (NN) computing processor.
  • NN neural-network
  • applications such as intelligent cognition of the terminal device 400 can be realized, such as image recognition, face recognition, voice recognition, text understanding, and so on.
  • the external memory interface 420 may be used to connect an external memory card, such as a Micro SD card, so as to expand the storage capacity of the terminal device 400.
  • the external memory card communicates with the processor 410 through the external memory interface 420 to realize the data storage function. For example, save music, video and other files in an external memory card.
  • the internal memory 421 may be used to store computer executable program code, where the executable program code includes instructions.
  • the internal memory 421 may include a program storage area and a data storage area.
  • the storage program area can store an operating system, an application program (such as a sound playback function, an image playback function, etc.) required by at least one function, and the like.
  • the data storage area can store data (such as audio data, phone book, etc.) created during the use of the terminal device 400.
  • the internal memory 421 may include a high-speed random access memory, and may also include a non-volatile memory, such as at least one magnetic disk storage device, a flash memory device, a universal flash storage (UFS), and the like.
  • the processor 410 executes various functional applications and data processing of the terminal device 400 by running instructions stored in the internal memory 421 and/or instructions stored in a memory provided in the processor.
  • the terminal device 400 can implement audio functions through an audio module 470, a speaker 470A, a receiver 470B, a microphone 470C, a headphone interface 470D, and an application processor. For example, music playback, recording, etc.
  • the audio module 470 is used to convert digital audio information into an analog audio signal for output, and is also used to convert an analog audio input into a digital audio signal.
  • the audio module 470 can also be used to encode and decode audio signals.
  • the audio module 470 may be disposed in the processor 410, or part of the functional modules of the audio module 470 may be disposed in the processor 410.
  • the speaker 470A also called “speaker” is used to convert audio electrical signals into sound signals.
  • the terminal device 400 can listen to music through the speaker 470A, or listen to a hands-free call.
  • the pressure sensor 480A is used to sense the pressure signal and can convert the pressure signal into an electrical signal.
  • the pressure sensor 480A may be provided on the display screen 494.
  • the capacitive pressure sensor may include at least two parallel plates with conductive materials. When a force is applied to the pressure sensor 480A, the capacitance between the electrodes changes. The terminal device 400 determines the strength of the pressure according to the change in capacitance. When a touch operation acts on the display screen 494, the terminal device 400 detects the intensity of the touch operation according to the pressure sensor 480A.
  • the terminal device 400 may also calculate the touched position based on the detection signal of the pressure sensor 480A.
  • touch operations that act on the same touch position but have different touch operation strengths may correspond to different operation instructions. For example: when a touch operation whose intensity of the touch operation is less than the first pressure threshold is applied to the short message application icon, an instruction to view the short message is executed. When a touch operation with a touch operation intensity greater than or equal to the first pressure threshold acts on the short message application icon, an instruction to create a new short message is executed.
  • the gyro sensor 480B may be used to determine the motion posture of the terminal device 400.
  • the angular velocity of the terminal device 400 around three axes ie, x, y, and z axes
  • the gyro sensor 480B can be used for image stabilization.
  • the gyroscope sensor 480B detects the shake angle of the terminal device 400, calculates the distance that the lens module needs to compensate according to the angle, and allows the lens to counteract the shake of the terminal device 400 through reverse movement to achieve anti-shake.
  • the gyro sensor 480B can also be used for navigation and somatosensory game scenes.
  • the air pressure sensor 480C is used to measure air pressure.
  • the terminal device 400 calculates the altitude based on the air pressure value measured by the air pressure sensor 480C, and assists positioning and navigation.
  • the magnetic sensor 480D includes a Hall sensor.
  • the terminal device 400 may use the magnetic sensor 480D to detect the opening and closing of the flip holster.
  • the terminal device 400 when the terminal device 400 is a flip machine, the terminal device 400 can detect the opening and closing of the flip according to the magnetic sensor 480D.
  • the detected opening and closing state of the leather case or the opening and closing state of the flip cover features such as automatic unlocking of the flip cover are set.
  • the acceleration sensor 480E can detect the magnitude of the acceleration of the terminal device 400 in various directions (generally three axes). When the terminal device 400 is stationary, the magnitude and direction of gravity can be detected. It can also be used to identify the posture of the terminal device, applied to applications such as horizontal and vertical screen switching, pedometer and so on.
  • the terminal device 400 can measure the distance by infrared or laser. In some embodiments, when shooting a scene, the terminal device 400 may use the distance sensor 480F to measure the distance to achieve fast focusing.
  • the proximity light sensor 480G may include, for example, a light emitting diode (LED) and a light detector, such as a photodiode.
  • the light emitting diode may be an infrared light emitting diode.
  • the terminal device 400 emits infrared light to the outside through the light emitting diode.
  • the terminal device 400 uses a photodiode to detect infrared reflected light from nearby objects. When sufficient reflected light is detected, it can be determined that there is an object near the terminal device 400. When insufficient reflected light is detected, the terminal device 400 can determine that there is no object near the terminal device 400.
  • the terminal device 400 can use the proximity light sensor 480G to detect that the user holds the terminal device 400 close to the ear to talk, so as to automatically turn off the screen to save power.
  • Proximity light sensor 480G can also be used in leather case mode, pocket mode automatically unlocks and locks the screen.
  • the ambient light sensor 480L is used to sense the brightness of the ambient light.
  • the terminal device 400 may adaptively adjust the brightness of the display screen 494 according to the perceived brightness of the ambient light.
  • the ambient light sensor 480L can also be used to automatically adjust the white balance when taking pictures.
  • the ambient light sensor 480L can also cooperate with the proximity light sensor 480G to detect whether the terminal device 400 is in a pocket to prevent accidental touch.
  • the fingerprint sensor 480H is used to collect fingerprints.
  • the terminal device 400 can use the collected fingerprint characteristics to realize fingerprint unlocking, access application locks, fingerprint photographs, fingerprint answering calls, and so on.
  • the temperature sensor 480J is used to detect temperature.
  • the terminal device 400 uses the temperature detected by the temperature sensor 480J to execute a temperature processing strategy. For example, when the temperature reported by the temperature sensor 480J exceeds the threshold, the terminal device 400 performs a reduction in the performance of the processor located near the temperature sensor 480J, so as to reduce power consumption and implement thermal protection.
  • the terminal device 400 when the temperature is lower than another threshold, the terminal device 400 heats the battery 442 to avoid abnormal shutdown of the terminal device 400 due to low temperature.
  • the terminal device 400 boosts the output voltage of the battery 442 to avoid abnormal shutdown caused by low temperature.
  • Touch sensor 480K also called “touch device”.
  • the touch sensor 480K may be arranged on the display screen 494, and the touch screen is composed of the touch sensor 480K and the display screen 494, which is also called a “touch screen”.
  • the touch sensor 480K is used to detect touch operations acting on or near it.
  • the touch sensor can pass the detected touch operation to the application processor to determine the type of touch event.
  • the visual output related to the touch operation can be provided through the display screen 494.
  • the touch sensor 480K may also be disposed on the surface of the terminal device 400, which is different from the position of the display screen 494.
  • the bone conduction sensor 480M can acquire vibration signals.
  • the bone conduction sensor 480M can acquire the vibration signal of the vibrating bone mass of the human voice.
  • the bone conduction sensor 480M can also contact the human pulse and receive blood pressure beating signals.
  • the bone conduction sensor 480M may also be provided in the earphone, combined with the bone conduction earphone.
  • the audio module 470 can parse the voice signal based on the vibration signal of the vibrating bone block of the voice obtained by the bone conduction sensor 480M, and realize the voice function.
  • the application processor may analyze the heart rate information based on the blood pressure beating signal obtained by the bone conduction sensor 480M, and realize the heart rate detection function.
  • terminal device 400 may include fewer or more components than those shown in FIG. 4, and the terminal device shown in FIG. 4 only includes components that are more relevant to the multiple implementations disclosed in this application. .
  • this application provides a method for pushing fitness courses to solve the problem that the fitness courses pushed by related technologies are relatively programmatic and cannot fully meet the individual needs of users.
  • FIG. 5 is a flowchart of an embodiment of a method for pushing a fitness course according to this application.
  • the process 500 may be applied to the system shown in FIG. 2, and the execution subject may be a server or a terminal device.
  • the process 500 is described as a series of steps or operations. It should be understood that the process 500 may be executed in various orders and/or occur simultaneously, and is not limited to the execution order shown in FIG. 5.
  • the fitness course push methods for this application include:
  • Step 501 During the initial construction of an intelligent push system for fitness courses, users are divided into several types according to expert knowledge, physical parameters, exercise ability, fitness purpose, etc., and a fitness course recommendation model is developed for each type.
  • Experts refer to professionals who specialize in sports, fitness, sports training, and sports data analysis, such as fitness coaches, sports coaches, athletes, and sports coaches. These professionals have accumulated a wealth of experience in their long-term work and can use their experience to provide people who need fitness advice that is more suitable for the person, including the duration of fitness, the content of fitness, and the intensity of fitness.
  • Expert knowledge is fitness advice given by the above-mentioned experts based on professional knowledge and experience.
  • Physical parameters can include gender, height, weight, age, etc. According to universal experience, physical parameters can reflect the physical conditions of similar people. For example, the strength and endurance of women are usually less than those of men; sports that young people can accept The intensity is usually higher than the exercise intensity acceptable to the elderly; the flexibility of thin and short people is usually higher than that of tall and heavy people. It should be noted that the physical parameters may include fewer or more parameters than the above-mentioned parameters, which are not specifically limited in this application.
  • Athletic ability refers to the maximum degree of exercise that a user can complete the course during fitness, which can be expressed by the user's physical tolerance, such as joint flexibility (reflecting the user's flexibility), lower limb strength (reflecting the degree of lower limb exercise that the user can withstand) ), core strength (reflecting the degree of abdominal exercise that the user can withstand), upper limb strength (reflecting the degree of upper limb exercise that the user can withstand), physical fitness (reflecting the length and period of exercise that the user can withstand), etc.
  • Fitness purpose refers to the user's purpose for fitness.
  • the content of fitness for different purposes can have special targeted training. For example, for the purpose of reducing fat, more fitness courses with aerobic exercise as the main part and anaerobic part as the supplement can be recommended; For the purpose of shaping, more local anaerobic training fitness courses can be recommended; for the purpose of muscle gain, more strength training fitness courses can be recommended; and so on.
  • the server or terminal device can divide users into multiple categories, and formulate fitness courses for each type.
  • the fitness courses can include one or more training items, or one or more training plans. For example, for young women whose goal is to reduce fat, if they are exercising for the first time, they can start from shallow to deep, and first recommend a one-week low-intensity fitness course, including 30-second plank support, 10 open-close jumps, 4 poppy jumps, etc. Then increase the intensity one week after another, such as lengthening the plank duration, increasing the number of open-close jumps, and poppy jumps; if you have long-term fitness, you can recommend corresponding fitness courses according to the user's athletic ability.
  • the server or terminal device can also combine the user's wearable device to obtain user related information, including the user's daily exercise volume, sleep duration, sleep quality curve, heart rate, and so on.
  • user related information including the user's daily exercise volume, sleep duration, sleep quality curve, heart rate, and so on.
  • the user’s daily exercise volume is less than 3000 steps
  • the exercise mileage is less than one kilometer
  • the sleep duration is more than 10 hours and usually enters light sleep after 12 o’clock in the evening, indicating that the user lacks exercise and prefers to sleep late Therefore, for the user, we can recommend a one-week aerobic exercise based on running, and then add some anaerobic exercises week by week.
  • the length of running can be gradually increased according to the heart rate feedback from the wearable device.
  • the user’s daily exercise volume is more than 100,000 steps and the exercise mileage is more than 10 kilometers, indicating that the user may have the habit of running. Then, for the user, we can recommend some courses to relax the muscles, stretch and stretch, such as yoga, Pilates Wait.
  • the server or terminal device can also obtain the user's historical exercise information recorded locally, for example, which fitness courses have been taken, the class records of each fitness course, and the frequency of the fitness courses. For example, if the user has a large amount of aerobic exercises every day, then for the user, he can periodically add some smaller exercises between exercises classes, which mainly relax the muscles.
  • the user's fitness courses are mainly yoga classes, and some targeted yoga courses can be periodically recommended to the user, such as abdominal exercise courses, tired stretching courses, Pilates, and so on.
  • the server or terminal device establishes an initial fitness course recommendation model based on the corresponding relationship between the above-mentioned user types and fitness courses.
  • Each user type can correspond to one or more fitness courses, and each fitness course can be applied to one or more User type, this application does not specifically limit this.
  • the server can send the fitness course recommendation model to the terminal device with fitness application programs, and the terminal device will perform the operation of selecting the fitness course most suitable for the current user; the server can also Only the fitness course recommendation model is stored locally, and the terminal device installed with fitness applications obtains the relevant information of the current user and sends it to the server. The server will match the fitness course recommendation model in the fitness course recommendation model according to the relevant information of the current user. Fitness courses for the current user.
  • the initial fitness course recommendation model can be generated according to the data package of the application; or directly from the data package of the application Read the initial fitness course recommendation model.
  • the fitness course recommendation model can be obtained through a neural network.
  • the neural network can be created in advance based on historical data, customer feedback, etc.
  • the input of the neural network can be the above-mentioned body parameters, fitness goals, exercise capacity, etc., and the output can be a matching fitness course.
  • Step 502 When the current user uses the fitness application for the first time, obtain the current user's physical parameters, fitness goals, exercise experience, etc., classify the current user, and then push the fitness course to the current user.
  • the terminal device can obtain the above-mentioned data through questionnaires.
  • Figure 6 shows an exemplary schematic diagram of a questionnaire.
  • the terminal device displays a questionnaire on the touch screen after the current user registers an account. Questions of the questionnaire can include: height, gender, age, fitness years, fitness purpose, etc., please answer the current user.
  • the current user fills in the questionnaire by clicking, dragging, and entering characters.
  • the terminal device can display the above questionnaire on the display screen, and the user can fill in the questionnaire by operating the remote control, mobile phone and other external devices.
  • This application does not specifically limit the input method.
  • the terminal device can obtain the basic parameters of the current user who uses the fitness application, including height, gender, age, fitness years, fitness purpose, etc.
  • the fitness course that is most suitable for the user determined in step 502 is mainly based on the above-mentioned basic parameters of the current user.
  • the terminal device can also obtain the above-mentioned data through a wearable device (for example, a watch, glasses, earphone, etc.).
  • a wearable device for example, a watch, glasses, earphone, etc.
  • Figure 7 shows an exemplary schematic diagram incorporating a wearable device.
  • the terminal device can establish a wireless connection with the wearable device and read relevant data on the wearable device, including the user’s daily exercise volume. , Sleep duration, sleep quality curve, heart rate, etc. For example, if the user's daily exercise volume is less than 3000 steps, the exercise mileage is less than one kilometer, the sleep duration is more than 10 hours, and usually enters light sleep after 12 o'clock in the evening, for this user, aerobic exercise based on running can be recommended.
  • the length of running can be gradually lengthened according to the heart rate feedback from the wearable device.
  • some courses for relaxing muscles, stretching and stretching such as yoga, Pilates, etc.
  • the user’s sleep duration is less than 8 hours, and the time for deep sleep is less.
  • some yoga courses that help sleep can be recommended.
  • the terminal device needs to report the basic parameters of the current user to the server through the communication network.
  • the server determines the fitness course most suitable for the current user according to the basic parameters of the current user, and then selects the most suitable fitness course for the current user.
  • the fitness course is pushed to the terminal device of the current user.
  • the terminal device determines the fitness course most suitable for the current user according to the basic parameters of the current user, and then displays the fitness course most suitable for the current user on the touch screen.
  • FIGs 8a and 8b show exemplary schematic diagrams of the fitness course push interface on the mobile phone and TV, respectively.
  • multiple fitness courses are displayed on the screen of the terminal device or the TV.
  • the current user sees these fitness courses. After the course, you can click on the title of the fitness course you want to take, and click to select it. After receiving the instruction generated by the current user's click operation, the terminal device enters the display interface of the selected fitness course.
  • the terminal device can also display the introduction of the fitness course under each fitness course, including course content, Course length, exercise area, etc. As shown in Figures 9a and 9b.
  • FIGs 10a and 10b show exemplary images of fitness courses on mobile phones and TVs, respectively.
  • the fitness courses are demonstrated by real people and are videos of fitness exercises performed by the coach.
  • the current user follows the rhythm and movements of the coach Complete the fitness course.
  • the display interface of the fitness course can also display the content of the fitness course to the current user in the way of action decomposition.
  • a window is also set up to display the current user’s fitness screen, that is, the current user’s fitness video is captured by the camera, and the captured video is sent to the mobile phone or TV in real time, and the video can be viewed While the current user is exercising, it is displayed on the screen at the same time, so that the user can learn the movements demonstrated by the real person in the fitness course, and at the same time determine whether the movements are standard by watching the pictures of their own movements.
  • Figures 11a and 11b show exemplary images of fitness courses on mobile phones and TVs, respectively. As shown in Figures 11a and 11b, the fitness courses are disassembled and demonstrated by actions, which are images of each action performed by the coach. A diagram of each action is made, and the number, duration, and specification requirements of each action are introduced through text. The current user completes the illustrated action according to the text introduction.
  • the fitness course can also be displayed in other ways, which is not specifically limited in this application.
  • Step 503 During the fitness process of the current user, collect the fitness picture of the current user through the camera device, analyze the completion degree of the current user's movement through the fitness picture, and then judge the exercise ability of the current user, and recommend to the current user based on the exercise ability of the current user The current user’s fitness courses are adjusted.
  • the fitness course pushed to the current user in step 502 is determined by the basic parameters of the current user, and does not involve the current user's exercise ability. It may happen that some current users with poor exercise ability cannot afford the recommended fitness course, or it may There will be some current users with better athletic ability that the recommended fitness courses are not challenging. Therefore, in the current user's fitness process, this application adjusts the fitness course based on the current user's athletic ability. As for the current user’s exercise ability, the current user may not be able to draw accurate conclusions. Therefore, in this application, the server or terminal device collects the current user’s fitness screen through a camera, and uses image processing technology to identify the current fitness screen presented. The user's actions.
  • the standard action requires that the angle between the thigh and the calf after the knee bend is 90°, while the current user's action shows that the angle between the thigh and the calf is 120° , Indicating that the current user’s knee may have hidden problems and cannot bend freely; the standard action requires the current user to bend over to touch the toes with both hands, while the current user’s motion shows that his hands cannot touch the feet at all, indicating that the current user is more flexible Poor; the standard action requires the current user to complete 30 opening and closing jumps, and the current user is exhausted when jumping to 20, indicating that the current user's physical fitness is poor; and so on.
  • the fitness course that is most suitable for the user determined in step 503 is mainly based on the above-mentioned basic parameters of the current user, combined with the exercise ability of the current user.
  • the server or the terminal device can adjust the course based on the fitness course determined in step 502 in combination with the current user's athletic ability, so that the current user can strengthen the areas where training is insufficient and avoid actions that may cause injuries. For example, if the current user's joint flexibility is not enough, we can recommend more fitness courses that exercise joint flexibility from weak to strong; if the current user's flexibility is poor, we can recommend more from weak to strong Fitness classes for flexibility; etc.
  • the terminal device needs to report the current user’s exercise capacity or the current user’s fitness screen to the server via the communication network, or the camera device directly sends the current user’s fitness screen to the server via the communication network.
  • the server determines the fitness course most suitable for the current user according to the current user's basic parameters and athletic ability, and then pushes the fitness course most suitable for the current user to the terminal device of the current user.
  • the terminal device directly shoots the current user's fitness screen through the camera, or the camera device sends the current user's fitness screen to the terminal device through the communication network, and the terminal device determines according to the current user's fitness screen According to the current user's athletic ability, the fitness course most suitable for the current user is determined according to the basic parameters and athletic ability of the current user, and then the fitness course most suitable for the current user is displayed on the touch screen.
  • the terminal device can be the next time the current user logs in to the fitness application, or when the current user uses the fitness application to exercise (for example, just finished a fitness course, or did not open the fitness course, and is browsing the fitness courses provided by the application) List, etc.), the fitness course that is most suitable for the current user determined in step 503 is displayed on the touch screen.
  • the push interface of the fitness course please refer to Figures 8a and 8b, which will not be repeated here.
  • Step 504 After the current user has finished exercising, obtain the current user's feedback on the fitness course, and determine the current user's satisfaction with the pushed fitness course based on the feedback.
  • the terminal device can obtain the current user’s feedback on the fitness course by liking, forwarding, sharing, filling in the questionnaire, etc., that is, the terminal device displays the feedback interface on the touch screen after a fitness course is over, and the current user is requested to follow this fitness course
  • the experience of determining whether to like, repost or share it usually the current user will like it if they are satisfied with the fitness course, or they will want to repost and share it with others if they are satisfied, so if the current user likes, The operation of forwarding or sharing can be considered that the current user is satisfied with this fitness course.
  • the feedback of current users that can be obtained by the questionnaire is more detailed, including the current user’s satisfaction with the fitness course, whether they are willing to share it with others, and whether there is room for improvement.
  • Figure 12 shows an exemplary schematic diagram of the current user feedback interface.
  • the terminal device displays the feedback interface on the touch screen after a fitness course is over.
  • the interface includes three satisfaction options: I like it very much. , Like and Normal, the current user clicks on the corresponding control to make a selection.
  • the terminal device can also determine the current user’s preference for fitness courses according to the current user’s selection of fitness courses.
  • the terminal device displays the pushed fitness courses on the touch screen, and the current user selects the courses he wants to take.
  • the current user is interested in the course to choose, so the above course selection operation of the current user can also be used as a basis for obtaining the current user's preferences.
  • Step 505 If the current user is highly satisfied with the fitness course, record the relevant information of the current user and the fitness course pushed to him, and update the fitness course recommendation model accordingly, so as to directly recommend fitness courses to other similar current users .
  • Satisfaction can be expressed as a percentage. Higher satisfaction can mean that the percentage of satisfaction is higher than the set threshold, and lower satisfaction can mean that the percentage of satisfaction is lower than the set threshold. Satisfaction can be expressed by very satisfied, satisfied, average, Four levels of dissatisfaction indicate that very satisfied and satisfied indicate higher satisfaction, and general and dissatisfied indicate lower satisfaction. Satisfaction can also be expressed in other ways, which is not specifically limited in this application.
  • a fitness course that satisfies the current user is recommended to a current user, and the current user’s basic parameters, athletic ability, and/or preference requirements are not in the corresponding user type.
  • Fitness courses that users are satisfied with so the server or terminal device can update the existing fitness course recommendation model, increase the current user’s basic parameters, athletic ability and/or preference requirements, etc., and increase the user’s basic parameters and athletic ability And/or the corresponding relationship between preference needs, etc. and the aforementioned fitness course that satisfies the current user.
  • the fitness course recommendation model can be gradually expanded, and the included information that affects the fitness process becomes more and more diverse and rich, and thus can be adapted to more and more user types.
  • Step 506 If the current user's satisfaction with the fitness course is low, push other fitness courses similar to the current user to the current user.
  • the server or the terminal device can find other users who are the same or similar to the current user's basic parameters, athletic ability, and/or preference requirements from the fitness course recommendation model, and obtain the fitness course corresponding to the other user and push it to the current user.
  • the server or terminal device performs the above steps 502 or 503 to obtain the most suitable fitness for the current user. course.
  • the fitness course that is most suitable for the user is determined according to the user's basic parameters, athletic ability, and/or preference requirements, so that the pushed fitness course is more in line with the user's individual needs.
  • the terminal device can also perform a set of user evaluation processing procedures, that is, the terminal device is on the display screen or The touch screen prompts the user to perform a set of prescribed actions, and then evaluates the user's athletic ability based on the results of the prescribed actions.
  • Image evaluation can also be used, such as asking the user to perform a set of actions, and then the user fills in a questionnaire based on the results of the completed actions, and evaluates the user's athletic ability based on the content of the questionnaire.
  • the user can also be asked to wear a wearable device during the action, and the user's exercise ability can be evaluated by the wearable device.
  • the above-mentioned evaluation process can adopt the functional movement screen (FMS) method, which consists of 7 movements, which can be used for the basic movement ability (for example, flexibility, stability, strength, and/or endurance) of various groups of people. Power, etc.) evaluation.
  • FMS functional movement screen
  • the Y balance test method can also be used. This application does not specifically limit the evaluation method.
  • the terminal device can play videos, and professional coaches will demonstrate the prescribed actions and explain the standard specifications, or the terminal device can play the fixed pictures of the standardized actions and explain the standard specifications of the corresponding actions in words.
  • the terminal device turns on the camera while the current user is performing a standardized action, records the user's actions through the camera, and then analyzes the captured video to determine the degree of completion of the user's actions, thereby obtaining the user's athletic ability.
  • the terminal device may allow the user to fill in a questionnaire, which requires the user to fill in the results of completing a prescribed action. For example, the longest duration of the plank, the maximum number of opening and closing jumps, etc.
  • the terminal device obtains the user's athletic ability according to the results filled in by the user.
  • the server or terminal device can add the user’s exercise ability evaluation results in addition to the user’s basic parameters to make the push The fitness courses are more in line with the individual needs of users.
  • the server or terminal device can register the account of the fitness application through the user, and associate it with other devices, such as the wearable device in Figure 2, and the wireless device in the smart home (such as body fat scale, Sphygmomanometers, etc.), wireless devices in remote medical (such as disease information collection modules, medical cards, etc.), etc., through these devices to obtain the current user’s health status (such as disease records, psychological stress, etc.), sleep quality ( For example, the time to fall asleep, the length of deep sleep, etc.).
  • the above-mentioned health status such as disease records, psychological stress, etc.
  • sleep quality such as time to fall asleep, length of deep sleep, etc.
  • the server or terminal device associates a wearable heart rate device with an account to obtain the current user's real-time heart rate changes during and after exercise, and evaluate the user's physical fitness based on the heart rate changes, including the current user's maximum heart rate, reserve heart rate, and heart rate Responding speed, etc., adjust the fitness courses recommended to the current user according to the results of the physical fitness assessment.
  • the server or terminal device can also determine the exercise effect of the action on the user based on the user’s heart rate change during exercise. For example, if the user’s heart rate rises slowly during aerobic exercise, it means that the action has a poor exercise effect on the user. And adjust the fitness course recommended to the current user according to the exercise effect.
  • the server or terminal device associates multiple devices through accounts, including wireless devices in telemedicine (file system of medical structure hospitals, current user's medical account), wireless devices in smart homes (body fat scales, weight scales) , Blood pressure monitors, etc.), bracelets, etc., to obtain the current user’s medical records, physical examination reports, sleep records, etc., and determine the fitness courses recommended to the current user based on these records.
  • wireless devices in telemedicine file system of medical structure hospitals, current user's medical account
  • wireless devices in smart homes body fat scales, weight scales
  • Blood pressure monitors etc.
  • bracelets etc.
  • Table 1 shows an exemplary recommendation model for fitness courses.
  • Table 1 provides some recommended methods for fitness courses, but this application is not limited to the course push methods in Table 1, which is not specifically limited.
  • the user may log in to different devices with different accounts or information, and the server or terminal device cannot associate with other devices based on the account.
  • the server or terminal device can also be combined with other information.
  • the server can integrate the user information reported by a large number of devices and perform processing on it. Analyze and determine which devices are the same users who log in based on the strong correlation between the information, and then associate these devices.
  • the server or terminal device uses a camera to take pictures of the current user during exercise, or take pictures of the space around the user during exercise. These pictures include not only the current user, but also the environment where the current user is located. Or the terminal device recognizes objects such as walls and obstacles in the screen through algorithms such as line segment detector (LSD) and target detection (single shot multibox detector, SSD), and estimates the space size of the environment where the current user is located.
  • LSD line segment detector
  • target detection single shot multibox detector
  • the server or terminal device determines the recommended fitness course, it can also combine the space size of the environment where the current user is located. If it is found that this fitness action cannot be completed in the current environment, select a fitness course with similar functions and meeting space requirements Instead, avoid the situation where fitness classes cannot be carried out due to space constraints.
  • the server stores the user’s relevant information and recommended fitness courses.
  • the user changes the terminal device, as long as the user logs in with the account at the time of registration, that is The fitness courses recommended to the user can be obtained from the server side, and there is no need to fill in the questionnaire again, determine the recommended fitness courses, etc., and improve the push efficiency.
  • the server or terminal device can respond to the fitness course according to the determined fitness course or the user’s feedback. It is recommended that the model be updated.
  • the creation and update of the fitness course recommendation model in this application can be achieved through machine learning, deep learning, reinforcement learning, etc.
  • the input includes the user's physical parameters, fitness goals, exercise capacity, health status, sleep quality, and user's response to fitness courses.
  • the multiple data used in this application to determine the fitness course most suitable for the current user may include one or more of the following information: physical parameters (such as height, weight, age, gender, etc.), fitness purpose (such as Fat loss, shaping, muscle gain, etc.), athletic ability (such as joint flexibility, lower limb strength, core strength, upper limb strength, physical fitness, etc.), health status (such as disease records, psychological stress, etc.), sleep quality (such as time to fall asleep , Deep sleep duration, etc.), external space environment (such as indoor, outdoor, space size, etc.), and user feedback (such as course likes, class experience, course click-through rate, course collection rate, etc.).
  • physical parameters such as height, weight, age, gender, etc.
  • fitness purpose such as Fat loss, shaping, muscle gain, etc.
  • athletic ability such as joint flexibility, lower limb strength, core strength, upper limb strength, physical fitness, etc.
  • health status such as disease records, psychological stress, etc.
  • sleep quality such as time to fall asleep , Deep sleep duration, etc.
  • the physical parameters and fitness purpose in this information are basic parameters that cannot be omitted, and they are the recommended basis for fitness courses when the current user uses the fitness application for the first time.
  • Other information is optional information, that is, the server or terminal device can determine the fitness course most suitable for the current user based on one or more of the basic parameters.
  • the server or terminal device can determine the fitness course most suitable for the current user based on one or more of the basic parameters.
  • the more information that is combined the closer the portrait will be to the user, and the closer the portrait is to the user, the more suitable the fitness course pushed for this portrait will be for the user.
  • the steps of the foregoing method embodiments may be completed by hardware integrated logic circuits in the processor or instructions in the form of software.
  • the processor can be a general-purpose processor, digital signal processor (digital signal processor, DSP), application-specific integrated circuit (ASIC), field programmable gate array (field programmable gate array, FPGA) or other Programming logic devices, discrete gates or transistor logic devices, discrete hardware components.
  • the general-purpose processor may be a microprocessor or the processor may also be any conventional processor or the like.
  • the steps of the method disclosed in the embodiments of the present application may be directly embodied as being executed and completed by a hardware encoding processor, or executed and completed by a combination of hardware and software modules in the encoding processor.
  • the software module can be located in a mature storage medium in the field, such as random access memory, flash memory, read-only memory, programmable read-only memory, or electrically erasable programmable memory, registers.
  • the storage medium is located in the memory, and the processor reads the information in the memory and completes the steps of the above method in combination with its hardware.
  • the memory mentioned in the above embodiments may be volatile memory or non-volatile memory, or may include both volatile and non-volatile memory.
  • the non-volatile memory can be read-only memory (ROM), programmable read-only memory (programmable ROM, PROM), erasable programmable read-only memory (erasable PROM, EPROM), and electrically available Erase programmable read-only memory (electrically EPROM, EEPROM) or flash memory.
  • the volatile memory may be random access memory (RAM), which is used as an external cache.
  • RAM random access memory
  • static random access memory static random access memory
  • dynamic RAM dynamic RAM
  • DRAM dynamic random access memory
  • synchronous dynamic random access memory synchronous DRAM, SDRAM
  • double data rate synchronous dynamic random access memory double data rate SDRAM, DDR SDRAM
  • enhanced synchronous dynamic random access memory enhanced SDRAM, ESDRAM
  • synchronous connection dynamic random access memory serial DRAM, SLDRAM
  • direct rambus RAM direct rambus RAM
  • the disclosed system, device, and method can be implemented in other ways.
  • the device embodiments described above are merely illustrative.
  • the division of the units is only a logical function division, and there may be other divisions in actual implementation, for example, multiple units or components may be combined or It can be integrated into another system, or some features can be ignored or not implemented.
  • the displayed or discussed mutual coupling or direct coupling or communication connection may be indirect coupling or communication connection through some interfaces, devices or units, and may be in electrical, mechanical or other forms.
  • the units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in one place, or they may be distributed on multiple network units. Some or all of the units may be selected according to actual needs to achieve the objectives of the solutions of the embodiments.
  • the functional units in the various embodiments of the present application may be integrated into one processing unit, or each unit may exist alone physically, or two or more units may be integrated into one unit.
  • the function is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer readable storage medium.
  • the technical solution of the present application essentially or the part that contributes to the existing technology or the part of the technical solution can be embodied in the form of a software product, and the computer software product is stored in a storage medium, including Several instructions are used to make a computer device (personal computer, server, or network device, etc.) execute all or part of the steps of the method described in each embodiment of the present application.
  • the aforementioned storage media include: U disk, mobile hard disk, read-only memory (read-only memory, ROM), random access memory (random access memory, RAM), magnetic disks or optical disks and other media that can store program codes. .

Abstract

A workout class recommendation method and apparatus, said method comprising: obtaining body state information of a current user, the body state information coming from one or many devices among smart home, medical platform, and wearable devices; determining a workout class appropriate for the current user according to the body state information; recommending said workout class appropriate for the current user. The present method allows a recommended workout class to better meet personalized needs of a user.

Description

健身课程推送方法和装置Method and device for pushing fitness courses
本申请要求于2020年4月27日提交中国国家知识产权局、申请号为202010344407.1、申请名称为“健身课程推送方法和装置”的中国专利申请的优先权,其全部内容通过引用结合在本申请中。This application claims the priority of a Chinese patent application filed with the State Intellectual Property Office of China, the application number is 202010344407.1, and the application name is "Fitness Course Push Method and Device" on April 27, 2020, the entire content of which is incorporated into this application by reference middle.
技术领域Technical field
本申请涉及计算机技术,尤其涉及一种健身课程推送方法和装置。This application relates to computer technology, in particular to a method and device for pushing fitness courses.
背景技术Background technique
近年来健身爱好者群体逐渐增大,健身类智能服务应运而生。在该类服务中,一个重要的功能是健身课程的推送,如何向用户推送最适合用户的健身课程是一个亟待解决的问题。In recent years, the group of fitness enthusiasts has gradually increased, and intelligent fitness services have emerged. In this type of service, an important function is the push of fitness courses. How to push users the most suitable fitness courses for users is an urgent problem to be solved.
相关技术中,可以根据用户的个人情况和训练目的制定并调整用户的训练计划,向用户推送相关健身课程。但是,这种方法推送的健身课程较为程式化,不能完全满足用户的个性化需求。In related technologies, the user's training plan can be formulated and adjusted according to the user's personal situation and training purpose, and related fitness courses can be pushed to the user. However, the fitness courses pushed by this method are relatively programmatic and cannot fully meet the individual needs of users.
发明内容Summary of the invention
本申请提供一种健身课程推送方法和装置,以使得推送的健身课程更符合用户的个性化需求。This application provides a method and device for pushing fitness courses, so that the pushed fitness courses are more in line with the personalized needs of users.
第一方面,本申请提供一种健身课程推送方法,包括:获取当前用户的身体状态信息,所述身体状态信息来自可穿戴设备、智能家居、医疗平台中的一个或多个设备;根据所述身体状态信息确定适用于所述当前用户的健身课程;推送所述适用于所述当前用户的健身课程。In the first aspect, this application provides a method for pushing fitness courses, including: obtaining physical state information of the current user, the physical state information coming from one or more of wearable devices, smart homes, and medical platforms; according to the The body state information determines the fitness course suitable for the current user; and pushes the fitness course suitable for the current user.
本申请通过根据用户的身体状态信息确定最适合用户的健身课程,该身体状态信息具有可穿戴设备、智能家居、医疗平台等多种来源,使得推送的健身课程更符合用户的个性化需求。This application determines the fitness course most suitable for the user according to the user's physical state information, which has multiple sources such as wearable devices, smart homes, and medical platforms, so that the pushed fitness courses are more in line with the user's personalized needs.
在一种可能的实现方式中,所述身体状态信息包括:体脂率、日均活动量、睡眠时间、压力指数、心肺数据、医疗记录和体检报告中的一个或多个信息,其中,所述体脂率来自所述智能家居,所述日均活动量、所述睡眠时间和所述心肺数据来自所述可穿戴设备,所述压力指数、所述医疗记录和所述体检报告来自所述医疗平台。In a possible implementation, the body state information includes one or more of body fat rate, average daily activity level, sleep time, stress index, cardiopulmonary data, medical records, and physical examination reports. The body fat rate comes from the smart home, the daily average amount of activity, the sleep time, and the cardiopulmonary data come from the wearable device, and the stress index, the medical record, and the physical examination report come from the Medical platform.
在一种可能的实现方式中,所述身体状态信息还包括:所述当前用户的个人信息和/或健身目的,所述个人信息包括年龄、性别、身高、体重和工作类别中的一个或多个信息,所述个人信息和所述健身目的来自所述当前用户的调查问卷或者与所述当前用户的个人账号关联的应用程序或设备。In a possible implementation, the physical state information further includes: the personal information and/or fitness purpose of the current user, and the personal information includes one or more of age, gender, height, weight, and job category. Pieces of information, the personal information and the fitness purpose come from a questionnaire of the current user or an application or device associated with the personal account of the current user.
在一种可能的实现方式中,所述身体状态信息还包括:所述当前用户的运动能力,所述运动能力包括关节灵活度、肢体力量、核心力量和体能中的一个或多个信息,所述运动能力来自所述可穿戴设备或者所述当前用户的健身环境中的摄像装置拍摄的健身视频。In a possible implementation, the physical state information further includes: the current user's athletic ability, the athletic ability includes one or more of joint flexibility, limb strength, core strength, and physical fitness, so The exercise ability comes from a fitness video shot by the wearable device or the camera device in the fitness environment of the current user.
用户的上述身体状态信息包括来自可穿戴设备、智能家居、医疗平台等多种应用程序 或设备,还可以来自调查问卷、摄像装置等,多方采集用户的身体状态信息,使得基于这些身体状态信息画得的用户画像更贴近实际情况,进而使得推送的健身课程更符合用户的个性化需求。The above-mentioned physical state information of the user includes various applications or equipment from wearable devices, smart homes, medical platforms, etc., and can also come from questionnaires, camera devices, etc. The obtained user portraits are closer to the actual situation, which makes the pushed fitness courses more in line with the individual needs of users.
在一种可能的实现方式中,还包括:获取所述当前用户的反馈信息,所述反馈信息包括课程点击率、点赞记录、课程收藏记录和上课心得记录中的一个或多个信息;所述根据所述身体状态信息确定适用于所述当前用户的健身课程,包括:根据所述身体状态信息和所述当前用户的反馈信息确定适用于所述当前用户的健身课程。In a possible implementation manner, the method further includes: obtaining feedback information of the current user, the feedback information including one or more of course click-through rate, like record, course collection record, and class experience record; The determining the fitness course suitable for the current user according to the body state information includes: determining the fitness course suitable for the current user according to the body state information and feedback information of the current user.
藉由用户的额反馈信息能更直观的反应用户对健身课程的喜好度。The user's feedback information can more intuitively reflect the user's preference for fitness courses.
在一种可能的实现方式中,还包括:通过所述当前用户的健身环境中的摄像装置拍摄的健身视频确定所述当前用户的健身环境的空间大小;所述根据所述身体状态信息确定适用于所述当前用户的健身课程,包括:根据所述身体状态信息,以及所述当前用户的反馈信息和/或所述当前用户的健身环境的空间大小确定适用于所述当前用户的健身课程。In a possible implementation manner, the method further includes: determining the size of the space of the current user's fitness environment through the fitness video shot by the camera device in the current user's fitness environment; The fitness course for the current user includes: determining a fitness course suitable for the current user according to the body state information, the feedback information of the current user and/or the size of the space of the fitness environment of the current user.
通过健身实时画面了解用户的健身环境,以便于推送更符合该环境的健身课程。Learn about the user's fitness environment through the fitness real-time screen, so that you can push fitness courses that are more in line with the environment.
在一种可能的实现方式中,所述获取当前用户的身体状态信息之前,还包括:根据所述当前用户的个人账号关联一个或多个设备,所述一个或多个设备包括所述可穿戴设备、所述智能家居、所述医疗平台和所述摄像装置中的一个或多个设备;和/或,据所述当前用户的个人账号关联一个或多个应用程序。In a possible implementation, before acquiring the physical state information of the current user, the method further includes: associating one or more devices according to the personal account of the current user, the one or more devices including the wearable One or more of the equipment, the smart home, the medical platform, and the camera device; and/or one or more applications are associated with the personal account of the current user.
通过用户的个人账号关联多个设备,以便于收集更多与用户的身体状态相关的信息。Connect multiple devices through the user's personal account, so as to collect more information related to the user's physical state.
在一种可能的实现方式中,所述根据所述身体状态信息确定适用于所述当前用户的健身课程,包括:根据所述身体状态信息通过预先创建的健身课程推荐模型确定适用于所述当前用户的健身课程。In a possible implementation manner, the determining a fitness course suitable for the current user according to the body state information includes: determining a fitness course suitable for the current user through a pre-created fitness course recommendation model according to the body state information Fitness classes for users.
在一种可能的实现方式中,还包括:根据专家知识、历史用户的所述身体状态信息、历史用户的所述反馈信息、历史用户的所述健身环境的空间大小以及历史健身课程推送记录中的一个或多个信息创建所述健身课程推荐模型。In a possible implementation manner, it further includes: pushing records according to expert knowledge, the physical state information of the historical user, the feedback information of the historical user, the space size of the fitness environment of the historical user, and the historical fitness course One or more pieces of information to create the fitness course recommendation model.
健身课程推荐模型可以智能化的贴近不同的用户和需求。The fitness course recommendation model can be intelligently close to different users and needs.
在一种可能的实现方式中,所述推送所述适用于所述当前用户的健身课程之后,还包括:判断已推送的健身课程是否适合所述当前用户;若所述已推送的健身课程不适合所述当前用户,则确定适用于所述当前用户的新的健身课程。In a possible implementation, after the pushing the fitness course applicable to the current user, the method further includes: judging whether the pushed fitness course is suitable for the current user; if the pushed fitness course is not If it is suitable for the current user, a new fitness course suitable for the current user is determined.
第二方面,本申请提供一种健身课程推送装置,包括:获取模块,用于获取当前用户的身体状态信息,所述身体状态信息来自可穿戴设备、智能家居、医疗平台中的一个或多个设备;处理模块,用于根据所述身体状态信息确定适用于所述当前用户的健身课程;推送所述适用于所述当前用户的健身课程。In a second aspect, this application provides a fitness course push device, including: an acquisition module for acquiring physical state information of the current user, the physical state information coming from one or more of wearable devices, smart homes, and medical platforms Equipment; a processing module for determining a fitness course suitable for the current user according to the body state information; pushing the fitness course suitable for the current user.
在一种可能的实现方式中,所述身体状态信息包括:体脂率、日均活动量、睡眠时间、压力指数、心肺数据、医疗记录和体检报告中的一个或多个信息,其中,所述体脂率来自所述智能家居,所述日均活动量、所述睡眠时间和所述心肺数据来自所述可穿戴设备,所述压力指数、所述医疗记录和所述体检报告来自所述医疗平台。In a possible implementation, the body state information includes one or more of body fat rate, average daily activity level, sleep time, stress index, cardiopulmonary data, medical records, and physical examination reports. The body fat rate comes from the smart home, the daily average amount of activity, the sleep time, and the cardiopulmonary data come from the wearable device, and the stress index, the medical record, and the physical examination report come from the Medical platform.
在一种可能的实现方式中,所述身体状态信息还包括:所述当前用户的个人信息和/或健身目的,所述个人信息包括年龄、性别、身高、体重和工作类别中的一个或多个信息,所述个人信息和所述健身目的来自所述当前用户的调查问卷或者与所述当前用户的个人 账号关联的应用程序或设备。In a possible implementation, the physical state information further includes: the personal information and/or fitness purpose of the current user, and the personal information includes one or more of age, gender, height, weight, and job category. Pieces of information, the personal information and the fitness purpose come from a questionnaire of the current user or an application or device associated with the personal account of the current user.
在一种可能的实现方式中,所述身体状态信息还包括:所述当前用户的运动能力,所述运动能力包括关节灵活度、肢体力量、核心力量和体能中的一个或多个信息,所述运动能力来自所述可穿戴设备或者所述当前用户的健身环境中的摄像装置拍摄的健身视频。In a possible implementation, the physical state information further includes: the current user's athletic ability, the athletic ability includes one or more of joint flexibility, limb strength, core strength, and physical fitness, so The exercise ability comes from a fitness video shot by the wearable device or the camera device in the fitness environment of the current user.
在一种可能的实现方式中,所述获取模块,还用于获取所述当前用户的反馈信息,所述反馈信息包括课程点击率、点赞记录、课程收藏记录和上课心得记录中的一个或多个信息;所述处理模块,还用于根据所述身体状态信息和所述当前用户的反馈信息确定适用于所述当前用户的健身课程。In a possible implementation manner, the acquisition module is also used to acquire feedback information of the current user, and the feedback information includes one or one of course click-through rate, like record, course collection record, and class experience record. Multiple pieces of information; the processing module is also used to determine a fitness course suitable for the current user according to the body state information and the feedback information of the current user.
在一种可能的实现方式中,所述处理模块,还用于通过所述当前用户的健身环境中的摄像装置拍摄的健身视频确定所述当前用户的健身环境的空间大小;根据所述身体状态信息,以及所述当前用户的反馈信息和/或所述当前用户的健身环境的空间大小确定适用于所述当前用户的健身课程。In a possible implementation, the processing module is further configured to determine the spatial size of the current user's fitness environment through the fitness video shot by the camera device in the current user's fitness environment; Information, and the feedback information of the current user and/or the size of the space of the fitness environment of the current user determine a fitness course suitable for the current user.
在一种可能的实现方式中,所述处理模块,还用于根据所述当前用户的个人账号关联一个或多个设备,所述一个或多个设备包括所述可穿戴设备、所述智能家居、所述医疗平台和所述摄像装置中的一个或多个设备;和/或,据所述当前用户的个人账号关联一个或多个应用程序。In a possible implementation manner, the processing module is further configured to associate one or more devices according to the personal account of the current user, and the one or more devices include the wearable device, the smart home One or more devices in the medical platform and the camera device; and/or one or more applications are associated with the personal account of the current user.
在一种可能的实现方式中,所述处理模块,具体用于根据所述身体状态信息通过预先创建的健身课程推荐模型确定适用于所述当前用户的健身课程。In a possible implementation manner, the processing module is specifically configured to determine a fitness course suitable for the current user through a pre-created fitness course recommendation model according to the body state information.
在一种可能的实现方式中,所述处理模块,还用于根据专家知识、历史用户的所述身体状态信息、历史用户的所述反馈信息、历史用户的所述健身环境的空间大小以及历史健身课程推送记录中的一个或多个信息创建所述健身课程推荐模型。In a possible implementation manner, the processing module is also used for the physical state information of the historical user, the feedback information of the historical user, the spatial size and history of the fitness environment of the historical user, and the processing module One or more pieces of information in the fitness course push record create the fitness course recommendation model.
在一种可能的实现方式中,所述处理模块,还用于判断已推送的健身课程是否适合所述当前用户;若所述已推送的健身课程不适合所述当前用户,则确定适用于所述当前用户的新的健身课程。In a possible implementation, the processing module is also used to determine whether the pushed fitness course is suitable for the current user; if the pushed fitness course is not suitable for the current user, it is determined to be suitable for the current user. Describe the current user’s new fitness course.
第三方面,本申请提供一种终端设备,包括:一个或多个处理器;存储器,用于存储一个或多个程序;当所述一个或多个程序被所述一个或多个处理器执行,使得所述一个或多个处理器实现如上述第一方面中任一项所述的方法。In a third aspect, this application provides a terminal device, including: one or more processors; a memory, used to store one or more programs; when the one or more programs are executed by the one or more processors , Enabling the one or more processors to implement the method according to any one of the foregoing first aspects.
第四方面,本申请提供一种计算机可读存储介质,包括计算机程序,所述计算机程序在计算机上被执行时,使得所述计算机执行上述第一方面中任一项所述的方法。In a fourth aspect, the present application provides a computer-readable storage medium, including a computer program, which when executed on a computer, causes the computer to execute the method described in any one of the above-mentioned first aspects.
第五方面,本申请提供一种计算机程序,当所述计算机程序被计算机执行时,用于执行上述第一方面中任一项所述的方法。In a fifth aspect, the present application provides a computer program, when the computer program is executed by a computer, it is used to execute the method described in any one of the above-mentioned first aspects.
附图说明Description of the drawings
图1示出了本申请提供的健身课程的智能推送系统的一个示例性的框架图;Figure 1 shows an exemplary frame diagram of the intelligent push system for fitness courses provided by this application;
图2示出了本申请提供的健身课程的智能推送系统的一个示例性的示意图;Figure 2 shows an exemplary schematic diagram of the intelligent push system for fitness courses provided by the present application;
图3为本申请提供的服务器300的一个示例性的结构框图;FIG. 3 is an exemplary structural block diagram of the server 300 provided by this application;
图4示出了终端设备400的结构示意图;FIG. 4 shows a schematic structural diagram of a terminal device 400;
图5为本申请健身课程推送方法实施例的流程图;Fig. 5 is a flowchart of an embodiment of a method for applying for a fitness course push;
图6示出了问卷的一个示例性的示意图;Figure 6 shows an exemplary schematic diagram of the questionnaire;
图7示出了结合可穿戴设备的一个示例性的示意图;Fig. 7 shows an exemplary schematic diagram of incorporating a wearable device;
图8a和8b分别示出了手机和TV上的健身课程推送界面的示例性示意图;8a and 8b respectively show exemplary schematic diagrams of fitness course push interfaces on mobile phones and TVs;
图9a和9b分别示出了手机和TV上的健身课程的简介的示例性画面;Figures 9a and 9b respectively show exemplary screens of brief introductions to fitness courses on mobile phones and TV;
图10a和10b分别示出了手机和TV上的健身课程的示例性画面;Figures 10a and 10b respectively show exemplary pictures of fitness classes on a mobile phone and a TV;
图11a和图11b分别示出了手机和TV上的健身课程的示例性画面;Fig. 11a and Fig. 11b respectively show exemplary pictures of fitness courses on a mobile phone and a TV;
图12示出了当前用户反馈界面的一个示例性的示意图。Fig. 12 shows an exemplary schematic diagram of the current user feedback interface.
具体实施方式Detailed ways
为使本申请的目的、技术方案和优点更加清楚,下面将结合本申请中的附图,对本申请中的技术方案进行清楚、完整地描述,显然,所描述的实施例是本申请一部分实施例,而不是全部的实施例。基于本申请中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本申请保护的范围。In order to make the purpose, technical solutions and advantages of this application clearer, the technical solutions in this application will be described clearly and completely in conjunction with the accompanying drawings in this application. Obviously, the described embodiments are part of the embodiments of this application. , Not all examples. Based on the embodiments in this application, all other embodiments obtained by those of ordinary skill in the art without creative work shall fall within the protection scope of this application.
本申请的说明书实施例和权利要求书及附图中的术语“第一”、“第二”等仅用于区分描述的目的,而不能理解为指示或暗示相对重要性,也不能理解为指示或暗示顺序。此外,术语“包括”和“具有”以及他们的任何变形,意图在于覆盖不排他的包含,例如,包含了一系列步骤或单元。方法、系统、产品或设备不必限于清楚地列出的那些步骤或单元,而是可包括没有清楚地列出的或对于这些过程、方法、产品或设备固有的其它步骤或单元。The terms "first", "second", etc. in the specification embodiments, claims, and drawings of this application are only used for the purpose of distinguishing description, and cannot be understood as indicating or implying relative importance, nor can it be understood as indicating Or imply the order. In addition, the terms "including" and "having" and any variations of them are intended to cover non-exclusive inclusions, for example, including a series of steps or units. The method, system, product, or device need not be limited to those clearly listed steps or units, but may include other steps or units that are not clearly listed or are inherent to these processes, methods, products, or devices.
应当理解,在本申请中,“至少一个(项)”是指一个或者多个,“多个”是指两个或两个以上。“和/或”,用于描述关联对象的关联关系,表示可以存在三种关系,例如,“A和/或B”可以表示:只存在A,只存在B以及同时存在A和B三种情况,其中A,B可以是单数或者复数。字符“/”一般表示前后关联对象是一种“或”的关系。“以下至少一项(个)”或其类似表达,是指这些项中的任意组合,包括单项(个)或复数项(个)的任意组合。例如,a,b或c中的至少一项(个),可以表示:a,b,c,“a和b”,“a和c”,“b和c”,或“a和b和c”,其中a,b,c可以是单个,也可以是多个。It should be understood that in this application, "at least one (item)" refers to one or more, and "multiple" refers to two or more. "And/or" is used to describe the association relationship of associated objects, indicating that there can be three types of relationships, for example, "A and/or B" can mean: only A, only B, and both A and B , Where A and B can be singular or plural. The character "/" generally indicates that the associated objects before and after are in an "or" relationship. "The following at least one item (a)" or similar expressions refers to any combination of these items, including any combination of a single item (a) or a plurality of items (a). For example, at least one of a, b, or c can mean: a, b, c, "a and b", "a and c", "b and c", or "a and b and c" ", where a, b, and c can be single or multiple.
本申请提供了一种健身课程的智能推送系统,该系统主要解决健身类的应用程序(application,APP)中如何向用户推送最适合用户的健身课程的问题。通常健身过程受到用户的身体条件、健身目的、运动能力、健康状况、睡眠质量、心理压力以及外部空间环境等多方面信息的影响,只有综合考虑尽可能多的信息,才能制定最适合用户的训练计划,进而推荐最适合用户的健身课程。This application provides an intelligent push system for fitness courses, which mainly solves the problem of how to push the most suitable fitness courses to users in fitness applications (APP). Generally, the fitness process is affected by the user’s physical condition, fitness purpose, exercise ability, health status, sleep quality, psychological pressure, and external space environment. Only by comprehensively considering as much information as possible can we formulate the most suitable training for the user. Plan, and then recommend the most suitable fitness courses for users.
图1示出了本申请提供的健身课程的智能推送系统的一个示例性的框架图,如图1所示,自适应推荐模块收集多项数据,该多项数据包括以下一种或多种信息:身体参数(例如身高、体重、年龄、性别等)、健身目的(例如减脂、塑形、增肌等)、运动能力(例如关节灵活度、下肢力量、核心力量、上肢力量、体能等)、健康状况(例如疾病记录、心理压力等)、睡眠质量(例如入睡时间、深睡时长等)、外部空间环境(例如室内、室外、空间大小等)以及用户反馈(例如课程点赞情况、上课心得、课程点击率、课程收藏率等)。自适应推荐模块根据上述多项数据确定最适合用户的健身课程。Figure 1 shows an exemplary framework diagram of the intelligent push system for fitness courses provided by the present application. As shown in Figure 1, the adaptive recommendation module collects a number of data, which includes one or more of the following information : Physical parameters (such as height, weight, age, gender, etc.), fitness goals (such as fat loss, shaping, muscle gain, etc.), athletic ability (such as joint flexibility, lower limb strength, core strength, upper limb strength, physical fitness, etc.) , Health status (such as disease records, psychological stress, etc.), sleep quality (such as time to fall asleep, deep sleep time, etc.), external spatial environment (such as indoors, outdoors, space size, etc.), and user feedback (such as class likes, class Experience, course click-through rate, course collection rate, etc.). The adaptive recommendation module determines the fitness course most suitable for the user based on the above-mentioned multiple data.
可选的,自适应推荐模块将该健身课程推送给用户后,可以再收集课程完成情况评估(例如课程完成比例、课程完成时长等),以在之后的课程推送中还可以采纳该课程完成情况评估。Optionally, after the adaptive recommendation module pushes the fitness course to the user, it can collect course completion assessments (such as course completion ratio, course completion time, etc.), so that the course completion status can also be adopted in subsequent course pushes Evaluate.
由此可见,本申请提供的健身课程的智能推送系统,可以综合考虑多种影响健身过程的信息,这些信息也反映出了用户的当前状况,包括其身体、心理、健身需求、健身偏好、健身环境等,亦即结合这些信息可以对用户的当前状况得出一个画像,结合的信息越多得到的画像越贴近用户,而画像越贴近用户,那么针对这个画像推送的健身课程越适合于用户。It can be seen that the intelligent push system for fitness courses provided by this application can comprehensively consider a variety of information that affects the fitness process. This information also reflects the user's current status, including their physical, psychological, fitness needs, fitness preferences, and fitness. Environment, etc., that is, combining this information can get a portrait of the user's current situation. The more the combined information, the closer the portrait is to the user, and the closer the portrait is to the user, the more suitable the fitness course pushed for this portrait is for the user.
本申请提供的健身课程的智能推送系统可以包括服务器和终端设备,上述自适应推荐模块可以由该服务器实现,也可以由服务器和终端设备联合实现。The intelligent push system for fitness courses provided in this application may include a server and a terminal device, and the above-mentioned adaptive recommendation module may be implemented by the server, or may be implemented jointly by the server and the terminal device.
图2示出了本申请提供的健身课程的智能推送系统的一个示例性的示意图,图1所示的智能推送系统的框架可以部署于图2所示的系统上。如图2所示,该系统包括服务器、终端设备和一个或多个数据采集装置,服务器和终端设备之间可以通过通信网络进行数据传输,终端设备和一个或多个数据采集装置、服务器和一个或多个数据采集装置之间也可以通过通信网络进行数据传输。FIG. 2 shows an exemplary schematic diagram of the smart push system for fitness courses provided by the present application. The framework of the smart push system shown in FIG. 1 can be deployed on the system shown in FIG. 2. As shown in Figure 2, the system includes a server, terminal equipment and one or more data acquisition devices. The server and terminal equipment can transmit data through a communication network. The terminal equipment and one or more data acquisition devices, a server and one Or multiple data collection devices can also transmit data through a communication network.
该一个或多个数据采集装置可以包括可穿戴设备,例如,手表、眼镜、耳机等,智慧家庭(smart home)中的无线设备,例如体脂称、血压计等,摄像装置,例如,监控探头、摄像机、照相机等,远程医疗(remote medical)中的无线设备,例如,疾病信息采集模块、医疗卡等。其中,可穿戴设备采集用户的心率信号、指尖脉搏波信号等,体脂称采集用户的体重、身高等,摄像装置采集外部空间环境,血压计采集用户的血压,疾病信息采集模块接入医疗健康机构系统获取用户的健康信息。需要说明的是,数据采集装置还可以包括其他设备,本申请对此不作具体限定。The one or more data collection devices may include wearable devices, such as watches, glasses, earphones, etc., wireless devices in smart homes, such as body fat scales, sphygmomanometers, etc., and camera devices, such as monitoring probes. , Video cameras, cameras, etc., wireless devices in remote medical (remote medical), such as disease information collection modules, medical cards, etc. Among them, the wearable device collects the user's heart rate signal, fingertip pulse wave signal, etc., the body fat scale collects the user's weight, height, etc., the camera device collects the external space environment, the sphygmomanometer collects the user's blood pressure, and the disease information collection module is connected to the medical treatment. The health institution system obtains the user's health information. It should be noted that the data collection device may also include other equipment, which is not specifically limited in this application.
该终端设备又可称之为用户设备(user equipment,UE),可以部署在陆地上,包括室内或室外、手持或车载;也可以部署在水面上(如轮船等);还可以部署在空中(例如飞机、气球和卫星上等)。终端设备可以是手机(mobile phone)、平板电脑(pad)、智能电视机、音响、眼镜、手表、车机、耳机、虚拟现实(virtual reality,VR)设备、增强现实(augmented reality,AR)设备等,也可以是移动办公、智能家居、运动健康、影音娱乐及智能出行中的无线设备等,本申请对此不作限定。本申请中将前述终端设备及可设置于前述终端设备的芯片统称为终端设备。The terminal equipment can also be called user equipment (UE), which can be deployed on land, including indoor or outdoor, handheld or vehicle-mounted; it can also be deployed on the water (such as ships, etc.); it can also be deployed in the air ( For example, airplanes, balloons, satellites, etc.). Terminal devices can be mobile phones, tablets, smart TVs, stereos, glasses, watches, car machines, headsets, virtual reality (VR) devices, augmented reality (AR) devices It can also be wireless devices in mobile office, smart home, sports health, audio-visual entertainment, and smart travel, which are not limited in this application. In this application, the aforementioned terminal equipment and the chips that can be installed in the aforementioned terminal equipment are collectively referred to as terminal equipment.
需要说明的是,上述一个或多个数据采集装置可以与终端设备搭配使用,终端设备用于接收一个或多个数据采集装置发送的多项数据,并通过本申请提供的健身课程推送方法(下文将详细介绍)对数据进行处理,得到最适合用户的健身课程,推送给用户。It should be noted that the above-mentioned one or more data collection devices can be used in conjunction with a terminal device. The terminal device is used to receive multiple data sent by one or more data collection devices, and use the fitness course push method provided in this application (below It will be introduced in detail) to process the data to get the fitness course most suitable for the user and push it to the user.
可选地,上述一个或多个数据采集装置和终端设备可以为独立的设备,或者上述一个或多个数据采集装置和终端设备可以作为功能模块集成在一个设备中,本申请实施例对此不作限定。Optionally, the above-mentioned one or more data collection apparatuses and terminal devices may be independent devices, or the above-mentioned one or more data collection apparatuses and terminal devices may be integrated as functional modules in one device, which is not discussed in this embodiment of the application. limited.
在一种可能的实现方式中,上述一个或多个数据采集装置和终端设备为各自独立的设备,该终端设备可以通过通信网络接收数据采集装置发送的多项数据,再通过通信网络将多项数据上报给服务器,由服务器根据多项数据确定最适合用户的健身课程,服务器将该健身课程推送至用户的终端设备上。In a possible implementation manner, the above-mentioned one or more data collection devices and terminal devices are independent devices. The terminal device can receive multiple items of data sent by the data collection device through a communication network, and then combine multiple items of data through the communication network. The data is reported to the server, and the server determines the fitness course most suitable for the user based on multiple data, and the server pushes the fitness course to the user's terminal device.
在一种可能的实现方式中,上述一个或多个数据采集装置和终端设备为各自独立的设备,服务器可以通过通信网络直接接收数据采集装置发送的多项数据,再根据多项数据确定最适合用户的健身课程,服务器将该健身课程推送至用户的终端设备上。In a possible implementation manner, the one or more data collection devices and terminal equipment are independent devices, and the server can directly receive multiple data sent by the data collection device through the communication network, and then determine the most suitable data based on the multiple data. For the user’s fitness course, the server pushes the fitness course to the user’s terminal device.
在一种可能的实现方式中,上述一个或多个数据采集装置和终端设备为各自独立的设备,该终端设备可以通过通信网络接收数据采集装置发送的多项数据,由终端设备根据多项数据确定最适合用户的健身课程,终端设备将健身课程通过显示屏、触摸屏等显示给用户。In a possible implementation manner, the above-mentioned one or more data collection devices and terminal equipment are independent devices, and the terminal equipment can receive multiple pieces of data sent by the data collection device through a communication network, and the terminal equipment can receive multiple pieces of data according to the multiple pieces of data. Determine the fitness course most suitable for the user, and the terminal device will display the fitness course to the user through the display screen, touch screen, etc.
在一种可能的实现方式中,上述一个或多个数据采集装置和终端设备作为功能模块集成在一个设备中,该设备收集多项数据,根据多项数据确定最适合用户的健身课程,设备将健身课程通过显示屏、触摸屏等显示给用户。In a possible implementation, one or more of the above-mentioned data collection devices and terminal devices are integrated as functional modules in one device. The device collects multiple data and determines the fitness course most suitable for the user based on the multiple data. Fitness courses are displayed to users through display screens, touch screens, etc.
在一种可能的实现方式中,上述一个或多个数据采集装置和终端设备作为功能模块集成在一个设备中,该设备收集多项数据,再通过通信网络将多项数据上报给服务器,由服务器根据多项数据确定最适合用户的健身课程,服务器将该健身课程推送至用户的设备上。In a possible implementation, the one or more data collection devices and terminal devices mentioned above are integrated into one device as functional modules. The device collects multiple data, and then reports multiple data to the server through the communication network. The fitness course that is most suitable for the user is determined based on a number of data, and the server pushes the fitness course to the user's device.
需要说明的是,上述通信网络可以是局域网,也可以是通过中继(relay)设备转接的广域网,或者包括局域网和广域网。当该通信网络为局域网时,示例性的,该通信网络可以是wifi热点网络、wifi P2P网络、蓝牙网络、zigbee网络或近场通信(near field communication,NFC)网络等近距离通信网络。当该通信网络为广域网时,示例性的,该通信网络可以是第三代移动通信技术(3rd-generation wireless telephone technology,3G)网络、第四代移动通信技术(the 4th generation mobile communication technology,4G)网络、第五代移动通信技术(5th-generation mobile communication technology,5G)网络、未来演进的公共陆地移动网络(public land mobile network,PLMN)或因特网等,本申请实施例对此不作限定。It should be noted that the above-mentioned communication network may be a local area network, or a wide area network switched through a relay (relay) device, or include a local area network and a wide area network. When the communication network is a local area network, for example, the communication network may be a short-distance communication network such as a wifi hotspot network, a wifi P2P network, a Bluetooth network, a zigbee network, or a near field communication (NFC) network. When the communication network is a wide area network, for example, the communication network may be a 3rd-generation wireless telephone technology (3G) network, or the 4th generation mobile communication technology (4G). ) Network, 5th-generation mobile communication technology (5G) network, public land mobile network (PLMN) that will evolve in the future, or the Internet, etc., which are not limited in the embodiments of the present application.
示例性的,图2中的服务器可以采用图3所示的结构。图3为本申请提供的服务器300的一个示例性的结构框图。如图3所示,服务器300包括天线301、射频装置302和基带装置303。天线301与射频装置302连接。在上行方向上,射频装置302通过天线301接收来自终端设备的信号,并将接收到的信号发送给基带装置303进行处理。在下行方向上,基带装置303生成需要发送给终端设备的信号,并将生成的信号发送给射频装置302。射频装置302通过天线301将该信号发射出去。Exemplarily, the server in FIG. 2 may adopt the structure shown in FIG. 3. FIG. 3 is an exemplary structural block diagram of the server 300 provided by this application. As shown in FIG. 3, the server 300 includes an antenna 301, a radio frequency device 302, and a baseband device 303. The antenna 301 is connected to the radio frequency device 302. In the uplink direction, the radio frequency device 302 receives the signal from the terminal device through the antenna 301, and sends the received signal to the baseband device 303 for processing. In the downlink direction, the baseband device 303 generates a signal that needs to be sent to the terminal device, and sends the generated signal to the radio frequency device 302. The radio frequency device 302 transmits the signal through the antenna 301.
基带装置303可以包括一个或多个处理单元3031。处理单元3031具体可以为处理器。The baseband device 303 may include one or more processing units 3031. The processing unit 3031 may specifically be a processor.
此外,基带装置303还可以包括一个或多个存储单元3032以及一个或多个通信接口3033。存储单元3032用于存储计算机程序和/或数据。通信接口3033用于与射频装置302交互信息。存储单元3032具体可以为存储器,通信接口3033可以为输入输出接口或者收发电路。In addition, the baseband device 303 may further include one or more storage units 3032 and one or more communication interfaces 3033. The storage unit 3032 is used to store computer programs and/or data. The communication interface 3033 is used to exchange information with the radio frequency device 302. The storage unit 3032 may specifically be a memory, and the communication interface 3033 may be an input/output interface or a transceiver circuit.
可选地,存储单元3032可以是和处理单元3031处于同一芯片上的存储单元,即片内存储单元,也可以是与处理单元3031处于不同芯片上的存储单元,即片外存储单元。本申请对此不作限定。Optionally, the storage unit 3032 may be a storage unit on the same chip as the processing unit 3031, that is, an on-chip storage unit, or a storage unit on a different chip from the processing unit 3031, that is, an off-chip storage unit. This application does not limit this.
示例性的,图2中的终端设备可以采用图4所示的结构。图4示出了终端设备400的结构示意图。Exemplarily, the terminal device in FIG. 2 may adopt the structure shown in FIG. 4. FIG. 4 shows a schematic diagram of the structure of the terminal device 400.
终端设备400可以包括处理器410,外部存储器接口420,内部存储器421,通用串行总线(universal serial bus,USB)接口430,充电管理模块440,电源管理模块441,电池442,天线1,天线2,移动通信模块450,无线通信模块460,音频模块470,扬声器 470A,受话器470B,麦克风470C,耳机接口470D,传感器模块480,按键490,马达491,指示器492,摄像头493,显示屏494,以及用户标识模块(subscriber identification module,SIM)卡接口495等。其中传感器模块480可以包括压力传感器480A,陀螺仪传感器480B,气压传感器480C,磁传感器480D,加速度传感器480E,距离传感器480F,接近光传感器480G,指纹传感器480H,温度传感器480J,触摸传感器480K,环境光传感器480L,骨传导传感器480M等。The terminal device 400 may include a processor 410, an external memory interface 420, an internal memory 421, a universal serial bus (USB) interface 430, a charging management module 440, a power management module 441, a battery 442, antenna 1, antenna 2 , Mobile communication module 450, wireless communication module 460, audio module 470, speaker 470A, receiver 470B, microphone 470C, earphone jack 470D, sensor module 480, buttons 490, motor 491, indicator 492, camera 493, display 494, and Subscriber identification module (subscriber identification module, SIM) card interface 495, etc. The sensor module 480 can include pressure sensor 480A, gyroscope sensor 480B, air pressure sensor 480C, magnetic sensor 480D, acceleration sensor 480E, distance sensor 480F, proximity light sensor 480G, fingerprint sensor 480H, temperature sensor 480J, touch sensor 480K, ambient light Sensor 480L, bone conduction sensor 480M, etc.
可以理解的是,本发明实施例示意的结构并不构成对终端设备400的具体限定。在本申请另一些实施例中,终端设备400可以包括比图示更多或更少的部件,或者组合某些部件,或者拆分某些部件,或者不同的部件布置。图示的部件可以以硬件,软件或软件和硬件的组合实现。It is understandable that the structure illustrated in the embodiment of the present invention does not constitute a specific limitation on the terminal device 400. In other embodiments of the present application, the terminal device 400 may include more or less components than shown in the figure, or combine certain components, or split certain components, or arrange different components. The illustrated components can be implemented in hardware, software, or a combination of software and hardware.
处理器410可以包括一个或多个处理单元,例如:处理器410可以包括应用处理器(application processor,AP),调制解调处理器,图形处理器(graphics processing unit,GPU),图像信号处理器(image signal processor,ISP),控制器,视频编解码器,数字信号处理器(digital signal processor,DSP),基带处理器,和/或神经网络处理器(neural-network processing unit,NPU)等。其中,不同的处理单元可以是独立的器件,也可以集成在一个或多个处理器中。The processor 410 may include one or more processing units. For example, the processor 410 may include an application processor (AP), a modem processor, a graphics processing unit (GPU), and an image signal processor. (image signal processor, ISP), controller, video codec, digital signal processor (digital signal processor, DSP), baseband processor, and/or neural-network processing unit (NPU), etc. Among them, the different processing units may be independent devices or integrated in one or more processors.
控制器可以根据指令操作码和时序信号,产生操作控制信号,完成取指令和执行指令的控制。The controller can generate operation control signals according to the instruction operation code and timing signals to complete the control of fetching instructions and executing instructions.
处理器410中还可以设置存储器,用于存储指令和数据。在一些实施例中,处理器410中的存储器为高速缓冲存储器。该存储器可以保存处理器410刚用过或循环使用的指令或数据。如果处理器410需要再次使用该指令或数据,可从所述存储器中直接调用。避免了重复存取,减少了处理器410的等待时间,因而提高了系统的效率。A memory may also be provided in the processor 410 for storing instructions and data. In some embodiments, the memory in the processor 410 is a cache memory. The memory can store instructions or data that have just been used or recycled by the processor 410. If the processor 410 needs to use the instruction or data again, it can be directly called from the memory. Repeated accesses are avoided, the waiting time of the processor 410 is reduced, and the efficiency of the system is improved.
在一些实施例中,处理器410可以包括一个或多个接口。接口可以包括集成电路(inter-integrated circuit,I2C)接口,集成电路内置音频(inter-integrated circuit sound,I2S)接口,脉冲编码调制(pulse code modulation,PCM)接口,通用异步收发传输器(universal asynchronous receiver/transmitter,UART)接口,移动产业处理器接口(mobile industry processor interface,MIPI),通用输入输出(general-purpose input/output,GPIO)接口,用户标识模块(subscriber identity module,SIM)接口,和/或通用串行总线(universal serial bus,USB)接口等。In some embodiments, the processor 410 may include one or more interfaces. The interface may include an integrated circuit (inter-integrated circuit, I2C) interface, an integrated circuit built-in audio (inter-integrated circuit sound, I2S) interface, a pulse code modulation (pulse code modulation, PCM) interface, and a universal asynchronous transmitter/receiver (universal asynchronous) interface. receiver/transmitter, UART) interface, mobile industry processor interface (MIPI), general-purpose input/output (GPIO) interface, subscriber identity module (SIM) interface, and / Or Universal Serial Bus (USB) interface, etc.
终端设备400可以通过ISP,摄像头493,视频编解码器,GPU,显示屏494以及应用处理器等实现拍摄功能。The terminal device 400 can implement a shooting function through an ISP, a camera 493, a video codec, a GPU, a display screen 494, and an application processor.
ISP用于处理摄像头493反馈的数据。例如,拍照时,打开快门,光线通过镜头被传递到摄像头感光元件上,光信号转换为电信号,摄像头感光元件将所述电信号传递给ISP处理,转化为肉眼可见的图像。ISP还可以对图像的噪点,亮度,肤色进行算法优化。ISP还可以对拍摄场景的曝光,色温等参数优化。在一些实施例中,ISP可以设置在摄像头493中。The ISP is used to process the data fed back from the camera 493. For example, when taking a picture, the shutter is opened, the light is transmitted to the photosensitive element of the camera through the lens, the light signal is converted into an electrical signal, and the photosensitive element of the camera transmits the electrical signal to the ISP for processing and is converted into an image visible to the naked eye. ISP can also optimize the image noise, brightness, and skin color. ISP can also optimize the exposure, color temperature and other parameters of the shooting scene. In some embodiments, the ISP may be provided in the camera 493.
摄像头493用于捕获静态图像或视频。物体通过镜头生成光学图像投射到感光元件。感光元件可以是电荷耦合器件(charge coupled device,CCD)或互补金属氧化物半导体(complementary metal-oxide-semiconductor,CMOS)光电晶体管。感光元件把光信号转 换成电信号,之后将电信号传递给ISP转换成数字图像信号。ISP将数字图像信号输出到DSP加工处理。DSP将数字图像信号转换成标准的RGB,YUV等格式的图像信号。在一些实施例中,终端设备400可以包括1个或N个摄像头493,N为大于1的正整数。The camera 493 is used to capture still images or videos. The object generates an optical image through the lens and is projected to the photosensitive element. The photosensitive element may be a charge coupled device (CCD) or a complementary metal-oxide-semiconductor (CMOS) phototransistor. The photosensitive element converts the optical signal into an electrical signal, and then transfers the electrical signal to the ISP to convert it into a digital image signal. ISP outputs digital image signals to DSP for processing. DSP converts digital image signals into standard RGB, YUV and other formats of image signals. In some embodiments, the terminal device 400 may include 1 or N cameras 493, and N is a positive integer greater than 1.
数字信号处理器用于处理数字信号,除了可以处理数字图像信号,还可以处理其他数字信号。例如,当终端设备400在频点选择时,数字信号处理器用于对频点能量进行傅里叶变换等。Digital signal processors are used to process digital signals. In addition to digital image signals, they can also process other digital signals. For example, when the terminal device 400 selects the frequency point, the digital signal processor is used to perform Fourier transform on the energy of the frequency point.
视频编解码器用于对数字视频压缩或解压缩。终端设备400可以支持一种或多种视频编解码器。这样,终端设备400可以播放或录制多种编码格式的视频,例如:动态图像专家组(moving picture experts group,MPEG)1,MPEG2,MPEG3,MPEG4等。Video codecs are used to compress or decompress digital video. The terminal device 400 may support one or more video codecs. In this way, the terminal device 400 can play or record videos in multiple encoding formats, such as: moving picture experts group (MPEG) 1, MPEG2, MPEG3, MPEG4, and so on.
NPU为神经网络(neural-network,NN)计算处理器,通过借鉴生物神经网络结构,例如借鉴人脑神经元之间传递模式,对输入信息快速处理,还可以不断的自学习。通过NPU可以实现终端设备400的智能认知等应用,例如:图像识别,人脸识别,语音识别,文本理解等。NPU is a neural-network (NN) computing processor. By drawing on the structure of biological neural networks, for example, the transfer mode between human brain neurons, it can quickly process input information, and it can also continuously self-learn. Through the NPU, applications such as intelligent cognition of the terminal device 400 can be realized, such as image recognition, face recognition, voice recognition, text understanding, and so on.
外部存储器接口420可以用于连接外部存储卡,例如Micro SD卡,实现扩展终端设备400的存储能力。外部存储卡通过外部存储器接口420与处理器410通信,实现数据存储功能。例如将音乐,视频等文件保存在外部存储卡中。The external memory interface 420 may be used to connect an external memory card, such as a Micro SD card, so as to expand the storage capacity of the terminal device 400. The external memory card communicates with the processor 410 through the external memory interface 420 to realize the data storage function. For example, save music, video and other files in an external memory card.
内部存储器421可以用于存储计算机可执行程序代码,所述可执行程序代码包括指令。内部存储器421可以包括存储程序区和存储数据区。其中,存储程序区可存储操作系统,至少一个功能所需的应用程序(比如声音播放功能,图像播放功能等)等。存储数据区可存储终端设备400使用过程中所创建的数据(比如音频数据,电话本等)等。此外,内部存储器421可以包括高速随机存取存储器,还可以包括非易失性存储器,例如至少一个磁盘存储器件,闪存器件,通用闪存存储器(universal flash storage,UFS)等。处理器410通过运行存储在内部存储器421的指令,和/或存储在设置于处理器中的存储器的指令,执行终端设备400的各种功能应用以及数据处理。The internal memory 421 may be used to store computer executable program code, where the executable program code includes instructions. The internal memory 421 may include a program storage area and a data storage area. Among them, the storage program area can store an operating system, an application program (such as a sound playback function, an image playback function, etc.) required by at least one function, and the like. The data storage area can store data (such as audio data, phone book, etc.) created during the use of the terminal device 400. In addition, the internal memory 421 may include a high-speed random access memory, and may also include a non-volatile memory, such as at least one magnetic disk storage device, a flash memory device, a universal flash storage (UFS), and the like. The processor 410 executes various functional applications and data processing of the terminal device 400 by running instructions stored in the internal memory 421 and/or instructions stored in a memory provided in the processor.
终端设备400可以通过音频模块470,扬声器470A,受话器470B,麦克风470C,耳机接口470D,以及应用处理器等实现音频功能。例如音乐播放,录音等。The terminal device 400 can implement audio functions through an audio module 470, a speaker 470A, a receiver 470B, a microphone 470C, a headphone interface 470D, and an application processor. For example, music playback, recording, etc.
音频模块470用于将数字音频信息转换成模拟音频信号输出,也用于将模拟音频输入转换为数字音频信号。音频模块470还可以用于对音频信号编码和解码。在一些实施例中,音频模块470可以设置于处理器410中,或将音频模块470的部分功能模块设置于处理器410中。The audio module 470 is used to convert digital audio information into an analog audio signal for output, and is also used to convert an analog audio input into a digital audio signal. The audio module 470 can also be used to encode and decode audio signals. In some embodiments, the audio module 470 may be disposed in the processor 410, or part of the functional modules of the audio module 470 may be disposed in the processor 410.
扬声器470A,也称“喇叭”,用于将音频电信号转换为声音信号。终端设备400可以通过扬声器470A收听音乐,或收听免提通话。The speaker 470A, also called "speaker", is used to convert audio electrical signals into sound signals. The terminal device 400 can listen to music through the speaker 470A, or listen to a hands-free call.
压力传感器480A用于感受压力信号,可以将压力信号转换成电信号。在一些实施例中,压力传感器480A可以设置于显示屏494。压力传感器480A的种类很多,如电阻式压力传感器,电感式压力传感器,电容式压力传感器等。电容式压力传感器可以是包括至少两个具有导电材料的平行板。当有力作用于压力传感器480A,电极之间的电容改变。终端设备400根据电容的变化确定压力的强度。当有触摸操作作用于显示屏494,终端设备400根据压力传感器480A检测所述触摸操作强度。终端设备400也可以根据压力传感器480A的检测信号计算触摸的位置。在一些实施例中,作用于相同触摸位置,但不同触摸 操作强度的触摸操作,可以对应不同的操作指令。例如:当有触摸操作强度小于第一压力阈值的触摸操作作用于短消息应用图标时,执行查看短消息的指令。当有触摸操作强度大于或等于第一压力阈值的触摸操作作用于短消息应用图标时,执行新建短消息的指令。The pressure sensor 480A is used to sense the pressure signal and can convert the pressure signal into an electrical signal. In some embodiments, the pressure sensor 480A may be provided on the display screen 494. There are many types of pressure sensors 480A, such as resistive pressure sensors, inductive pressure sensors, capacitive pressure sensors and so on. The capacitive pressure sensor may include at least two parallel plates with conductive materials. When a force is applied to the pressure sensor 480A, the capacitance between the electrodes changes. The terminal device 400 determines the strength of the pressure according to the change in capacitance. When a touch operation acts on the display screen 494, the terminal device 400 detects the intensity of the touch operation according to the pressure sensor 480A. The terminal device 400 may also calculate the touched position based on the detection signal of the pressure sensor 480A. In some embodiments, touch operations that act on the same touch position but have different touch operation strengths may correspond to different operation instructions. For example: when a touch operation whose intensity of the touch operation is less than the first pressure threshold is applied to the short message application icon, an instruction to view the short message is executed. When a touch operation with a touch operation intensity greater than or equal to the first pressure threshold acts on the short message application icon, an instruction to create a new short message is executed.
陀螺仪传感器480B可以用于确定终端设备400的运动姿态。在一些实施例中,可以通过陀螺仪传感器480B确定终端设备400围绕三个轴(即,x,y和z轴)的角速度。陀螺仪传感器480B可以用于拍摄防抖。示例性的,当按下快门,陀螺仪传感器480B检测终端设备400抖动的角度,根据角度计算出镜头模组需要补偿的距离,让镜头通过反向运动抵消终端设备400的抖动,实现防抖。陀螺仪传感器480B还可以用于导航,体感游戏场景。The gyro sensor 480B may be used to determine the motion posture of the terminal device 400. In some embodiments, the angular velocity of the terminal device 400 around three axes (ie, x, y, and z axes) can be determined by the gyro sensor 480B. The gyro sensor 480B can be used for image stabilization. Exemplarily, when the shutter is pressed, the gyroscope sensor 480B detects the shake angle of the terminal device 400, calculates the distance that the lens module needs to compensate according to the angle, and allows the lens to counteract the shake of the terminal device 400 through reverse movement to achieve anti-shake. The gyro sensor 480B can also be used for navigation and somatosensory game scenes.
气压传感器480C用于测量气压。在一些实施例中,终端设备400通过气压传感器480C测得的气压值计算海拔高度,辅助定位和导航。The air pressure sensor 480C is used to measure air pressure. In some embodiments, the terminal device 400 calculates the altitude based on the air pressure value measured by the air pressure sensor 480C, and assists positioning and navigation.
磁传感器480D包括霍尔传感器。终端设备400可以利用磁传感器480D检测翻盖皮套的开合。在一些实施例中,当终端设备400是翻盖机时,终端设备400可以根据磁传感器480D检测翻盖的开合。进而根据检测到的皮套的开合状态或翻盖的开合状态,设置翻盖自动解锁等特性。The magnetic sensor 480D includes a Hall sensor. The terminal device 400 may use the magnetic sensor 480D to detect the opening and closing of the flip holster. In some embodiments, when the terminal device 400 is a flip machine, the terminal device 400 can detect the opening and closing of the flip according to the magnetic sensor 480D. Furthermore, according to the detected opening and closing state of the leather case or the opening and closing state of the flip cover, features such as automatic unlocking of the flip cover are set.
加速度传感器480E可检测终端设备400在各个方向上(一般为三轴)加速度的大小。当终端设备400静止时可检测出重力的大小及方向。还可以用于识别终端设备姿态,应用于横竖屏切换,计步器等应用。The acceleration sensor 480E can detect the magnitude of the acceleration of the terminal device 400 in various directions (generally three axes). When the terminal device 400 is stationary, the magnitude and direction of gravity can be detected. It can also be used to identify the posture of the terminal device, applied to applications such as horizontal and vertical screen switching, pedometer and so on.
距离传感器480F,用于测量距离。终端设备400可以通过红外或激光测量距离。在一些实施例中,拍摄场景,终端设备400可以利用距离传感器480F测距以实现快速对焦。Distance sensor 480F, used to measure distance. The terminal device 400 can measure the distance by infrared or laser. In some embodiments, when shooting a scene, the terminal device 400 may use the distance sensor 480F to measure the distance to achieve fast focusing.
接近光传感器480G可以包括例如发光二极管(LED)和光检测器,例如光电二极管。发光二极管可以是红外发光二极管。终端设备400通过发光二极管向外发射红外光。终端设备400使用光电二极管检测来自附近物体的红外反射光。当检测到充分的反射光时,可以确定终端设备400附近有物体。当检测到不充分的反射光时,终端设备400可以确定终端设备400附近没有物体。终端设备400可以利用接近光传感器480G检测用户手持终端设备400贴近耳朵通话,以便自动熄灭屏幕达到省电的目的。接近光传感器480G也可用于皮套模式,口袋模式自动解锁与锁屏。The proximity light sensor 480G may include, for example, a light emitting diode (LED) and a light detector, such as a photodiode. The light emitting diode may be an infrared light emitting diode. The terminal device 400 emits infrared light to the outside through the light emitting diode. The terminal device 400 uses a photodiode to detect infrared reflected light from nearby objects. When sufficient reflected light is detected, it can be determined that there is an object near the terminal device 400. When insufficient reflected light is detected, the terminal device 400 can determine that there is no object near the terminal device 400. The terminal device 400 can use the proximity light sensor 480G to detect that the user holds the terminal device 400 close to the ear to talk, so as to automatically turn off the screen to save power. Proximity light sensor 480G can also be used in leather case mode, pocket mode automatically unlocks and locks the screen.
环境光传感器480L用于感知环境光亮度。终端设备400可以根据感知的环境光亮度自适应调节显示屏494亮度。环境光传感器480L也可用于拍照时自动调节白平衡。环境光传感器480L还可以与接近光传感器480G配合,检测终端设备400是否在口袋里,以防误触。The ambient light sensor 480L is used to sense the brightness of the ambient light. The terminal device 400 may adaptively adjust the brightness of the display screen 494 according to the perceived brightness of the ambient light. The ambient light sensor 480L can also be used to automatically adjust the white balance when taking pictures. The ambient light sensor 480L can also cooperate with the proximity light sensor 480G to detect whether the terminal device 400 is in a pocket to prevent accidental touch.
指纹传感器480H用于采集指纹。终端设备400可以利用采集的指纹特性实现指纹解锁,访问应用锁,指纹拍照,指纹接听来电等。The fingerprint sensor 480H is used to collect fingerprints. The terminal device 400 can use the collected fingerprint characteristics to realize fingerprint unlocking, access application locks, fingerprint photographs, fingerprint answering calls, and so on.
温度传感器480J用于检测温度。在一些实施例中,终端设备400利用温度传感器480J检测的温度,执行温度处理策略。例如,当温度传感器480J上报的温度超过阈值,终端设备400执行降低位于温度传感器480J附近的处理器的性能,以便降低功耗实施热保护。在另一些实施例中,当温度低于另一阈值时,终端设备400对电池442加热,以避免低温导致终端设备400异常关机。在其他一些实施例中,当温度低于又一阈值时,终端设备400对电池442的输出电压执行升压,以避免低温导致的异常关机。The temperature sensor 480J is used to detect temperature. In some embodiments, the terminal device 400 uses the temperature detected by the temperature sensor 480J to execute a temperature processing strategy. For example, when the temperature reported by the temperature sensor 480J exceeds the threshold, the terminal device 400 performs a reduction in the performance of the processor located near the temperature sensor 480J, so as to reduce power consumption and implement thermal protection. In other embodiments, when the temperature is lower than another threshold, the terminal device 400 heats the battery 442 to avoid abnormal shutdown of the terminal device 400 due to low temperature. In some other embodiments, when the temperature is lower than another threshold, the terminal device 400 boosts the output voltage of the battery 442 to avoid abnormal shutdown caused by low temperature.
触摸传感器480K,也称“触控器件”。触摸传感器480K可以设置于显示屏494,由触摸传感器480K与显示屏494组成触摸屏,也称“触控屏”。触摸传感器480K用于检测作用于其上或附近的触摸操作。触摸传感器可以将检测到的触摸操作传递给应用处理器,以确定触摸事件类型。可以通过显示屏494提供与触摸操作相关的视觉输出。在另一些实施例中,触摸传感器480K也可以设置于终端设备400的表面,与显示屏494所处的位置不同。Touch sensor 480K, also called "touch device". The touch sensor 480K may be arranged on the display screen 494, and the touch screen is composed of the touch sensor 480K and the display screen 494, which is also called a “touch screen”. The touch sensor 480K is used to detect touch operations acting on or near it. The touch sensor can pass the detected touch operation to the application processor to determine the type of touch event. The visual output related to the touch operation can be provided through the display screen 494. In other embodiments, the touch sensor 480K may also be disposed on the surface of the terminal device 400, which is different from the position of the display screen 494.
骨传导传感器480M可以获取振动信号。在一些实施例中,骨传导传感器480M可以获取人体声部振动骨块的振动信号。骨传导传感器480M也可以接触人体脉搏,接收血压跳动信号。在一些实施例中,骨传导传感器480M也可以设置于耳机中,结合成骨传导耳机。音频模块470可以基于所述骨传导传感器480M获取的声部振动骨块的振动信号,解析出语音信号,实现语音功能。应用处理器可以基于所述骨传导传感器480M获取的血压跳动信号解析心率信息,实现心率检测功能。The bone conduction sensor 480M can acquire vibration signals. In some embodiments, the bone conduction sensor 480M can acquire the vibration signal of the vibrating bone mass of the human voice. The bone conduction sensor 480M can also contact the human pulse and receive blood pressure beating signals. In some embodiments, the bone conduction sensor 480M may also be provided in the earphone, combined with the bone conduction earphone. The audio module 470 can parse the voice signal based on the vibration signal of the vibrating bone block of the voice obtained by the bone conduction sensor 480M, and realize the voice function. The application processor may analyze the heart rate information based on the blood pressure beating signal obtained by the bone conduction sensor 480M, and realize the heart rate detection function.
所属领域的技术人员可以理解终端设备400可包括比图4所示的更少或更多的部件,图4所示的该终端设备仅包括与本申请所公开的多个实现方式更加相关的部件。Those skilled in the art can understand that the terminal device 400 may include fewer or more components than those shown in FIG. 4, and the terminal device shown in FIG. 4 only includes components that are more relevant to the multiple implementations disclosed in this application. .
基于上述健身课程的智能推送系统,本申请提供了一种健身课程推送方法,解决相关技术所推送的健身课程较为程式化,不能完全满足用户的个性化需求的问题。Based on the above-mentioned intelligent push system for fitness courses, this application provides a method for pushing fitness courses to solve the problem that the fitness courses pushed by related technologies are relatively programmatic and cannot fully meet the individual needs of users.
图5为本申请健身课程推送方法实施例的流程图,如图5所示,该过程500可以应用于图2所示的系统,其执行主体可以是服务器或者终端设备。该过程500描述为一系列的步骤或操作,应当理解的是,过程500可以以各种顺序执行和/或同时发生,不限于图5所示的执行顺序。本申请的健身课程推送方法包括:FIG. 5 is a flowchart of an embodiment of a method for pushing a fitness course according to this application. As shown in FIG. 5, the process 500 may be applied to the system shown in FIG. 2, and the execution subject may be a server or a terminal device. The process 500 is described as a series of steps or operations. It should be understood that the process 500 may be executed in various orders and/or occur simultaneously, and is not limited to the execution order shown in FIG. 5. The fitness course push methods for this application include:
步骤501、在健身课程的智能推送系统初始构建时,根据专家知识、身体参数、运动能力、健身目的等将用户分成若干种类型,针对每种类型制定出健身课程推荐模型。Step 501: During the initial construction of an intelligent push system for fitness courses, users are divided into several types according to expert knowledge, physical parameters, exercise ability, fitness purpose, etc., and a fitness course recommendation model is developed for each type.
专家是指专门从事运动、健身、体育训练、运动数据分析等的专业人士,例如健身教练、运动教练、运动员、体育指导等。这些专业人士在长期的工作中积累了丰富的经验,可以凭借经验给需要健身的人提供更适合该人士的健身建议,包括健身的时长、健身的内容、健身的强度等。Experts refer to professionals who specialize in sports, fitness, sports training, and sports data analysis, such as fitness coaches, sports coaches, athletes, and sports coaches. These professionals have accumulated a wealth of experience in their long-term work and can use their experience to provide people who need fitness advice that is more suitable for the person, including the duration of fitness, the content of fitness, and the intensity of fitness.
专家知识即是由上述专家依专业知识和经验给出的健身建议。Expert knowledge is fitness advice given by the above-mentioned experts based on professional knowledge and experience.
身体参数可以包括性别、身高、体重、年龄等,根据普世经验,身体参数可以反映出同类人的身体状况,例如,女性的力量和耐力通常小于男性的力量和耐力;青年人可以接收的运动强度通常高于老年人可以接受的运动强度;瘦弱矮小的人的灵活性通常高于高大体重的人。需要说明的是,身体参数可以包括比上述参数更少或更多的参数,本申请对此不做具体限定。Physical parameters can include gender, height, weight, age, etc. According to universal experience, physical parameters can reflect the physical conditions of similar people. For example, the strength and endurance of women are usually less than those of men; sports that young people can accept The intensity is usually higher than the exercise intensity acceptable to the elderly; the flexibility of thin and short people is usually higher than that of tall and heavy people. It should be noted that the physical parameters may include fewer or more parameters than the above-mentioned parameters, which are not specifically limited in this application.
运动能力是指用户健身时可以完成课程的最大运动程度,其可以通过用户的身体承受程度来表示,例如关节灵活度(反映用户的柔韧性)、下肢力量(反映用户可以承受的下肢锻炼的程度)、核心力量(反映用户可以承受的腹部锻炼的程度)、上肢力量(反映用户可以承受的上肢锻炼的程度)、体能(反映用户可以承受的运动时长和周期)等。Athletic ability refers to the maximum degree of exercise that a user can complete the course during fitness, which can be expressed by the user's physical tolerance, such as joint flexibility (reflecting the user's flexibility), lower limb strength (reflecting the degree of lower limb exercise that the user can withstand) ), core strength (reflecting the degree of abdominal exercise that the user can withstand), upper limb strength (reflecting the degree of upper limb exercise that the user can withstand), physical fitness (reflecting the length and period of exercise that the user can withstand), etc.
健身目的是指用户进行健身的目的,针对不同的目的健身的内容可以有专项针对性训练,例如,以减脂为目的,可以多推荐有氧运动为主、无氧局部为辅的健身课程;以塑形为目的,可以多推荐针对局部的无氧训练健身课程;以增肌为目的,可以多推荐力量型训 练的健身课程;等等。Fitness purpose refers to the user's purpose for fitness. The content of fitness for different purposes can have special targeted training. For example, for the purpose of reducing fat, more fitness courses with aerobic exercise as the main part and anaerobic part as the supplement can be recommended; For the purpose of shaping, more local anaerobic training fitness courses can be recommended; for the purpose of muscle gain, more strength training fitness courses can be recommended; and so on.
基于上述参数,服务器或终端设备可以将用户分成多类,针对每一类型制定健身课程,该健身课程可以包括一项或多项训练项目,也可以包括一套或多套训练计划。例如,以减脂为目的的青年女性,如果是初次健身,可以由浅入深,先推荐一个星期的低强度健身课程,包括30秒平板撑、10个开合跳、4个波比跳等,再逐个星期增加强度,例如加长平板撑时长、增加开合跳、波比跳次数等;如果有长期健身,可以依用户的运动能力,推荐相应的健身课程。Based on the above parameters, the server or terminal device can divide users into multiple categories, and formulate fitness courses for each type. The fitness courses can include one or more training items, or one or more training plans. For example, for young women whose goal is to reduce fat, if they are exercising for the first time, they can start from shallow to deep, and first recommend a one-week low-intensity fitness course, including 30-second plank support, 10 open-close jumps, 4 poppy jumps, etc. Then increase the intensity one week after another, such as lengthening the plank duration, increasing the number of open-close jumps, and poppy jumps; if you have long-term fitness, you can recommend corresponding fitness courses according to the user's athletic ability.
服务器或终端设备还可以结合用户的可穿戴设备获取用户的相关信息,包括用户的日运动量、睡眠时长、睡眠质量曲线、心率等。例如,用户的日运动量不到3000步,运动里程不到一公里,睡眠时长大于10个小时且通常是晚上12点以后才进入浅眠,表明该用户是比较缺乏锻炼的,且喜欢晚睡晚起,那么针对该用户可以先推荐一个星期的以跑步为主的有氧运动,再逐个星期增加一些无氧锻炼,跑步的时长可以根据可穿戴设备反馈的心率逐渐加长。又例如,用户的日运动量大于100000步,运动里程超过10公里,表明该用户可能有跑步的习惯,那么针对该用户可以推荐一些以放松肌肉、伸展拉伸来的课程,例如瑜伽、普拉提等。The server or terminal device can also combine the user's wearable device to obtain user related information, including the user's daily exercise volume, sleep duration, sleep quality curve, heart rate, and so on. For example, the user’s daily exercise volume is less than 3000 steps, the exercise mileage is less than one kilometer, the sleep duration is more than 10 hours and usually enters light sleep after 12 o’clock in the evening, indicating that the user lacks exercise and prefers to sleep late Therefore, for the user, we can recommend a one-week aerobic exercise based on running, and then add some anaerobic exercises week by week. The length of running can be gradually increased according to the heart rate feedback from the wearable device. For another example, the user’s daily exercise volume is more than 100,000 steps and the exercise mileage is more than 10 kilometers, indicating that the user may have the habit of running. Then, for the user, we can recommend some courses to relax the muscles, stretch and stretch, such as yoga, Pilates Wait.
服务器或终端设备还可以获取本地记录的用户的历史运动信息,例如,上过哪些健身课程,各个健身课程的上课记录,健身课程的上课频次等。例如,用户每天都是大运动量的有氧操课,那么针对该用户可以周期性的在操课之间加入一些运动量较小,一放松肌肉为主的课程。又例如,用户的健身课程主要以瑜伽类为主,可以周期性的给用户推荐一些有针对性的瑜伽课程,例如锻炼腹部的课程、拉伸累的课程、普拉提等。The server or terminal device can also obtain the user's historical exercise information recorded locally, for example, which fitness courses have been taken, the class records of each fitness course, and the frequency of the fitness courses. For example, if the user has a large amount of aerobic exercises every day, then for the user, he can periodically add some smaller exercises between exercises classes, which mainly relax the muscles. For another example, the user's fitness courses are mainly yoga classes, and some targeted yoga courses can be periodically recommended to the user, such as abdominal exercise courses, tired stretching courses, Pilates, and so on.
服务器或终端设备基于上述用户类型和健身课程之间的对应关系,建立初始的健身课程推荐模型,每一种用户类型可以对应一个或多个健身课程,每一个健身课程可以适用于一个或多个用户类型,本申请对此不做具体限定。The server or terminal device establishes an initial fitness course recommendation model based on the corresponding relationship between the above-mentioned user types and fitness courses. Each user type can correspond to one or more fitness courses, and each fitness course can be applied to one or more User type, this application does not specifically limit this.
如果上述制定健身课程推荐模型的操作由服务器执行,则服务器可以向安装有健身类应用程序的终端设备发送健身课程推荐模型,由终端设备执行选择最适合当前用户的健身课程的操作;服务器也可以只在本地存储健身课程推荐模型,安装有健身类应用程序的终端设备在获取当前用户的相关信息后,将其发送给服务器,由服务器根据当前用户的相关信息在健身课程推荐模型中匹配最适合当前用户的健身课程。If the above operation of formulating a fitness course recommendation model is performed by the server, the server can send the fitness course recommendation model to the terminal device with fitness application programs, and the terminal device will perform the operation of selecting the fitness course most suitable for the current user; the server can also Only the fitness course recommendation model is stored locally, and the terminal device installed with fitness applications obtains the relevant information of the current user and sends it to the server. The server will match the fitness course recommendation model in the fitness course recommendation model according to the relevant information of the current user. Fitness courses for the current user.
如果上述制定健身课程推荐模型的操作由终端设备执行,则终端设备安装了健身类应用程序后,可以根据该应用程序的数据包生成初始的健身课程推荐模型;或者从该应用程序的数据包直接读取初始的健身课程推荐模型。If the above operation of formulating a fitness course recommendation model is performed by a terminal device, after the terminal device is installed with a fitness application, the initial fitness course recommendation model can be generated according to the data package of the application; or directly from the data package of the application Read the initial fitness course recommendation model.
健身课程推荐模型可以通过神经网络获取,根据历史数据、客户反馈等可以预先创建该神经网络,该神经网络的输入可以是上述身体参数、健身目的、运动能力等,输出可以是与之匹配的健身课程。The fitness course recommendation model can be obtained through a neural network. The neural network can be created in advance based on historical data, customer feedback, etc. The input of the neural network can be the above-mentioned body parameters, fitness goals, exercise capacity, etc., and the output can be a matching fitness course.
步骤502、当前用户首次使用健身类应用程序时,获取当前用户的身体参数、健身目的、锻炼经历等,对该当前用户归类,进而向该当前用户推送健身课程。Step 502: When the current user uses the fitness application for the first time, obtain the current user's physical parameters, fitness goals, exercise experience, etc., classify the current user, and then push the fitness course to the current user.
终端设备可以通过问卷的方式获取上述数据。例如,图6示出了问卷的一个示例性的示意图,如图6所示,终端设备在当前用户首次使用健身类应用程序时,在当前用户注册账号之后,即在触摸屏上显示一个问卷,该问卷的题目可以包括:身高、性别、年龄、健 身年限、健身目的等,请当前用户作答。当前用户通过点击、拖动、输入字符等操作填写问卷。The terminal device can obtain the above-mentioned data through questionnaires. For example, Figure 6 shows an exemplary schematic diagram of a questionnaire. As shown in Figure 6, when the current user uses a fitness application for the first time, the terminal device displays a questionnaire on the touch screen after the current user registers an account. Questions of the questionnaire can include: height, gender, age, fitness years, fitness purpose, etc., please answer the current user. The current user fills in the questionnaire by clicking, dragging, and entering characters.
需要说明的是,终端设备可以在显示屏上显示上述问卷,由用户通过操作遥控器、手机等外部设备填写问卷。本申请对于输入方式不做具体限定。It should be noted that the terminal device can display the above questionnaire on the display screen, and the user can fill in the questionnaire by operating the remote control, mobile phone and other external devices. This application does not specifically limit the input method.
藉由上述问卷,终端设备可以得到使用该健身类应用程序的当前用户的基础参数,包括身高、性别、年龄、健身年限、健身目的等。步骤502确定的最适合用户的健身课程主要是基于上述当前用户的基础参数。Through the above questionnaire, the terminal device can obtain the basic parameters of the current user who uses the fitness application, including height, gender, age, fitness years, fitness purpose, etc. The fitness course that is most suitable for the user determined in step 502 is mainly based on the above-mentioned basic parameters of the current user.
终端设备也可以通过可穿戴设备(例如,手表、眼镜、耳机等)获取上述数据。例如,图7示出了结合可穿戴设备的一个示例性的示意图,如图7所示,终端设备可以与可穿戴设备建立无线连接,读取可穿戴设备上的相关数据,包括用户的日运动量、睡眠时长、睡眠质量曲线、心率等。例如,用户的日运动量不到3000步,运动里程不到一公里,睡眠时长大于10个小时且通常是晚上12点以后才进入浅眠,针对该用户可以推荐以跑步为主的有氧运动,再配合一些无氧锻炼,跑步的时长可以根据可穿戴设备反馈的心率逐渐加长。又例如,用户的日运动量大于100000步,运动里程超过10公里,针对该用户可以推荐一些以放松肌肉、伸展拉伸来的课程,例如瑜伽、普拉提等。又例如,用户的睡眠时长不到8小时,也深眠的时间较少,针对该用户可以推荐一些有助于睡眠的瑜伽课程。The terminal device can also obtain the above-mentioned data through a wearable device (for example, a watch, glasses, earphone, etc.). For example, Figure 7 shows an exemplary schematic diagram incorporating a wearable device. As shown in Figure 7, the terminal device can establish a wireless connection with the wearable device and read relevant data on the wearable device, including the user’s daily exercise volume. , Sleep duration, sleep quality curve, heart rate, etc. For example, if the user's daily exercise volume is less than 3000 steps, the exercise mileage is less than one kilometer, the sleep duration is more than 10 hours, and usually enters light sleep after 12 o'clock in the evening, for this user, aerobic exercise based on running can be recommended. Coupled with some anaerobic exercises, the length of running can be gradually lengthened according to the heart rate feedback from the wearable device. For another example, if the user's daily exercise volume is more than 100,000 steps and the exercise mileage exceeds 10 kilometers, some courses for relaxing muscles, stretching and stretching, such as yoga, Pilates, etc., can be recommended for the user. For another example, the user’s sleep duration is less than 8 hours, and the time for deep sleep is less. For the user, some yoga courses that help sleep can be recommended.
如果确定健身课程的操作由服务器执行,终端设备需要通过通信网络将当前用户的基础参数上报给服务器,由服务器根据当前用户的基础参数确定最适合当前用户的健身课程,再把最适合当前用户的健身课程推送至当前用户的终端设备。If it is determined that the operation of the fitness course is performed by the server, the terminal device needs to report the basic parameters of the current user to the server through the communication network. The server determines the fitness course most suitable for the current user according to the basic parameters of the current user, and then selects the most suitable fitness course for the current user. The fitness course is pushed to the terminal device of the current user.
如果确定健身课程的操作由终端设备执行,终端设备根据当前用户的基础参数确定最适合当前用户的健身课程,再把最适合当前用户的健身课程显示于触摸屏上。If it is determined that the operation of the fitness course is performed by the terminal device, the terminal device determines the fitness course most suitable for the current user according to the basic parameters of the current user, and then displays the fitness course most suitable for the current user on the touch screen.
图8a和8b分别示出了手机和TV上的健身课程推送界面的示例性示意图,如图8a和8b所示,终端设备或TV的屏幕上显示了多个健身课程,当前用户看到这些健身课程后可以点击想上的健身课程的标题,点击即为选中,终端设备接收到当前用户的点击操作所产生的指令后进入选中健身课程的展示界面。Figures 8a and 8b show exemplary schematic diagrams of the fitness course push interface on the mobile phone and TV, respectively. As shown in Figures 8a and 8b, multiple fitness courses are displayed on the screen of the terminal device or the TV. The current user sees these fitness courses. After the course, you can click on the title of the fitness course you want to take, and click to select it. After receiving the instruction generated by the current user's click operation, the terminal device enters the display interface of the selected fitness course.
可选的,为了便于当前用户了解推荐的健身课程的内容,终端设备在触摸屏上除了显示多个健身课程的名称外,还可以在每个健身课程下显示该健身课程的简介,包括课程内容、课程时长、锻炼部位等。如图9a和9b所示。Optionally, in order to facilitate the current user to understand the content of the recommended fitness course, in addition to displaying the names of multiple fitness courses on the touch screen, the terminal device can also display the introduction of the fitness course under each fitness course, including course content, Course length, exercise area, etc. As shown in Figures 9a and 9b.
进入健身课程的展示界面,可以以视频的方式向当前用户展示该健身课程的内容。图10a和10b分别示出了手机和TV上的健身课程的示例性画面,如图10a和10b所示,健身课程由真人演示,是教练做健身动作的视频,当前用户跟着教练的节奏和动作完成该健身课程。健身课程的展示界面,也可以以动作分解的方式向当前用户展示该健身课程的内容。另外在画面的右下角,还设置了一个窗口,该窗口显示当前用户的健身画面,即通过摄像装置拍摄当前用户的健身视频,并实时将拍摄的视频发送给手机或TV,该视频就可以在当前用户健身的同时通过屏幕显示出来,这样用户可以一边学习健身课程中真人演示的动作,一边通过观看拍摄的自己运动的画面确定动作是否标准。图11a和图11b分别示出了手机和TV上的健身课程的示例性画面,如图11a和图11b所示,健身课程由动作拆解演示,是教练做每个动作的图像,也可以是制作的每个动作的简图,并且通过文字介绍了每个动作的次数、时长、规范要求等,当前用户按照文字介绍完成图示的动作。健身课 程的展示还可以通过其他方式,本申请对此不做具体限定。Enter the display interface of the fitness course, you can show the content of the fitness course to the current user in the form of video. Figures 10a and 10b show exemplary images of fitness courses on mobile phones and TVs, respectively. As shown in Figures 10a and 10b, the fitness courses are demonstrated by real people and are videos of fitness exercises performed by the coach. The current user follows the rhythm and movements of the coach Complete the fitness course. The display interface of the fitness course can also display the content of the fitness course to the current user in the way of action decomposition. In addition, in the lower right corner of the screen, a window is also set up to display the current user’s fitness screen, that is, the current user’s fitness video is captured by the camera, and the captured video is sent to the mobile phone or TV in real time, and the video can be viewed While the current user is exercising, it is displayed on the screen at the same time, so that the user can learn the movements demonstrated by the real person in the fitness course, and at the same time determine whether the movements are standard by watching the pictures of their own movements. Figures 11a and 11b show exemplary images of fitness courses on mobile phones and TVs, respectively. As shown in Figures 11a and 11b, the fitness courses are disassembled and demonstrated by actions, which are images of each action performed by the coach. A diagram of each action is made, and the number, duration, and specification requirements of each action are introduced through text. The current user completes the illustrated action according to the text introduction. The fitness course can also be displayed in other ways, which is not specifically limited in this application.
步骤503、在当前用户的健身过程中,通过摄像装置采集当前用户的健身画面,藉由健身画面分析当前用户的动作完成程度,进而判断当前用户的运动能力,结合当前用户的运动能力对推荐给当前用户的健身课程进行调整。Step 503: During the fitness process of the current user, collect the fitness picture of the current user through the camera device, analyze the completion degree of the current user's movement through the fitness picture, and then judge the exercise ability of the current user, and recommend to the current user based on the exercise ability of the current user The current user’s fitness courses are adjusted.
步骤502中推送给当前用户的健身课程是通过当前用户的基础参数确定的,没有涉及到当前用户的运动能力,可能会出现某些运动能力较差的当前用户无法承受推荐的健身课程,也可能会出现某些运动能力较好的当前用户认为推荐的健身课程没有挑战性。因此本申请在当前用户的健身过程中,结合当前用户的运动能力调整健身课程。而当前用户的运动能力,可能当前用户自己都无法得出准确的结论,因此本申请中服务器或终端设备通过摄像装置采集当前用户的健身画面,通过图像处理相关技术识别健身画面所呈现出的当前用户的动作。基于每个动作的标准规范分析当前用户的动作的完成程度,例如,标准动作要求膝盖弯曲后大腿和小腿的夹角为90°,而当前用户的动作显示其大腿和小腿的夹角为120°,表明当前用户的膝盖可能有隐疾,无法自如弯曲;标准动作要求当前用户弯腰后双手能触摸到脚趾,而当前用户的动作显示其双手完全无法触碰到脚,表明当前用户的柔韧性较差;标准动作要求当前用户开合跳完成30个,而当前用户跳到20个就筋疲力尽,表明当前用户的体能较差;等等。The fitness course pushed to the current user in step 502 is determined by the basic parameters of the current user, and does not involve the current user's exercise ability. It may happen that some current users with poor exercise ability cannot afford the recommended fitness course, or it may There will be some current users with better athletic ability that the recommended fitness courses are not challenging. Therefore, in the current user's fitness process, this application adjusts the fitness course based on the current user's athletic ability. As for the current user’s exercise ability, the current user may not be able to draw accurate conclusions. Therefore, in this application, the server or terminal device collects the current user’s fitness screen through a camera, and uses image processing technology to identify the current fitness screen presented. The user's actions. Analyze the degree of completion of the current user's actions based on the standard specifications of each action. For example, the standard action requires that the angle between the thigh and the calf after the knee bend is 90°, while the current user's action shows that the angle between the thigh and the calf is 120° , Indicating that the current user’s knee may have hidden problems and cannot bend freely; the standard action requires the current user to bend over to touch the toes with both hands, while the current user’s motion shows that his hands cannot touch the feet at all, indicating that the current user is more flexible Poor; the standard action requires the current user to complete 30 opening and closing jumps, and the current user is exhausted when jumping to 20, indicating that the current user's physical fitness is poor; and so on.
步骤503确定的最适合用户的健身课程主要是基于上述当前用户的基础参数,再结合当前用户的运动能力。服务器或终端设备可以在步骤502确定出的健身课程基础上,结合当前用户的运动能力进行课程调整,使当前用户可以强化训练不足的地方,并避开可能引发伤病的动作。例如,如果当前用户的关节灵活度不够,可以以由弱到强的方式,多推荐锻炼关节灵活度的健身课程;如果当前用户的柔韧性较差,可以以由弱到强的方式,多推荐锻炼柔韧性的健身课程;等等。The fitness course that is most suitable for the user determined in step 503 is mainly based on the above-mentioned basic parameters of the current user, combined with the exercise ability of the current user. The server or the terminal device can adjust the course based on the fitness course determined in step 502 in combination with the current user's athletic ability, so that the current user can strengthen the areas where training is insufficient and avoid actions that may cause injuries. For example, if the current user's joint flexibility is not enough, we can recommend more fitness courses that exercise joint flexibility from weak to strong; if the current user's flexibility is poor, we can recommend more from weak to strong Fitness classes for flexibility; etc.
如果确定健身课程的步骤由服务器执行,终端设备需要通过通信网络将当前用户的运动能力或者当前用户的健身画面上报给服务器,或者由摄像装置直接将当前用户的健身画面通过通信网络发送给服务器,由服务器根据当前用户的基础参数和运动能力确定最适合当前用户的健身课程,再把最适合当前用户的健身课程推送至当前用户的终端设备。If it is determined that the steps of the fitness course are executed by the server, the terminal device needs to report the current user’s exercise capacity or the current user’s fitness screen to the server via the communication network, or the camera device directly sends the current user’s fitness screen to the server via the communication network. The server determines the fitness course most suitable for the current user according to the current user's basic parameters and athletic ability, and then pushes the fitness course most suitable for the current user to the terminal device of the current user.
如果确定健身课程的步骤由终端设备执行,终端设备通过相机直接拍摄当前用户的健身画面,或者由摄像装置将当前用户的健身画面通过通信网络发送给终端设备,终端设备根据当前用户的健身画面确定当前用户的运动能力,再根据当前用户的基础参数和运动能力确定最适合当前用户的健身课程,再把最适合当前用户的健身课程显示于触摸屏上。If it is determined that the steps of the fitness course are executed by the terminal device, the terminal device directly shoots the current user's fitness screen through the camera, or the camera device sends the current user's fitness screen to the terminal device through the communication network, and the terminal device determines according to the current user's fitness screen According to the current user's athletic ability, the fitness course most suitable for the current user is determined according to the basic parameters and athletic ability of the current user, and then the fitness course most suitable for the current user is displayed on the touch screen.
终端设备可以在当前用户下次登录健身类应用程序时,或者在当前用户使用健身类应用程序健身的间隙(例如刚结束了一个健身课程,或者没有打开健身课程,正在浏览应用程序提供的健身课程列表等),在触摸屏上显示步骤503确定出的最适合当前用户的健身课程。该健身课程的推送界面可参考图8a和8b,此处不再赘述。The terminal device can be the next time the current user logs in to the fitness application, or when the current user uses the fitness application to exercise (for example, just finished a fitness course, or did not open the fitness course, and is browsing the fitness courses provided by the application) List, etc.), the fitness course that is most suitable for the current user determined in step 503 is displayed on the touch screen. For the push interface of the fitness course, please refer to Figures 8a and 8b, which will not be repeated here.
步骤504、在当前用户健身结束后,获取当前用户对健身课程的反馈,根据该反馈判断当前用户对于推送的健身课程的满意度。Step 504: After the current user has finished exercising, obtain the current user's feedback on the fitness course, and determine the current user's satisfaction with the pushed fitness course based on the feedback.
终端设备可以通过点赞、转发、分享、填写问卷等方式获取当前用户对健身课程的反馈,即终端设备在一个健身课程结束后,在触摸屏上显示反馈界面,请当前用户根据上本次健身课程的体验确定是否对其点赞、转发或分享,通常当前用户都健身课程比较满意才 会对其点赞,或者满意才会想要转发、分享给其他人,因此如果当前用户做出点赞、转发或分享的操作,就可以认为当前用户对本次健身课程是满意的。而问卷可以获取到的当前用户的反馈更为详细,包括当前用户对健身课程的满意程度,是否愿意分享给他人,是否有需要改进的地方等。图12示出了当前用户反馈界面的一个示例性的示意图,如图12所示,终端设备在一个健身课程结束后,在触摸屏上显示反馈界面,该界面上包括三个满意度选项:非常喜欢、喜欢和一般,当前用户点击相应的控件做出选择。The terminal device can obtain the current user’s feedback on the fitness course by liking, forwarding, sharing, filling in the questionnaire, etc., that is, the terminal device displays the feedback interface on the touch screen after a fitness course is over, and the current user is requested to follow this fitness course The experience of determining whether to like, repost or share it, usually the current user will like it if they are satisfied with the fitness course, or they will want to repost and share it with others if they are satisfied, so if the current user likes, The operation of forwarding or sharing can be considered that the current user is satisfied with this fitness course. The feedback of current users that can be obtained by the questionnaire is more detailed, including the current user’s satisfaction with the fitness course, whether they are willing to share it with others, and whether there is room for improvement. Figure 12 shows an exemplary schematic diagram of the current user feedback interface. As shown in Figure 12, the terminal device displays the feedback interface on the touch screen after a fitness course is over. The interface includes three satisfaction options: I like it very much. , Like and Normal, the current user clicks on the corresponding control to make a selection.
可选的,终端设备也可以根据当前用户对健身课程的选择确定当前用户对健身课程的喜好,如上所述,终端设备在触摸屏上显示推送的健身课程,由当前用户从中选择想上的课程,通常当前用户对该课程感兴趣才会选择,因此当前用户上述课程选择操作也可以作为获取当前用户喜好的一个依据。Optionally, the terminal device can also determine the current user’s preference for fitness courses according to the current user’s selection of fitness courses. As mentioned above, the terminal device displays the pushed fitness courses on the touch screen, and the current user selects the courses he wants to take. Usually the current user is interested in the course to choose, so the above course selection operation of the current user can also be used as a basis for obtaining the current user's preferences.
步骤505、若当前用户对健身课程的满意度较高,则记录当前用户的相关信息和推送给其的健身课程,并据此更新健身课程推荐模型,以便于直接向其他类似当前用户推荐健身课程。Step 505: If the current user is highly satisfied with the fitness course, record the relevant information of the current user and the fitness course pushed to him, and update the fitness course recommendation model accordingly, so as to directly recommend fitness courses to other similar current users .
满意度可以用百分比表示,满意度较高可以是指满意度百分比高于设定阈值,满意度较低可以是指满意度百分比低于设定阈值;满意度可以通过非常满意、满意、一般、不满意四个等级表示,非常满意和满意表示满意度较高,一般和不满意表示满意度较低。还可以通过其他方式表示满意度,本申请对此不做具体限定。Satisfaction can be expressed as a percentage. Higher satisfaction can mean that the percentage of satisfaction is higher than the set threshold, and lower satisfaction can mean that the percentage of satisfaction is lower than the set threshold. Satisfaction can be expressed by very satisfied, satisfied, average, Four levels of dissatisfaction indicate that very satisfied and satisfied indicate higher satisfaction, and general and dissatisfied indicate lower satisfaction. Satisfaction can also be expressed in other ways, which is not specifically limited in this application.
如果通过上述步骤502或503给某个当前用户推荐了令该当前用户满意的健身课程,而该当前用户的基础参数、运动能力和/或偏好需求等所对应的用户类型中没有上述令该当前用户满意的健身课程,因此服务器或终端设备可以对已有的健身课程推荐模型进行更新,增加当前用户的基础参数、运动能力和/或偏好需求等,并增加与该用户的基础参数、运动能力和/或偏好需求等和上述令该当前用户满意的健身课程的对应关系。这样可以使得健身课程推荐模型逐渐扩充,所包括的影响健身过程的信息越来越多样和丰富,进而可以适应于越来越多的用户类型。If, through the above steps 502 or 503, a fitness course that satisfies the current user is recommended to a current user, and the current user’s basic parameters, athletic ability, and/or preference requirements are not in the corresponding user type. Fitness courses that users are satisfied with, so the server or terminal device can update the existing fitness course recommendation model, increase the current user’s basic parameters, athletic ability and/or preference requirements, etc., and increase the user’s basic parameters and athletic ability And/or the corresponding relationship between preference needs, etc. and the aforementioned fitness course that satisfies the current user. In this way, the fitness course recommendation model can be gradually expanded, and the included information that affects the fitness process becomes more and more diverse and rich, and thus can be adapted to more and more user types.
大量的用户使用健身类应用程序,其中总有一些用户的基础参数、运动能力和/或偏好需求等是相同或相似的,因此针对基础参数、运动能力和/或偏好需求等相同或相似的多个用户,服务器或终端设备可以推荐相同的健身课程。这样服务器或终端设备不用针对每个用户都执行上述所有步骤,如果健身课程推荐模型中已存在适合于基础参数、运动能力和/或偏好需求等相同或相似的用户的健身课程,服务器或终端设备可以直接根据健身课程推荐模型获取该健身课程推送给当前用户即可。A large number of users use fitness applications. Among them, there are always some users who have the same or similar basic parameters, exercise ability and/or preference requirements. Each user, server or terminal device can recommend the same fitness course. In this way, the server or terminal device does not need to perform all the above steps for each user. If the fitness course recommendation model already has fitness courses suitable for the same or similar users with basic parameters, exercise capacity and/or preference requirements, the server or terminal device You can obtain the fitness course directly according to the fitness course recommendation model and push it to the current user.
步骤506、若当前用户对健身课程的满意度较低,则将其他情况相似当前用户的健身课程推送给当前用户。Step 506: If the current user's satisfaction with the fitness course is low, push other fitness courses similar to the current user to the current user.
如果当前用户的反馈明确表示了对推送的健身课程满意度较低,则一定是要更换推送给该当前用户的健身课程的。服务器或终端设备可以从健身课程推荐模型中找到和当前用户的基础参数、运动能力和/或偏好需求等相同或相似的其他用户,获取该其他用户对应的健身课程推送给当前用户。If the current user’s feedback clearly indicates that the satisfaction with the pushed fitness course is low, the fitness course pushed to the current user must be replaced. The server or the terminal device can find other users who are the same or similar to the current user's basic parameters, athletic ability, and/or preference requirements from the fitness course recommendation model, and obtain the fitness course corresponding to the other user and push it to the current user.
可选的,健身课程推荐模型中不存在和当前用户的基础参数、运动能力和/或偏好需求等相同或相似的其他用户,服务器或终端设备执行上述步骤502或503得到最适合当前用户的健身课程。Optionally, there are no other users who are the same or similar to the current user’s basic parameters, exercise capabilities, and/or preference requirements in the fitness course recommendation model, and the server or terminal device performs the above steps 502 or 503 to obtain the most suitable fitness for the current user. course.
本申请通过根据用户的基础参数、运动能力和/或偏好需求等信息确定最适合用户的健身课程,使得推送的健身课程更符合用户的个性化需求。In this application, the fitness course that is most suitable for the user is determined according to the user's basic parameters, athletic ability, and/or preference requirements, so that the pushed fitness course is more in line with the user's individual needs.
在一种可能的实现方式中,上述步骤502中,当前用户首次使用健身类应用程序时,除了请当前用户填写问卷,终端设备还可以执行一套用户评估处理过程,即终端设备在显示屏或触摸屏上提示用户执行一套规定动作,然后根据用户做这些规定动作的结果对用户的运动能力进行评估。也可以通过图像评估,例如让用户做一套动作,然后由用户根据做完动作的结果填写问卷,根据问卷内容评估用户的运动能力。还可以请用户做动作的过程中戴上可穿戴设备,借由可穿戴设备对用户的运动能力进行评估。上述该评估过程可以采用功能性运动测试(functional movement screen,FMS)方法,其由7个动作构成,可以用于各种人群的基础运动能力(例如,灵活性、稳定性、力量和/或忍耐力等)评估。还可以采用Y平衡测试方法。本申请对评估方法不做具体限定。In a possible implementation, in step 502, when the current user uses the fitness application for the first time, in addition to asking the current user to fill in the questionnaire, the terminal device can also perform a set of user evaluation processing procedures, that is, the terminal device is on the display screen or The touch screen prompts the user to perform a set of prescribed actions, and then evaluates the user's athletic ability based on the results of the prescribed actions. Image evaluation can also be used, such as asking the user to perform a set of actions, and then the user fills in a questionnaire based on the results of the completed actions, and evaluates the user's athletic ability based on the content of the questionnaire. The user can also be asked to wear a wearable device during the action, and the user's exercise ability can be evaluated by the wearable device. The above-mentioned evaluation process can adopt the functional movement screen (FMS) method, which consists of 7 movements, which can be used for the basic movement ability (for example, flexibility, stability, strength, and/or endurance) of various groups of people. Power, etc.) evaluation. The Y balance test method can also be used. This application does not specifically limit the evaluation method.
可选的,终端设备可以播放视频,由专业教练示范规定动作和讲解标准规范,或者终端设备播放规范动作的定图,用文字讲解相应动作的标准规范。Optionally, the terminal device can play videos, and professional coaches will demonstrate the prescribed actions and explain the standard specifications, or the terminal device can play the fixed pictures of the standardized actions and explain the standard specifications of the corresponding actions in words.
可选的的,终端设备在当前用户做规范动作的同时打开摄像头,通过摄像头记录用户的动作,再对拍摄的视频进行分析确定用户的动作完成度,进而得到该用户的运动能力。Optionally, the terminal device turns on the camera while the current user is performing a standardized action, records the user's actions through the camera, and then analyzes the captured video to determine the degree of completion of the user's actions, thereby obtaining the user's athletic ability.
可选的,终端设备可以让用户填写问卷,该问卷要求用户填写完成规定动作的成绩。例如,平板撑的最长时长、开合跳的最大次数等。终端设备根据用户填写的成绩得到该用户的运动能力。Optionally, the terminal device may allow the user to fill in a questionnaire, which requires the user to fill in the results of completing a prescribed action. For example, the longest duration of the plank, the maximum number of opening and closing jumps, etc. The terminal device obtains the user's athletic ability according to the results filled in by the user.
由于增加了运动能力评估,因此服务器或终端设备在当前用户首次使用健身类应用程序、确定最适合用户的健身课程时,除了用户的基础参数,还可以加上用户的运动能力评估结果,使得推送的健身课程更符合用户的个性化需求。Due to the addition of exercise ability evaluation, when the current user uses fitness apps for the first time and determines the fitness course that is most suitable for the user, the server or terminal device can add the user’s exercise ability evaluation results in addition to the user’s basic parameters to make the push The fitness courses are more in line with the individual needs of users.
在一种可能的实现方式中,服务器或终端设备可以通过用户注册健身类应用程序的账号,关联到其他设备,例如图2中的可穿戴设备、智慧家庭中的无线设备(例如体脂称、血压计等)、远程医疗(remote medical)中的无线设备(例如疾病信息采集模块、医疗卡等)等,通过这些设备获取当前用户的健康状况(例如疾病记录、心理压力等)、睡眠质量(例如入睡时间、深睡时长等)等,再推荐当前用户的健身课程时,可以进一步结合上述健康状况(例如疾病记录、心理压力等)、睡眠质量(例如入睡时间、深睡时长等)等信息。In a possible implementation, the server or terminal device can register the account of the fitness application through the user, and associate it with other devices, such as the wearable device in Figure 2, and the wireless device in the smart home (such as body fat scale, Sphygmomanometers, etc.), wireless devices in remote medical (such as disease information collection modules, medical cards, etc.), etc., through these devices to obtain the current user’s health status (such as disease records, psychological stress, etc.), sleep quality ( For example, the time to fall asleep, the length of deep sleep, etc.). When recommending the current user’s fitness class, the above-mentioned health status (such as disease records, psychological stress, etc.), sleep quality (such as time to fall asleep, length of deep sleep, etc.), etc. can be further combined .
可选的,服务器或终端设备通过账号关联可穿戴式心率设备,获取当前用户在运动时和运动后的实时心率变化,根据心率变化评估用户的体能,包括当前用户的最大心率、储备心率、心率回复速度等,根据体能评估的结果调整推荐给当前用户的健身课程。可选的,服务器或终端设备还可以根据用户运动时的心率变化判断该动作对用户的锻炼效果,例如有氧运动时用户的心率上升较慢,则说明该动作对用户的锻炼效果较差,并根据锻炼效果调整推荐给当前用户的健身课程。Optionally, the server or terminal device associates a wearable heart rate device with an account to obtain the current user's real-time heart rate changes during and after exercise, and evaluate the user's physical fitness based on the heart rate changes, including the current user's maximum heart rate, reserve heart rate, and heart rate Responding speed, etc., adjust the fitness courses recommended to the current user according to the results of the physical fitness assessment. Optionally, the server or terminal device can also determine the exercise effect of the action on the user based on the user’s heart rate change during exercise. For example, if the user’s heart rate rises slowly during aerobic exercise, it means that the action has a poor exercise effect on the user. And adjust the fitness course recommended to the current user according to the exercise effect.
可选的,服务器或终端设备通过账号关联多种设备,包括远程医疗中的无线设备(医疗结构医院的档案系统,当前用户的医疗账户)、智慧家庭中的无线设备(体脂称、体重秤、血压计等)、手环等,获取当前用户的医疗记录、体检报告、睡眠记录等,根据这些记录确定推荐给当前用户的健身课程。示例性的,表1示出了健身课程的一种示例性的推荐模型。Optionally, the server or terminal device associates multiple devices through accounts, including wireless devices in telemedicine (file system of medical structure hospitals, current user's medical account), wireless devices in smart homes (body fat scales, weight scales) , Blood pressure monitors, etc.), bracelets, etc., to obtain the current user’s medical records, physical examination reports, sleep records, etc., and determine the fitness courses recommended to the current user based on these records. Exemplarily, Table 1 shows an exemplary recommendation model for fitness courses.
表1Table 1
Figure PCTCN2021090085-appb-000001
Figure PCTCN2021090085-appb-000001
需要说明的是,表1作为示例提供了一些健身课程的推荐方法,但本申请并不限于表1中的课程推送方法,对此不作具体限定。It should be noted that, as an example, Table 1 provides some recommended methods for fitness courses, but this application is not limited to the course push methods in Table 1, which is not specifically limited.
可选的,用户可能在不同的设备上登录的账号或信息是不同的,服务器或终端设备就无法根据账号关联其他设备。本申请中服务器或终端设备还可以结合其他信息,如上所述,越多的信息、越多的信息得到的用户画像越贴近用户本人,因此服务器可以整合大量的设备上报的用户信息,对其进行分析,依据信息之间的强相关性确定出哪些设备上登录的用户是同一个用户,进而将这些设备关联起来。Optionally, the user may log in to different devices with different accounts or information, and the server or terminal device cannot associate with other devices based on the account. In this application, the server or terminal device can also be combined with other information. As mentioned above, the more information and the user portrait obtained by the more information, the closer to the user himself. Therefore, the server can integrate the user information reported by a large number of devices and perform processing on it. Analyze and determine which devices are the same users who log in based on the strong correlation between the information, and then associate these devices.
在一种可能的实现方式中,服务器或终端设备通过摄像装置拍摄当前用户健身时的画面,或者拍摄用户健身时周围的空间画面,这些画面除了当前用户,还包括当前用户所处的环境,服务器或终端设备通过直线提取算法(line segment detector,LSD)、目标检测(single shot multibox detector,SSD)等算法识别画面中的墙壁、障碍物等物体,估算出当前用户所处的环境的空间大小。服务器或终端设备在确定推荐的健身课程时,还可以结合当前用户所处的环境的空间大小,若发现本次的健身动作无法在当前环境完成,则选择功能类似且空间要求能够满足的健身课程替代,避免由于空间限制导致健身课程无法进行的情况。In a possible implementation, the server or terminal device uses a camera to take pictures of the current user during exercise, or take pictures of the space around the user during exercise. These pictures include not only the current user, but also the environment where the current user is located. Or the terminal device recognizes objects such as walls and obstacles in the screen through algorithms such as line segment detector (LSD) and target detection (single shot multibox detector, SSD), and estimates the space size of the environment where the current user is located. When the server or terminal device determines the recommended fitness course, it can also combine the space size of the environment where the current user is located. If it is found that this fitness action cannot be completed in the current environment, select a fitness course with similar functions and meeting space requirements Instead, avoid the situation where fitness classes cannot be carried out due to space constraints.
在一种可能的实现方式中,服务器将用户的相关信息和推荐的健身课程存储下来,当用使用非常用设备登录健身类应用程序,例如用户更换终端设备,只要凭借注册时的账号登录,即可从服务器端获取推荐给该用户的健身课程,无需再重新填写问卷、确定推荐的健身课程等过程,提高推送效率。In a possible implementation, the server stores the user’s relevant information and recommended fitness courses. When logging in to a fitness application with an unusually-used device, for example, the user changes the terminal device, as long as the user logs in with the account at the time of registration, that is The fitness courses recommended to the user can be obtained from the server side, and there is no need to fill in the questionnaire again, determine the recommended fitness courses, etc., and improve the push efficiency.
在一种可能的实现方式中,在给用户确定了最适合其的健身课程后,或者收到用户针对健身课程的反馈后,服务器或终端设备可以根据确定的健身课程或用户的反馈对健身课程推荐模型进行更新。本申请中健身课程推荐模型的创建和更新均可以通过机器学习、深度学习、强化学习等方式实现,其输入包括用户的身体参数、健身目的、运动能力、健康状况、睡眠质量以及用户对健身课程的反馈中的一个或多个,其输出为基于前述信息构建的健身课程推荐模型。In a possible implementation, after determining the fitness course most suitable for the user, or after receiving the user’s feedback on the fitness course, the server or terminal device can respond to the fitness course according to the determined fitness course or the user’s feedback. It is recommended that the model be updated. The creation and update of the fitness course recommendation model in this application can be achieved through machine learning, deep learning, reinforcement learning, etc. The input includes the user's physical parameters, fitness goals, exercise capacity, health status, sleep quality, and user's response to fitness courses. One or more of the feedbacks, the output of which is a fitness course recommendation model constructed based on the foregoing information.
需要说明的是,本申请在确定最适合当前用户的健身课程时依据的多项数据可以包括以下一种或多种信息:身体参数(例如身高、体重、年龄、性别等)、健身目的(例如减脂、塑形、增肌等)、运动能力(例如关节灵活度、下肢力量、核心力量、上肢力量、体能等)、健康状况(例如疾病记录、心理压力等)、睡眠质量(例如入睡时间、深睡时长等)、外部空间环境(例如室内、室外、空间大小等)以及用户反馈(例如课程点赞情况、上课心得、课程点击率、课程收藏率等)。It should be noted that the multiple data used in this application to determine the fitness course most suitable for the current user may include one or more of the following information: physical parameters (such as height, weight, age, gender, etc.), fitness purpose (such as Fat loss, shaping, muscle gain, etc.), athletic ability (such as joint flexibility, lower limb strength, core strength, upper limb strength, physical fitness, etc.), health status (such as disease records, psychological stress, etc.), sleep quality (such as time to fall asleep , Deep sleep duration, etc.), external space environment (such as indoor, outdoor, space size, etc.), and user feedback (such as course likes, class experience, course click-through rate, course collection rate, etc.).
这些信息中身体参数和健身目的是基础参数不可以省略,其在当前用户首次使用健身类应用程序时是健身课程的推荐依据。其他信息均为可选信息,即服务器或终端设备可以在基础参数的基础上,再根据其中的一种或多种信息确定最适合当前用户的健身课程。而通常来讲,所结合的信息越多得到的画像越贴近用户,而画像越贴近用户,那么针对这个画像推送的健身课程越适合于用户。The physical parameters and fitness purpose in this information are basic parameters that cannot be omitted, and they are the recommended basis for fitness courses when the current user uses the fitness application for the first time. Other information is optional information, that is, the server or terminal device can determine the fitness course most suitable for the current user based on one or more of the basic parameters. Generally speaking, the more information that is combined, the closer the portrait will be to the user, and the closer the portrait is to the user, the more suitable the fitness course pushed for this portrait will be for the user.
进一步的,本申请对于出基础参数外的其他信息不做先后顺序、重要性以及权重高低的限定,也不对其他信息的数量做具体限定。Further, this application does not limit the order, importance, and weight of other information other than the basic parameters, nor does it specifically limit the quantity of other information.
在实现过程中,上述方法实施例的各步骤可以通过处理器中的硬件的集成逻辑电路或者软件形式的指令完成。处理器可以是通用处理器、数字信号处理器(digital signal processor,DSP)、特定应用集成电路(application-specific integrated circuit,ASIC)、现场可编程门阵列(field programmable gate array,FPGA)或其他可编程逻辑器件、分立门或者晶体管逻辑器件、分立硬件组件。通用处理器可以是微处理器或者该处理器也可以是任何常规的处理器等。本申请实施例公开的方法的步骤可以直接体现为硬件编码处理器执行完成,或者用编码处理器中的硬件及软件模块组合执行完成。软件模块可以位于随机存储器,闪存、只读存储器,可编程只读存储器或者电可擦写可编程存储器、寄存器等本领域成熟的存储介质中。该存储介质位于存储器,处理器读取存储器中的信息,结合其硬件完成上述方法的步骤。In the implementation process, the steps of the foregoing method embodiments may be completed by hardware integrated logic circuits in the processor or instructions in the form of software. The processor can be a general-purpose processor, digital signal processor (digital signal processor, DSP), application-specific integrated circuit (ASIC), field programmable gate array (field programmable gate array, FPGA) or other Programming logic devices, discrete gates or transistor logic devices, discrete hardware components. The general-purpose processor may be a microprocessor or the processor may also be any conventional processor or the like. The steps of the method disclosed in the embodiments of the present application may be directly embodied as being executed and completed by a hardware encoding processor, or executed and completed by a combination of hardware and software modules in the encoding processor. The software module can be located in a mature storage medium in the field, such as random access memory, flash memory, read-only memory, programmable read-only memory, or electrically erasable programmable memory, registers. The storage medium is located in the memory, and the processor reads the information in the memory and completes the steps of the above method in combination with its hardware.
上述各实施例中提及的存储器可以是易失性存储器或非易失性存储器,或可包括易失性和非易失性存储器两者。其中,非易失性存储器可以是只读存储器(read-only memory,ROM)、可编程只读存储器(programmable ROM,PROM)、可擦除可编程只读存储器(erasable PROM,EPROM)、电可擦除可编程只读存储器(electrically EPROM,EEPROM)或闪存。易失性存储器可以是随机存取存储器(random access memory,RAM),其用作外部高速缓存。通过示例性但不是限制性说明,许多形式的RAM可用,例如静态随机存 取存储器(static RAM,SRAM)、动态随机存取存储器(dynamic RAM,DRAM)、同步动态随机存取存储器(synchronous DRAM,SDRAM)、双倍数据速率同步动态随机存取存储器(double data rate SDRAM,DDR SDRAM)、增强型同步动态随机存取存储器(enhanced SDRAM,ESDRAM)、同步连接动态随机存取存储器(synchlink DRAM,SLDRAM)和直接内存总线随机存取存储器(direct rambus RAM,DR RAM)。应注意,本文描述的系统和方法的存储器旨在包括但不限于这些和任意其它适合类型的存储器。The memory mentioned in the above embodiments may be volatile memory or non-volatile memory, or may include both volatile and non-volatile memory. Among them, the non-volatile memory can be read-only memory (ROM), programmable read-only memory (programmable ROM, PROM), erasable programmable read-only memory (erasable PROM, EPROM), and electrically available Erase programmable read-only memory (electrically EPROM, EEPROM) or flash memory. The volatile memory may be random access memory (RAM), which is used as an external cache. By way of exemplary but not restrictive description, many forms of RAM are available, such as static random access memory (static RAM, SRAM), dynamic random access memory (dynamic RAM, DRAM), and synchronous dynamic random access memory (synchronous DRAM, SDRAM), double data rate synchronous dynamic random access memory (double data rate SDRAM, DDR SDRAM), enhanced synchronous dynamic random access memory (enhanced SDRAM, ESDRAM), synchronous connection dynamic random access memory (synchlink DRAM, SLDRAM) ) And direct memory bus random access memory (direct rambus RAM, DR RAM). It should be noted that the memories of the systems and methods described herein are intended to include, but are not limited to, these and any other suitable types of memories.
本领域普通技术人员可以意识到,结合本文中所公开的实施例描述的各示例的单元及算法步骤,能够以电子硬件、或者计算机软件和电子硬件的结合来实现。这些功能究竟以硬件还是软件方式来执行,取决于技术方案的特定应用和设计约束条件。专业技术人员可以对每个特定的应用来使用不同方法来实现所描述的功能,但是这种实现不应认为超出本申请的范围。A person of ordinary skill in the art may realize that the units and algorithm steps of the examples described in combination with the embodiments disclosed herein can be implemented by electronic hardware or a combination of computer software and electronic hardware. Whether these functions are executed by hardware or software depends on the specific application and design constraint conditions of the technical solution. Professionals and technicians can use different methods for each specific application to implement the described functions, but such implementation should not be considered beyond the scope of this application.
所属领域的技术人员可以清楚地了解到,为描述的方便和简洁,上述描述的系统、装置和单元的具体工作过程,可以参考前述方法实施例中的对应过程,在此不再赘述。Those skilled in the art can clearly understand that, for the convenience and conciseness of description, the specific working process of the system, device and unit described above can refer to the corresponding process in the foregoing method embodiment, which will not be repeated here.
在本申请所提供的几个实施例中,应该理解到,所揭露的系统、装置和方法,可以通过其它的方式实现。例如,以上所描述的装置实施例仅仅是示意性的,例如,所述单元的划分,仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式,例如多个单元或组件可以结合或者可以集成到另一个系统,或一些特征可以忽略,或不执行。另一点,所显示或讨论的相互之间的耦合或直接耦合或通信连接可以是通过一些接口,装置或单元的间接耦合或通信连接,可以是电性,机械或其它的形式。In the several embodiments provided in this application, it should be understood that the disclosed system, device, and method can be implemented in other ways. For example, the device embodiments described above are merely illustrative. For example, the division of the units is only a logical function division, and there may be other divisions in actual implementation, for example, multiple units or components may be combined or It can be integrated into another system, or some features can be ignored or not implemented. In addition, the displayed or discussed mutual coupling or direct coupling or communication connection may be indirect coupling or communication connection through some interfaces, devices or units, and may be in electrical, mechanical or other forms.
所述作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的部分或者全部单元来实现本实施例方案的目的。The units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in one place, or they may be distributed on multiple network units. Some or all of the units may be selected according to actual needs to achieve the objectives of the solutions of the embodiments.
另外,在本申请各个实施例中的各功能单元可以集成在一个处理单元中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个单元中。In addition, the functional units in the various embodiments of the present application may be integrated into one processing unit, or each unit may exist alone physically, or two or more units may be integrated into one unit.
所述功能如果以软件功能单元的形式实现并作为独立的产品销售或使用时,可以存储在一个计算机可读取存储介质中。基于这样的理解,本申请的技术方案本质上或者说对现有技术做出贡献的部分或者该技术方案的部分可以以软件产品的形式体现出来,该计算机软件产品存储在一个存储介质中,包括若干指令用以使得一台计算机设备(个人计算机,服务器,或者网络设备等)执行本申请各个实施例所述方法的全部或部分步骤。而前述的存储介质包括:U盘、移动硬盘、只读存储器(read-only memory,ROM)、随机存取存储器(random access memory,RAM)、磁碟或者光盘等各种可以存储程序代码的介质。If the function is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer readable storage medium. Based on this understanding, the technical solution of the present application essentially or the part that contributes to the existing technology or the part of the technical solution can be embodied in the form of a software product, and the computer software product is stored in a storage medium, including Several instructions are used to make a computer device (personal computer, server, or network device, etc.) execute all or part of the steps of the method described in each embodiment of the present application. The aforementioned storage media include: U disk, mobile hard disk, read-only memory (read-only memory, ROM), random access memory (random access memory, RAM), magnetic disks or optical disks and other media that can store program codes. .
以上所述,仅为本申请的具体实施方式,但本申请的保护范围并不局限于此,任何熟悉本技术领域的技术人员在本申请揭露的技术范围内,可轻易想到变化或替换,都应涵盖在本申请的保护范围之内。因此,本申请的保护范围应以所述权利要求的保护范围为准。The above are only specific implementations of this application, but the protection scope of this application is not limited to this. Any person skilled in the art can easily think of changes or substitutions within the technical scope disclosed in this application. Should be covered within the scope of protection of this application. Therefore, the protection scope of this application should be subject to the protection scope of the claims.

Claims (22)

  1. 一种健身课程推送方法,其特征在于,包括:A method for pushing fitness courses, which is characterized in that it includes:
    获取当前用户的身体状态信息,所述身体状态信息来自可穿戴设备、智能家居、医疗平台中的一个或多个设备;Acquiring physical state information of the current user, where the physical state information comes from one or more devices in a wearable device, a smart home, or a medical platform;
    根据所述身体状态信息确定适用于所述当前用户的健身课程;Determining a fitness course suitable for the current user according to the physical state information;
    推送所述适用于所述当前用户的健身课程。Push the fitness course applicable to the current user.
  2. 根据权利要求1所述的方法,其特征在于,所述身体状态信息包括:体脂率、日均活动量、睡眠时间、压力指数、心肺数据、医疗记录和体检报告中的一个或多个信息,其中,所述体脂率来自所述智能家居,所述日均活动量、所述睡眠时间和所述心肺数据来自所述可穿戴设备,所述压力指数、所述医疗记录和所述体检报告来自所述医疗平台。The method according to claim 1, wherein the physical state information includes one or more of body fat rate, average daily activity level, sleep time, stress index, cardiopulmonary data, medical records, and physical examination reports , Wherein the body fat rate comes from the smart home, the daily average activity level, the sleep time, and the cardiopulmonary data come from the wearable device, the stress index, the medical record, and the physical examination The report comes from the medical platform.
  3. 根据权利要求1或2所述的方法,其特征在于,所述身体状态信息还包括:所述当前用户的个人信息和/或健身目的,所述个人信息包括年龄、性别、身高、体重和工作类别中的一个或多个信息,所述个人信息和所述健身目的来自所述当前用户的调查问卷或者与所述当前用户的个人账号关联的应用程序或设备。The method according to claim 1 or 2, wherein the physical state information further includes: personal information and/or fitness purpose of the current user, and the personal information includes age, gender, height, weight, and work. One or more pieces of information in the category, the personal information and the fitness purpose come from a questionnaire of the current user or an application or device associated with the personal account of the current user.
  4. 根据权利要求1-3中任一项所述的方法,其特征在于,所述身体状态信息还包括:所述当前用户的运动能力,所述运动能力包括关节灵活度、肢体力量、核心力量和体能中的一个或多个信息,所述运动能力来自所述可穿戴设备或者所述当前用户的健身环境中的摄像装置拍摄的健身视频。The method according to any one of claims 1 to 3, wherein the physical state information further comprises: the current user's athletic ability, and the athletic ability includes joint flexibility, limb strength, core strength, and One or more pieces of information about physical fitness, and the exercise capacity comes from a fitness video shot by the wearable device or a camera device in the fitness environment of the current user.
  5. 根据权利要求1-4中任一项所述的方法,其特征在于,还包括:The method according to any one of claims 1-4, further comprising:
    获取所述当前用户的反馈信息,所述反馈信息包括课程点击率、点赞记录、课程收藏记录和上课心得记录中的一个或多个信息;Acquiring feedback information of the current user, where the feedback information includes one or more of course click-through rate, like record, course favorite record, and class experience record;
    所述根据所述身体状态信息确定适用于所述当前用户的健身课程,包括:The determining a fitness course suitable for the current user according to the physical state information includes:
    根据所述身体状态信息和所述当前用户的反馈信息确定适用于所述当前用户的健身课程。The fitness course suitable for the current user is determined according to the body state information and the feedback information of the current user.
  6. 根据权利要求5所述的方法,其特征在于,还包括:The method according to claim 5, further comprising:
    通过所述当前用户的健身环境中的摄像装置拍摄的健身视频确定所述当前用户的健身环境的空间大小;Determining the size of the space of the current user's fitness environment through the fitness video shot by the camera device in the current user's fitness environment;
    所述根据所述身体状态信息确定适用于所述当前用户的健身课程,包括:The determining a fitness course suitable for the current user according to the physical state information includes:
    根据所述身体状态信息,以及所述当前用户的反馈信息和/或所述当前用户的健身环境的空间大小确定适用于所述当前用户的健身课程。The fitness course suitable for the current user is determined according to the body state information, the feedback information of the current user and/or the size of the fitness environment of the current user.
  7. 根据权利要求1-6中任一项所述的方法,其特征在于,所述获取当前用户的身体状态信息之前,还包括:The method according to any one of claims 1 to 6, characterized in that, before the acquiring physical state information of the current user, the method further comprises:
    根据所述当前用户的个人账号关联一个或多个设备,所述一个或多个设备包括所述可穿戴设备、所述智能家居、所述医疗平台和所述摄像装置中的一个或多个设备;和/或,Associate one or more devices according to the personal account of the current user, the one or more devices including one or more of the wearable device, the smart home, the medical platform, and the camera ;and / or,
    据所述当前用户的个人账号关联一个或多个应用程序。One or more applications are associated with the personal account of the current user.
  8. 根据权利要求1-7中任一项所述的方法,其特征在于,所述根据所述身体状态信息确定适用于所述当前用户的健身课程,包括:The method according to any one of claims 1-7, wherein the determining a fitness course suitable for the current user according to the physical state information comprises:
    根据所述身体状态信息通过预先创建的健身课程推荐模型确定适用于所述当前用户 的健身课程。According to the body state information, a fitness course recommendation model created in advance is used to determine a fitness course suitable for the current user.
  9. 根据权利要求8所述的方法,其特征在于,还包括:The method according to claim 8, further comprising:
    根据专家知识、历史用户的所述身体状态信息、历史用户的所述反馈信息、历史用户的所述健身环境的空间大小以及历史健身课程推送记录中的一个或多个信息创建所述健身课程推荐模型。Create the fitness course recommendation based on one or more of expert knowledge, the physical state information of the historical user, the feedback information of the historical user, the size of the fitness environment of the historical user, and the historical fitness course push record Model.
  10. 根据权利要求1-9中任一项所述的方法,其特征在于,所述推送所述适用于所述当前用户的健身课程之后,还包括:The method according to any one of claims 1-9, wherein after the pushing the fitness course applicable to the current user, the method further comprises:
    判断已推送的健身课程是否适合所述当前用户;Determine whether the pushed fitness course is suitable for the current user;
    若所述已推送的健身课程不适合所述当前用户,则确定适用于所述当前用户的新的健身课程。If the pushed fitness course is not suitable for the current user, a new fitness course suitable for the current user is determined.
  11. 一种终端设备,其特征在于,包括:处理器和存储器;A terminal device, characterized by comprising: a processor and a memory;
    所述存储器,用于存储程序;The memory is used to store programs;
    当所述程序被所述处理器执行,使得所述处理器,用于获取当前用户的身体状态信息,所述身体状态信息来自可穿戴设备、智能家居、医疗平台中的一个或多个设备;根据所述身体状态信息确定适用于所述当前用户的健身课程;推送所述适用于所述当前用户的健身课程。When the program is executed by the processor, the processor is used to obtain the current user's body state information, the body state information coming from one or more devices in a wearable device, a smart home, or a medical platform; Determine the fitness course suitable for the current user according to the physical state information; push the fitness course suitable for the current user.
  12. 根据权利要求11所述的终端设备,其特征在于,所述身体状态信息包括:体脂率、日均活动量、睡眠时间、压力指数、心肺数据、医疗记录和体检报告中的一个或多个信息,其中,所述体脂率来自所述智能家居,所述日均活动量、所述睡眠时间和所述心肺数据来自所述可穿戴设备,所述压力指数、所述医疗记录和所述体检报告来自所述医疗平台。The terminal device according to claim 11, wherein the body state information includes one or more of body fat rate, average daily activity level, sleep time, stress index, cardiopulmonary data, medical records, and physical examination reports Information, wherein the body fat rate comes from the smart home, the average daily activity level, the sleep time, and the cardiopulmonary data come from the wearable device, the stress index, the medical record, and the The medical report comes from the medical platform.
  13. 根据权利要求11或12所述的终端设备,其特征在于,所述身体状态信息还包括:所述当前用户的个人信息和/或健身目的,所述个人信息包括年龄、性别、身高、体重和工作类别中的一个或多个信息,所述个人信息和所述健身目的来自所述当前用户的调查问卷或者与所述当前用户的个人账号关联的应用程序或设备。The terminal device according to claim 11 or 12, wherein the physical state information further includes: personal information and/or fitness purpose of the current user, and the personal information includes age, gender, height, weight, and One or more pieces of information in the work category, the personal information and the fitness purpose come from a questionnaire of the current user or an application or device associated with the personal account of the current user.
  14. 根据权利要求11-13中任一项所述的终端设备,其特征在于,所述身体状态信息还包括:所述当前用户的运动能力,所述运动能力包括关节灵活度、肢体力量、核心力量和体能中的一个或多个信息,所述运动能力来自所述可穿戴设备或者所述当前用户的健身环境中的摄像装置拍摄的健身视频。The terminal device according to any one of claims 11-13, wherein the physical state information further comprises: the current user's athletic ability, and the athletic ability includes joint flexibility, limb strength, and core strength. And one or more pieces of information in physical fitness, and the exercise capacity comes from a fitness video shot by the wearable device or a camera device in the fitness environment of the current user.
  15. 根据权利要求11-14中任一项所述的终端设备,其特征在于,所述处理器,还用于获取所述当前用户的反馈信息,所述反馈信息包括课程点击率、点赞记录、课程收藏记录和上课心得记录中的一个或多个信息;根据所述身体状态信息和所述当前用户的反馈信息确定适用于所述当前用户的健身课程。The terminal device according to any one of claims 11-14, wherein the processor is further configured to obtain feedback information of the current user, and the feedback information includes course click-through rate, like record, One or more information in the course collection record and the lesson experience record; and the fitness course suitable for the current user is determined according to the physical state information and the feedback information of the current user.
  16. 根据权利要求15所述的终端设备,其特征在于,所述处理器,还用于通过所述当前用户的健身环境中的摄像装置拍摄的健身视频确定所述当前用户的健身环境的空间大小;根据所述身体状态信息,以及所述当前用户的反馈信息和/或所述当前用户的健身环境的空间大小确定适用于所述当前用户的健身课程。The terminal device according to claim 15, wherein the processor is further configured to determine the size of the current user's fitness environment through a fitness video shot by a camera device in the current user's fitness environment; The fitness course suitable for the current user is determined according to the body state information, the feedback information of the current user and/or the size of the fitness environment of the current user.
  17. 根据权利要求11-16中任一项所述的终端设备,其特征在于,所述处理器,还用于根据所述当前用户的个人账号关联一个或多个设备,所述一个或多个设备包括所述可穿 戴设备、所述智能家居、所述医疗平台和所述摄像装置中的一个或多个设备;和/或,据所述当前用户的个人账号关联一个或多个应用程序。The terminal device according to any one of claims 11-16, wherein the processor is further configured to associate one or more devices according to the personal account of the current user, and the one or more devices It includes one or more of the wearable device, the smart home, the medical platform, and the camera device; and/or one or more applications are associated with the personal account of the current user.
  18. 根据权利要求11-17中任一项所述的终端设备,其特征在于,所述处理器,具体用于根据所述身体状态信息通过预先创建的健身课程推荐模型确定适用于所述当前用户的健身课程。The terminal device according to any one of claims 11-17, wherein the processor is specifically configured to determine a fitness course recommendation model that is suitable for the current user according to the body state information. Fitness courses.
  19. 根据权利要求18所述的终端设备,其特征在于,所述处理器,还用于根据专家知识、历史用户的所述身体状态信息、历史用户的所述反馈信息、历史用户的所述健身环境的空间大小以及历史健身课程推送记录中的一个或多个信息创建所述健身课程推荐模型。The terminal device according to claim 18, wherein the processor is further configured to use expert knowledge, the physical state information of the historical user, the feedback information of the historical user, and the fitness environment of the historical user The size of the space and one or more pieces of information in the historical fitness course push records create the fitness course recommendation model.
  20. 根据权利要求11-19中任一项所述的终端设备,其特征在于,所述处理器,还用于判断已推送的健身课程是否适合所述当前用户;若所述已推送的健身课程不适合所述当前用户,则确定适用于所述当前用户的新的健身课程。The terminal device according to any one of claims 11-19, wherein the processor is further configured to determine whether the pushed fitness course is suitable for the current user; if the pushed fitness course is not If it is suitable for the current user, a new fitness course suitable for the current user is determined.
  21. 一种计算机可读存储介质,其特征在于,包括计算机程序,所述计算机程序在计算机上被执行时,使得所述计算机执行权利要求1-10中任一项所述的方法。A computer-readable storage medium, characterized by comprising a computer program, which when executed on a computer, causes the computer to execute the method according to any one of claims 1-10.
  22. 一种计算机程序,其特征在于,当所述计算机程序被计算机执行时,用于执行权利要求1-10中任一项所述的方法。A computer program, characterized in that, when the computer program is executed by a computer, it is used to execute the method according to any one of claims 1-10.
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