CN110064177A - A kind of intermittent training monitoring system and method based on Intelligent bracelet - Google Patents
A kind of intermittent training monitoring system and method based on Intelligent bracelet Download PDFInfo
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- CN110064177A CN110064177A CN201910302357.8A CN201910302357A CN110064177A CN 110064177 A CN110064177 A CN 110064177A CN 201910302357 A CN201910302357 A CN 201910302357A CN 110064177 A CN110064177 A CN 110064177A
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- A—HUMAN NECESSITIES
- A63—SPORTS; GAMES; AMUSEMENTS
- A63B—APPARATUS FOR PHYSICAL TRAINING, GYMNASTICS, SWIMMING, CLIMBING, OR FENCING; BALL GAMES; TRAINING EQUIPMENT
- A63B22/00—Exercising apparatus specially adapted for conditioning the cardio-vascular system, for training agility or co-ordination of movements
- A63B22/02—Exercising apparatus specially adapted for conditioning the cardio-vascular system, for training agility or co-ordination of movements with movable endless bands, e.g. treadmills
- A63B22/0235—Exercising apparatus specially adapted for conditioning the cardio-vascular system, for training agility or co-ordination of movements with movable endless bands, e.g. treadmills driven by a motor
- A63B22/0242—Exercising apparatus specially adapted for conditioning the cardio-vascular system, for training agility or co-ordination of movements with movable endless bands, e.g. treadmills driven by a motor with speed variation
- A63B22/025—Exercising apparatus specially adapted for conditioning the cardio-vascular system, for training agility or co-ordination of movements with movable endless bands, e.g. treadmills driven by a motor with speed variation electrically, e.g. D.C. motors with variable speed control
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- A—HUMAN NECESSITIES
- A63—SPORTS; GAMES; AMUSEMENTS
- A63B—APPARATUS FOR PHYSICAL TRAINING, GYMNASTICS, SWIMMING, CLIMBING, OR FENCING; BALL GAMES; TRAINING EQUIPMENT
- A63B24/00—Electric or electronic controls for exercising apparatus of preceding groups; Controlling or monitoring of exercises, sportive games, training or athletic performances
- A63B24/0062—Monitoring athletic performances, e.g. for determining the work of a user on an exercise apparatus, the completed jogging or cycling distance
-
- A—HUMAN NECESSITIES
- A63—SPORTS; GAMES; AMUSEMENTS
- A63B—APPARATUS FOR PHYSICAL TRAINING, GYMNASTICS, SWIMMING, CLIMBING, OR FENCING; BALL GAMES; TRAINING EQUIPMENT
- A63B24/00—Electric or electronic controls for exercising apparatus of preceding groups; Controlling or monitoring of exercises, sportive games, training or athletic performances
- A63B24/0087—Electric or electronic controls for exercising apparatus of groups A63B21/00 - A63B23/00, e.g. controlling load
-
- A—HUMAN NECESSITIES
- A63—SPORTS; GAMES; AMUSEMENTS
- A63B—APPARATUS FOR PHYSICAL TRAINING, GYMNASTICS, SWIMMING, CLIMBING, OR FENCING; BALL GAMES; TRAINING EQUIPMENT
- A63B71/00—Games or sports accessories not covered in groups A63B1/00 - A63B69/00
- A63B71/06—Indicating or scoring devices for games or players, or for other sports activities
- A63B71/0619—Displays, user interfaces and indicating devices, specially adapted for sport equipment, e.g. display mounted on treadmills
- A63B71/0622—Visual, audio or audio-visual systems for entertaining, instructing or motivating the user
-
- A—HUMAN NECESSITIES
- A63—SPORTS; GAMES; AMUSEMENTS
- A63B—APPARATUS FOR PHYSICAL TRAINING, GYMNASTICS, SWIMMING, CLIMBING, OR FENCING; BALL GAMES; TRAINING EQUIPMENT
- A63B71/00—Games or sports accessories not covered in groups A63B1/00 - A63B69/00
- A63B71/06—Indicating or scoring devices for games or players, or for other sports activities
- A63B71/0686—Timers, rhythm indicators or pacing apparatus using electric or electronic means
-
- A—HUMAN NECESSITIES
- A63—SPORTS; GAMES; AMUSEMENTS
- A63B—APPARATUS FOR PHYSICAL TRAINING, GYMNASTICS, SWIMMING, CLIMBING, OR FENCING; BALL GAMES; TRAINING EQUIPMENT
- A63B24/00—Electric or electronic controls for exercising apparatus of preceding groups; Controlling or monitoring of exercises, sportive games, training or athletic performances
- A63B24/0087—Electric or electronic controls for exercising apparatus of groups A63B21/00 - A63B23/00, e.g. controlling load
- A63B2024/0093—Electric or electronic controls for exercising apparatus of groups A63B21/00 - A63B23/00, e.g. controlling load the load of the exercise apparatus being controlled by performance parameters, e.g. distance or speed
-
- A—HUMAN NECESSITIES
- A63—SPORTS; GAMES; AMUSEMENTS
- A63B—APPARATUS FOR PHYSICAL TRAINING, GYMNASTICS, SWIMMING, CLIMBING, OR FENCING; BALL GAMES; TRAINING EQUIPMENT
- A63B2220/00—Measuring of physical parameters relating to sporting activity
- A63B2220/62—Time or time measurement used for time reference, time stamp, master time or clock signal
-
- A—HUMAN NECESSITIES
- A63—SPORTS; GAMES; AMUSEMENTS
- A63B—APPARATUS FOR PHYSICAL TRAINING, GYMNASTICS, SWIMMING, CLIMBING, OR FENCING; BALL GAMES; TRAINING EQUIPMENT
- A63B2230/00—Measuring physiological parameters of the user
- A63B2230/04—Measuring physiological parameters of the user heartbeat characteristics, e.g. ECG, blood pressure modulations
- A63B2230/06—Measuring physiological parameters of the user heartbeat characteristics, e.g. ECG, blood pressure modulations heartbeat rate only
- A63B2230/062—Measuring physiological parameters of the user heartbeat characteristics, e.g. ECG, blood pressure modulations heartbeat rate only used as a control parameter for the apparatus
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- Health & Medical Sciences (AREA)
- General Health & Medical Sciences (AREA)
- Physical Education & Sports Medicine (AREA)
- Engineering & Computer Science (AREA)
- Cardiology (AREA)
- Vascular Medicine (AREA)
- Multimedia (AREA)
- Human Computer Interaction (AREA)
- Image Analysis (AREA)
Abstract
The present invention relates to a kind of, and the intermittent training based on Intelligent bracelet monitors system and method, including Intelligent bracelet, treadmill, camera and display, the treadmill is internally provided with timer and controller, the camera and display are set to the front of the treadmill, and camera and display are connected with the controller respectively；Intelligent bracelet is used to acquire the heart rate of user and the heart rate of user is sent to the controller；Camera is used to acquire the upper part of the body image of user, and the upper part of the body image of user is sent to the controller.By using the present invention, pass through Intelligent bracelet real-time monitoring user's heart rate, and using the controller of treadmill automatically according to the start and stop of preset drill program control treadmill, to realize the automatic monitoring and management of intermittent training, the present invention realizes convenient, it is accompanied in the whole journey one to one without coach, and drill program can be executed more accurately and effectively, substantially increase the efficiency of intermittent training.
Description
Technical field
The present invention relates to technical field of data processing, in particular to a kind of intermittent training monitoring systems based on Intelligent bracelet
System and method.
Background technique
Intermittent training method, which refers to, proposes strict requirements to movement structure and load intensity, intermittent time, so that at body
Under incomplete recovery state, the training method of practice is repeated.During the coaching method advantage is to practice and centre is intermittently
Period can be such that heart rate holds within optimum range, improve cardiac pump function.Interval training, have between practice twice one it is stringent
The rest period of time of having a rest is controlled, and the length of this rest period is controlled by measuring the heart rate of sportsman.
Key is a little that sportsman will just start lower sector when not yet regaining one's strength completely.
In practical applications, the training time control of interval training and time of having a rest control often by coach's hand
It is dynamic to be controlled.Coach can only one to one exercise supervision to trainer, and need to accompany in the whole journey the training of trainer, and nothing
Method simultaneously exercises supervision to multiple trainers, causes very big manpower waste.And coach is easy in monitor procedure
The situation of existing timing and rhythm of the heart inaccuracy, cannot achieve effective supervision.
Summary of the invention
The present invention provides a kind of, and the intermittent training based on Intelligent bracelet monitors system and method, and its object is to overcome
Defect in the prior art, by Intelligent bracelet real-time monitoring user's heart rate, and using the controller of treadmill automatically according to
The start and stop of preset drill program control treadmill, to realize the automatic monitoring and management of intermittent training.
To achieve the goals above, the present invention has following constitute:
The intermittent trained monitoring system based on Intelligent bracelet, including Intelligent bracelet, treadmill, camera and display
Device, the treadmill are internally provided with timer and controller, and the camera and display are set to the treadmill
Front, and the camera and the display are connected with the controller respectively；
The Intelligent bracelet is used to acquire the heart rate of user and the heart rate of user is sent to the controller；
The camera is used to acquire the upper part of the body image of user, and the upper part of the body image of user is sent to the control
Device；
The display is used to acquire the intermittent drill program of user's formulation, and the intermittent drill program is sent
To the controller, the intermittent drill program includes the number of training stage, each training stage in a cycle of training
Velocity, the heart rate value at the end of the training time of each training stage and each rest period；
The controller is for executing following steps:
When the controller receives the upper part of the body image of the camera acquisition, analyzed from the upper part of the body image
Recognition of face is carried out to human face region image, and to user, obtains the identity ID of user；
The controller is according to the intermittent drill program of the identity ID calling and obtaining user of user；
The controller starts the treadmill, sets current treadmill state as physical training condition, and according to being presently in
Training stage velocity setting treadmill speed, and start timing；
The controller controls the treadmill and stops fortune at the end of the training time for the training stage being presently in
Turn, sets current treadmill state as resting state, and restart timing；
The controller receives the heart rate value of the user of the Intelligent bracelet acquisition, and between the heart rate value of user is lower than
When heart rate value in formula of having a rest drill program at the end of the current rest period, starts next training stage, starts the treadmill,
Current treadmill state is set as physical training condition, and sets the speed of treadmill according to the velocity of the training stage of starting,
And restart timing；
The controller detects that the quantity of completed training stage reaches a training week in intermittent drill program
It in phase when the number of training stage, controls the treadmill and shuts down, and training completion notice is sent by the display.
Optionally, when current treadmill state is physical training condition, the controller is also used to execute following steps:
The controller acquires the upper part of the body image of user every preset time by the camera；
The controller is analyzed from the upper part of the body image of the user and obtains user's hand images；
The controller obtains control gesture set by user according to User ID, the control gesture include accelerate gesture,
Deceleration gesture and stopping gesture；
The controller carries out gesture analysis from user's hand images, judge active user's hand images whether
With the acceleration gesture, deceleration gesture and stop gesture；
If matching the acceleration gesture, the controller controls the treadmill accelerated service；
If matching the deceleration gesture, the controller controls the treadmill deceleration operating；
If matching the stopping gesture, the controller controls the treadmill and shuts down, and passes through the display
Device reminds user to reset the drill program for this time training the subsequent training stage.
Optionally, the controller carries out gesture analysis from user's hand images using following steps, and judgement is worked as
Whether preceding user's hand images match the acceleration gesture, deceleration gesture and stop gesture:
User's hand images are input to trained gesture identification model, the user gesture exported by the controller
Classification；
The controller judges whether the user gesture classification of output matches the classification of acceleration gesture set by user, slows down
The classification of gesture or the classification for stopping gesture.
Optionally, further include following steps after the controller sends training completion notice by the display:
The controller obtains the training duration for each training stage that user this time trains, putting down in each training stage
Equal heart rate, the heart rate at the end of each rest period, the average heart rate at the end of each rest period and current cycle of training
Total duration generates training report, and pushes the training report to user by the display.
Optionally, when the controller receives the upper part of the body image of the camera acquisition, using following steps: from institute
It states analysis in upper part of the body image and obtains human face region image, and recognition of face is carried out to user, obtain the identity ID of user:
The upper part of the body image is input to trained human face region identification model by the controller, obtains the face
The human face region image of region recognition model output；
The controller obtains the face-image of each user of current treadmill registration, and the face of each user is schemed
As being compared with the human face region image, corresponding to the determining and highest face-image of human face region image similarity
User ID；
Determining User ID is pushed to user by display by the controller, and user is requested to carry out identity validation；
If user confirms this User ID, using this User ID as the User ID of currently used treadmill；
If user does not confirm this User ID, user is requested to input User ID or register；
It is user's distributing user when the controller is also used to receive the registration request of user by the display
ID, and acquire by the camera face-image of at least three angle of user, and by User ID and user's face image into
Row storage.
Optionally, the controller is also used to execute following steps:
Training data of the controller counting user in nearly three months calculates each instruction in one cycle of training of user
Practice the average duration in stage and records；
When current treadmill is in physical training condition, the controller judges whether the duration of current training stage is greater than correspondence
The average duration of training stage；
If it is, the controller prompts the user whether to shorten the duration of current training stage by the display screen；
The controller receives the upper part of the body image of the user of the camera acquisition, and extracts human face region image；
The controller detects the position of nose in the human face region image, and judges the nose in preset period of time
Whether whether the maximum distance moved left and right is greater than the maximum distance that the first preset value or nose move up and down, which is greater than second, is preset
Value；
If the maximum distance that nose moves left and right in preset period of time is greater than the first preset value, the controller is not
Change the duration of current training stage；
If the maximum distance that nose moves up and down in preset period of time is greater than the second preset value, the controller becomes
The duration of more current training stage and terminates the current training stage, controls the running to the average duration of corresponding training stage
Machine shuts down, and sets current treadmill state as resting state.
Optionally, the controller calculates each training stage in one cycle of training of user using following steps and is averaged
Duration simultaneously records:
The controller obtains duration Tij of i-th of training stage in each j cycle of training；
The average duration of i-th of training stage is calculated according to the following formula:
Wherein, m is the total quantity of user cycle of training in three months.
The embodiment of the present invention also provides a kind of intermittent trained monitoring method based on Intelligent bracelet, using it is described based on
The intermittent trained monitoring system of Intelligent bracelet, described method includes following steps:
The intermittent drill program that the display acquisition user formulates, and the intermittent drill program is sent to institute
Controller is stated, the intermittent drill program includes the number of training stage, the race of each training stage in a cycle of training
Heart rate value at the end of leg speed degree, the training time of each training stage and each rest period；
The upper part of the body image of the camera acquisition user, and the upper part of the body image of user is sent to the controller；
When the controller receives the upper part of the body image of the camera acquisition, analyzed from the upper part of the body image
Recognition of face is carried out to human face region image, and to user, obtains the identity ID of user；
The controller is according to the intermittent drill program of the identity ID calling and obtaining user of user；
The controller starts the treadmill, sets current treadmill state as physical training condition, and according to being presently in
Training stage velocity setting treadmill speed, and start timing；
The controller controls the treadmill and stops fortune at the end of the training time for the training stage being presently in
Turn, sets current treadmill state as resting state, and restart timing；
The controller receives the heart rate value of the user of the Intelligent bracelet acquisition, and between the heart rate value of user is lower than
When heart rate value in formula of having a rest drill program at the end of the current rest period, starts next training stage, starts the treadmill,
Current treadmill state is set as physical training condition, and sets the speed of treadmill according to the velocity of the training stage of starting,
And restart timing；
The controller detects that the quantity of completed training stage reaches a training week in intermittent drill program
It in phase when the number of training stage, controls the treadmill and shuts down, and training completion notice is sent by the display.
Using the intermittent training monitoring system and method based on Intelligent bracelet in the invention, have following beneficial to effect
Fruit:
The present invention uses the controller of treadmill automatically according to preparatory by Intelligent bracelet real-time monitoring user's heart rate
The start and stop of the drill program control treadmill of setting, to realize the automatic monitoring and management of intermittent training；In view of user
In the training process can not direct operating display well, user can be convenient in training by gesture identification and voluntarily adjust
Training time and training speed, so that the execution of drill program is more flexible；In addition, it is contemplated that user's drill program is specified
Shi Keneng can not take into account the hands-on demand of itself well, by the statistics and calculating average value of three months data, obtain
To trained average duration, remind user that can suspend instruction when duration is more than average duration as the foundation referred to user
Practice, it is excessively tired to avoid user；It is convenient that the present invention realizes, accompanies in the whole journey one to one without coach, and drill program can
More accurately and effectively to execute, the efficiency and user experience of intermittent training are substantially increased.
Detailed description of the invention
Fig. 1 is the structural schematic diagram of the intermittent trained monitoring system based on Intelligent bracelet of one embodiment of the invention；
Fig. 2 is the flow chart of the intermittent trained monitoring method based on Intelligent bracelet of one embodiment of the invention；
Fig. 3 is the flow chart that gesture is identified in the physical training condition of one embodiment of the invention；
Fig. 4 is the flow chart of the recognition of face of one embodiment of the invention.
Specific embodiment
It is further to carry out combined with specific embodiments below in order to more clearly describe technology contents of the invention
Description.
As shown in Figure 1, in order to solve the above-mentioned technical problems, the present invention provides a kind of intermittent instruction based on Intelligent bracelet
Practice monitoring system, including Intelligent bracelet M100, treadmill M200, camera M300 and display M400, the treadmill it is interior
Portion is provided with timer M500 and controller M600, and the camera and display are set to the front of the treadmill, and institute
It states camera and the display is connected with the controller respectively；
The Intelligent bracelet is used to acquire the heart rate of user and the heart rate of user is sent to the controller；
The camera is used to acquire the upper part of the body image of user, and the upper part of the body image of user is sent to the control
Device；
The display is used to acquire the intermittent drill program of user's formulation, and the intermittent drill program is sent
To the controller, the intermittent drill program includes the number of training stage, each training stage in a cycle of training
Velocity, the heart rate value at the end of the training time of each training stage and each rest period；
The controller is used to control treadmill according to the timing time of the intermittent drill program and the timer
Start and stop, start treadmill in the training stage, stop treadmill in the rest period, and according to the velocity tune of training stage
The speed of whole treadmill, according to the end of the training time of training stage and the timing time controlled training stage of timer, root
The end of rest period and the beginning of next training stage are automatically controlled according to the heart rate data of Intelligent bracelet monitoring.
Therefore, the present invention is by Intelligent bracelet real-time monitoring user's heart rate, and uses the automatic root of controller of treadmill
According to the start and stop of preset drill program control treadmill, to realize the automatic monitoring and management of intermittent training.This hair
Bright realization is convenient, accompanies in the whole journey one to one without coach, and drill program can be executed more accurately and effectively, be mentioned significantly
The high efficiency and user experience of intermittent training.Intermittent drill program sets before can be coach and is stored in running
In machine, it is also possible to the drill program that trainer sets according to oneself demand oneself.
As shown in Fig. 2, the embodiment of the present invention also provides a kind of intermittent trained monitoring method based on Intelligent bracelet, use
The intermittent trained monitoring system based on Intelligent bracelet, described method includes following steps:
The intermittent drill program that the display acquisition user formulates, and the intermittent drill program is sent to institute
Controller is stated, the intermittent drill program includes the number of training stage, the race of each training stage in a cycle of training
Heart rate value at the end of leg speed degree, the training time of each training stage and each rest period；
The upper part of the body image of the camera acquisition user, and the upper part of the body image of user is sent to the controller；
When the controller receives the upper part of the body image of the camera acquisition, analyzed from the upper part of the body image
Recognition of face is carried out to human face region image, and to user, obtains the identity ID of user；
The controller is according to the intermittent drill program of the identity ID calling and obtaining user of user；
The controller starts the treadmill, sets current treadmill state as physical training condition, and according to being presently in
Training stage velocity setting treadmill speed, and start timing；
The controller controls the treadmill and stops fortune at the end of the training time for the training stage being presently in
Turn, sets current treadmill state as resting state, and restart timing；
The controller receives the heart rate value of the user of the Intelligent bracelet acquisition, and between the heart rate value of user is lower than
When heart rate value in formula of having a rest drill program at the end of the current rest period, starts next training stage, starts the treadmill,
Current treadmill state is set as physical training condition, and sets the speed of treadmill according to the velocity of the training stage of starting,
And restart timing；
The controller detects that the quantity of completed training stage reaches a training week in intermittent drill program
It in phase when the number of training stage, controls the treadmill and shuts down, and training completion notice is sent by the display.
In this embodiment, it is contemplated that user in the training process can not direct operating display well, pass through gesture
Identification can be convenient user voluntarily adjusting training time and training speed in training, so that the execution of drill program is more
Flexibly.Therefore, as shown in figure 3, the controller is also used to execute following steps when current treadmill state is physical training condition:
The controller acquires the upper part of the body image of user every preset time by the camera；
The controller is analyzed from the upper part of the body image of the user and obtains user's hand images；
The controller obtains control gesture set by user according to User ID, the control gesture include accelerate gesture,
Deceleration gesture and stopping gesture；
The controller carries out gesture analysis from user's hand images, judge active user's hand images whether
With the acceleration gesture, deceleration gesture and stop gesture；
If matching the acceleration gesture, the controller controls the treadmill accelerated service；
If matching the deceleration gesture, the controller controls the treadmill deceleration operating；
If matching the stopping gesture, the controller controls the treadmill and shuts down, and passes through the display
Device reminds user to reset the drill program for this time training the subsequent training stage.
In this embodiment, the controller carries out gesture analysis from user's hand images using following steps,
Judge whether active user's hand images match the acceleration gesture, deceleration gesture and stop gesture:
User's hand images are input to trained gesture identification model, the user gesture exported by the controller
Classification；
The controller judges whether the user gesture classification of output matches the classification of acceleration gesture set by user, slows down
The classification of gesture or the classification for stopping gesture.
Accelerate gesture, deceleration gesture and stopping gesture can be different according to the setting of different user, when user does not set
Periodically, system default gesture can be used.For example, it is to accelerate gesture that system default user, which stretches out right hand index finger, right hand food is stretched out
Refer to and middle finger is deceleration gesture, it can be by gesture for left-handed user to stop gesture when stretching out five fingers
It is set as the corresponding gesture of left hand, can also sets to stretch out right hand thumb upwards and be and accelerate gesture, the right hand thumb to be downwards
Deceleration gesture etc..
Gesture identification model can be the neural network model constructed using depth learning technology.It acquires first multiple and different
The other hand images of gesture class, and class label is added to each images of gestures, images of gestures is input to the nerve net built
In network model, each characteristic point in images of gestures is extracted by convolutional layer and pond layer, and carry out using softmax classifier
The loss of repetitive exercise, training to neural network model is less than after preset threshold, and neural network model training is completed.It trains
Gesture identification model input be hand images, export as gesture classification.For example, current gesture identification model output gesture is
Right hand index finger and middle finger are stretched out, and user's selection is system default setting, then stretches out right hand index finger and middle finger matching deceleration hand
Gesture, then controller control treadmill slows down.
It in this embodiment, further include as follows after the controller sends training completion notice by the display
Step:
The controller obtains the training duration for each training stage that user this time trains, putting down in each training stage
Equal heart rate, the heart rate at the end of each rest period, the average heart rate at the end of each rest period and current cycle of training
Total duration generates training report, and pushes the training report to user by the display.
Training report can embody the basic condition of user's this time training well, and user is facilitated to return after training
Care for the physical training condition of entire cycle of training.
As shown in figure 4, in this embodiment, when the controller receives the upper part of the body image of the camera acquisition,
Using following steps: analysis obtains human face region image from the upper part of the body image, and carries out recognition of face to user, obtains
The identity ID of user:
The upper part of the body image is input to trained human face region identification model by the controller, obtains the face
The human face region image of region recognition model output；Human face region identification model can be using existing identification mould in the prior art
Type, such as ASM (active shape model) are constructed, and prepare multiple upper part of the body images as training set, and to people therein
Face region is identified, and the characteristic value of human face region is extracted by active shape model, the human face region identification after the completion of training
The input of model is upper part of the body image, is exported as face area image.
The controller obtains the face-image of each user of current treadmill registration, and the face of each user is schemed
As being compared with the human face region image, corresponding to the determining and highest face-image of human face region image similarity
User ID；
In view of the user registered on a treadmill is not very much, if also using machine learning in user's identification
Model, it may be necessary to which a large amount of image is trained machine learning model in advance, is also required to call in identification process more multiple
Miscellaneous machine learning model, therefore, the present invention compare each face-image and deposit with each User ID by the way of directly comparing
The facial image of storage, by the corresponding User ID of the highest user images of similarity alternately User ID；
Determining User ID is pushed to user by display by the controller, and user is requested to carry out identity validation；
If user confirms this User ID, using this User ID as the User ID of currently used treadmill；
If user does not confirm this User ID, user is requested to input User ID or register；
It is user's distributing user when the controller is also used to receive the registration request of user by the display
ID, and acquire by the camera face-image of at least three angle of user, and by User ID and user's face image into
Row storage.
In addition, it is contemplated that user's drill program possibly can not take into account the hands-on demand of itself well when specified,
By the statistics of three months data and calculate average value, obtain the average duration of training, as the foundation referred to user, when
When length is more than average duration, remind user that can suspend training, it is excessively tired to avoid user.Therefore, in this embodiment, institute
Controller is stated to be also used to execute following steps:
Training data of the controller counting user in nearly three months calculates each instruction in one cycle of training of user
Practice the average duration in stage and records；
When current treadmill is in physical training condition, the controller judges whether the duration of current training stage is greater than correspondence
The average duration of training stage；
If it is, the controller prompts the user whether to shorten the duration of current training stage by the display screen；
The controller receives the upper part of the body image of the user of the camera acquisition, and extracts human face region image；
The controller detects the position of nose in the human face region image, and judges the nose in preset period of time
Whether whether the maximum distance moved left and right is greater than the maximum distance that the first preset value or nose move up and down, which is greater than second, is preset
Value；The identification of nose can be by first carrying out human face region image using trained nose identification model in human face region
Identification, nose identification model can use active shape model, and using multiple images with nasal area as training
Collection is trained；
If the maximum distance that nose moves left and right in preset period of time is greater than the first preset value, then it is assumed that user executes
Operation of shaking the head, the controller do not change the duration of current training stage；
If the maximum distance that nose moves up and down in preset period of time is greater than the second preset value, then it is assumed that user executes
Operation of nodding, the controller changes the duration of current training stage to the average duration of corresponding training stage, and terminates to work as
The preceding training stage controls the treadmill and shuts down, and sets current treadmill state as resting state.
In this embodiment, the controller calculates each training stage in one cycle of training of user using following steps
Average duration and record:
The controller obtains duration Tij of i-th of training stage in each j cycle of training；
The average duration of i-th of training stage is calculated according to the following formula:
Wherein, m is the total quantity of user cycle of training in three months.
Compared with prior art, using in the invention based on Intelligent bracelet intermittent trained monitoring system and side
Method has the following beneficial effects:
The present invention uses the controller of treadmill automatically according to preparatory by Intelligent bracelet real-time monitoring user's heart rate
The start and stop of the drill program control treadmill of setting, to realize the automatic monitoring and management of intermittent training；In view of user
In the training process can not direct operating display well, user can be convenient in training by gesture identification and voluntarily adjust
Training time and training speed, so that the execution of drill program is more flexible；In addition, it is contemplated that user's drill program is specified
Shi Keneng can not take into account the hands-on demand of itself well, by the statistics and calculating average value of three months data, obtain
To trained average duration, remind user that can suspend instruction when duration is more than average duration as the foundation referred to user
Practice, it is excessively tired to avoid user；It is convenient that the present invention realizes, accompanies in the whole journey one to one without coach, and drill program can
More accurately and effectively to execute, the efficiency and user experience of intermittent training are substantially increased.
In this description, the present invention is described with reference to its specific embodiment.But it is clear that can still make
Various modifications and alterations are without departing from the spirit and scope of the invention.Therefore, the description and the appended drawings should be considered as illustrative
And not restrictive.
Claims (8)
1. a kind of intermittent trained monitoring system based on Intelligent bracelet, which is characterized in that including Intelligent bracelet, treadmill, take the photograph
As head and display, the treadmill is internally provided with timer and controller, and the camera and display are set to institute
The front of treadmill is stated, and the camera and the display are connected with the controller respectively；
The Intelligent bracelet is used to acquire the heart rate of user and the heart rate of user is sent to the controller；
The camera is used to acquire the upper part of the body image of user, and the upper part of the body image of user is sent to the controller；
The display is used to acquire the intermittent drill program of user's formulation, and the intermittent drill program is sent to institute
Controller is stated, the intermittent drill program includes the number of training stage, the race of each training stage in a cycle of training
Heart rate value at the end of leg speed degree, the training time of each training stage and each rest period；
The controller is for executing following steps:
When the controller receives the upper part of the body image of the camera acquisition, analysis obtains people from the upper part of the body image
Face area image, and recognition of face is carried out to user, obtain the identity ID of user；
The controller is according to the intermittent drill program of the identity ID calling and obtaining user of user；
The controller starts the treadmill, sets current treadmill state as physical training condition, and according to the instruction being presently in
Practice the speed of the velocity setting treadmill in stage, and starts timing；
The controller controls the treadmill and shuts down at the end of the training time for the training stage being presently in, if
Settled preceding treadmill state is resting state, and restarts timing；
The controller receives the heart rate value of the user of the Intelligent bracelet acquisition, and in the heart rate value of user lower than intermittent
When heart rate value in drill program at the end of the current rest period, start next training stage, start the treadmill, sets
Current treadmill state is physical training condition, and the speed of treadmill is set according to the velocity of the training stage of starting, is laid equal stress on
It is new to start timing；
The controller detects that the quantity of completed training stage reached in intermittent drill program in a cycle of training
It when the number of training stage, controls the treadmill and shuts down, and training completion notice is sent by the display.
2. the intermittent trained monitoring system according to claim 1 based on Intelligent bracelet, which is characterized in that current running
When machine state is physical training condition, the controller is also used to execute following steps:
The controller acquires the upper part of the body image of user every preset time by the camera；
The controller is analyzed from the upper part of the body image of the user and obtains user's hand images；
The controller obtains control gesture set by user according to User ID, and the control gesture includes accelerating gesture, slowing down
Gesture and stopping gesture；
The controller carries out gesture analysis from user's hand images, judges whether active user's hand images match institute
It states and accelerates gesture, deceleration gesture and stopping gesture；
If matching the acceleration gesture, the controller controls the treadmill accelerated service；
If matching the deceleration gesture, the controller controls the treadmill deceleration operating；
If matching the stopping gesture, the controller controls the treadmill and shuts down, and is mentioned by the display
The user that wakes up resets the drill program of this time training subsequent training stage.
3. the intermittent trained monitoring system according to claim 2 based on Intelligent bracelet, which is characterized in that the control
Device carries out gesture analysis from user's hand images using following steps, judges whether active user's hand images match institute
It states and accelerates gesture, deceleration gesture and stop gesture:
User's hand images are input to trained gesture identification model by the controller, the user gesture class exported
Not；
The controller judges whether the user gesture classification of output matches classification, the deceleration gesture set by user for accelerating gesture
Classification or stop gesture classification.
4. the intermittent trained monitoring system according to claim 1 based on Intelligent bracelet, which is characterized in that the control
Further include following steps after device sends training completion notice by the display:
The controller obtains the training duration for each training stage that user this time trains, the average heart in each training stage
Rate, the heart rate at the end of each rest period, the average heart rate at the end of each rest period and current cycle of training it is total when
It is long, training report is generated, and the training report is pushed to user by the display.
5. the intermittent trained monitoring system according to claim 1 based on Intelligent bracelet, which is characterized in that the control
When device receives the upper part of the body image of the camera acquisition, using following steps: analyzing and obtain from the upper part of the body image
Human face region image, and recognition of face is carried out to user, obtain the identity ID of user:
The upper part of the body image is input to trained human face region identification model by the controller, obtains the human face region
The human face region image of identification model output；
The controller obtains the face-image of each user of current treadmill registration, and by the face-image of each user with
The human face region image is compared, use corresponding to the determining and highest face-image of human face region image similarity
Family ID；
Determining User ID is pushed to user by display by the controller, and user is requested to carry out identity validation；
If user confirms this User ID, using this User ID as the User ID of currently used treadmill；
If user does not confirm this User ID, user is requested to input User ID or register；
It is user's distributing user ID when the controller is also used to receive the registration request of user by the display, and
The face-image of at least three angle of user is acquired by the camera, and User ID and user's face image are deposited
Storage.
6. the intermittent trained monitoring system according to claim 1 based on Intelligent bracelet, which is characterized in that the control
Device is also used to execute following steps:
Training data of the controller counting user in nearly three months calculates each trained rank in one cycle of training of user
The average duration of section simultaneously records；
When current treadmill is in physical training condition, the controller judges whether the duration of current training stage is greater than corresponding training
The average duration in stage；
If it is, the controller prompts the user whether to shorten the duration of current training stage by the display screen；
The controller receives the upper part of the body image of the user of the camera acquisition, and extracts human face region image；
The controller detects the position of nose in the human face region image, and judges nose or so in preset period of time
Whether mobile maximum distance is greater than whether the maximum distance that the first preset value or nose move up and down is greater than the second preset value；
If the maximum distance that nose moves left and right in preset period of time is greater than the first preset value, the controller is not changed
The duration of current training stage；
If the maximum distance that nose moves up and down in preset period of time is greater than the second preset value, the controller change is worked as
The duration of preceding training stage and terminates the current training stage, controls the treadmill and stop to the average duration of corresponding training stage
It only operates, sets current treadmill state as resting state.
7. the intermittent trained monitoring system according to claim 6 based on Intelligent bracelet, which is characterized in that the control
Device calculates the average duration of each training stage in one cycle of training of user using following steps and records:
The controller obtains duration Tij of i-th of training stage in each j cycle of training；
The average duration of i-th of training stage is calculated according to the following formula:
Wherein, m is the total quantity of user cycle of training in three months.
8. a kind of intermittent trained monitoring method based on Intelligent bracelet, which is characterized in that using any in claim 1 to 7
The intermittent trained monitoring system based on Intelligent bracelet described in, described method includes following steps:
The intermittent drill program that the display acquisition user formulates, and the intermittent drill program is sent to the control
Device processed, the intermittent drill program include the number of training stage in a cycle of training, the running of each training stage speed
Degree, the training time of each training stage and the heart rate value at the end of each rest period；
The upper part of the body image of the camera acquisition user, and the upper part of the body image of user is sent to the controller；
When the controller receives the upper part of the body image of the camera acquisition, analysis obtains people from the upper part of the body image
Face area image, and recognition of face is carried out to user, obtain the identity ID of user；
The controller is according to the intermittent drill program of the identity ID calling and obtaining user of user；
The controller starts the treadmill, sets current treadmill state as physical training condition, and according to the instruction being presently in
Practice the speed of the velocity setting treadmill in stage, and starts timing；
The controller controls the treadmill and shuts down at the end of the training time for the training stage being presently in, if
Settled preceding treadmill state is resting state, and restarts timing；
The controller receives the heart rate value of the user of the Intelligent bracelet acquisition, and in the heart rate value of user lower than intermittent
When heart rate value in drill program at the end of the current rest period, start next training stage, start the treadmill, sets
Current treadmill state is physical training condition, and the speed of treadmill is set according to the velocity of the training stage of starting, is laid equal stress on
It is new to start timing；
The controller detects that the quantity of completed training stage reached in intermittent drill program in a cycle of training
It when the number of training stage, controls the treadmill and shuts down, and training completion notice is sent by the display.
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| CN201910302357.8A CN110064177A (en) | 2019-04-16 | 2019-04-16 | A kind of intermittent training monitoring system and method based on Intelligent bracelet |
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Application publication date: 20190730 |