CN110840694A - Method and device for analyzing user behavior data in real time and massage chair - Google Patents
Method and device for analyzing user behavior data in real time and massage chair Download PDFInfo
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- CN110840694A CN110840694A CN201911020190.2A CN201911020190A CN110840694A CN 110840694 A CN110840694 A CN 110840694A CN 201911020190 A CN201911020190 A CN 201911020190A CN 110840694 A CN110840694 A CN 110840694A
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61H—PHYSICAL THERAPY APPARATUS, e.g. DEVICES FOR LOCATING OR STIMULATING REFLEX POINTS IN THE BODY; ARTIFICIAL RESPIRATION; MASSAGE; BATHING DEVICES FOR SPECIAL THERAPEUTIC OR HYGIENIC PURPOSES OR SPECIFIC PARTS OF THE BODY
- A61H1/00—Apparatus for passive exercising; Vibrating apparatus ; Chiropractic devices, e.g. body impacting devices, external devices for briefly extending or aligning unbroken bones
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61H—PHYSICAL THERAPY APPARATUS, e.g. DEVICES FOR LOCATING OR STIMULATING REFLEX POINTS IN THE BODY; ARTIFICIAL RESPIRATION; MASSAGE; BATHING DEVICES FOR SPECIAL THERAPEUTIC OR HYGIENIC PURPOSES OR SPECIFIC PARTS OF THE BODY
- A61H2201/00—Characteristics of apparatus not provided for in the preceding codes
- A61H2201/01—Constructive details
- A61H2201/0119—Support for the device
- A61H2201/0138—Support for the device incorporated in furniture
- A61H2201/0149—Seat or chair
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61H—PHYSICAL THERAPY APPARATUS, e.g. DEVICES FOR LOCATING OR STIMULATING REFLEX POINTS IN THE BODY; ARTIFICIAL RESPIRATION; MASSAGE; BATHING DEVICES FOR SPECIAL THERAPEUTIC OR HYGIENIC PURPOSES OR SPECIFIC PARTS OF THE BODY
- A61H2201/00—Characteristics of apparatus not provided for in the preceding codes
- A61H2201/50—Control means thereof
- A61H2201/5007—Control means thereof computer controlled
- A61H2201/501—Control means thereof computer controlled connected to external computer devices or networks
- A61H2201/5012—Control means thereof computer controlled connected to external computer devices or networks using the internet
Abstract
The invention provides a method and a device for analyzing user behavior data in real time and a massage chair, wherein the method comprises the following steps: receiving user information; wherein the user information comprises the massage use habit of the user; performing personalized massage on the user according to the user information; receiving the micro-expression change information of the face of the user, and displaying data of muscles of each part; and according to the micro expression change information of the face of the user, the muscles of all parts present data, and the force of the massage chair is adjusted in real time. The invention can improve the massage experience by analyzing and adjusting the received real-time data, greatly simplify the operation process of the consumer and optimize the use experience of the consumer, so that the massage armchair can automatically collect information and actively analyze and serve the user, and is linked with other equipment of the family Internet of things to serve the user together, and the massage armchair is not a single appliance any more but becomes a part of an intelligent family.
Description
Technical Field
The invention relates to the field of artificial intelligence, in particular to a method and a device for analyzing user behavior data in real time and a massage chair.
Background
At present, the market of massage chairs gradually enters the product intelligent upgrading stage, and the development is towards intelligent voice and even face recognition from the traditional manual control remote controller mode. The basic control mode of the use hand controller of traditional massage armchair needs the user to independently manually carry out the mode selection, and the intelligent massage armchair after the upgrading generally controls with pronunciation and replaces the hand controller, and then the user can liberate both hands and go to experience the massage more relaxedly. With the gradual maturity of the 5G technology, the massage armchair is gradually connected to the family Internet of things to bear more data analysis and service functions.
The existing intelligent massage chair face recognition technology stays at a relatively preliminary recognition unlocking stage, cannot be connected with a cloud database, and carries out analysis and linkage feedback after data collection. The control operation of the current massage chair belongs to the instruction given by the active control of people, and the application of artificial intelligence on the massage chair cannot be really realized so as to realize the function of actively serving users.
Disclosure of Invention
In order to solve the problem that the application of artificial intelligence on a massage armchair cannot be really realized in the prior art so as to realize the function of actively serving a user, the invention provides a method and a device for analyzing user behavior data in real time and the massage armchair.
In a first aspect, the present invention provides a method for analyzing user behavior data in real time, the method comprising:
receiving user information; wherein the user information comprises the massage use habit of the user;
performing personalized massage on the user according to the user information;
receiving the micro-expression change information of the face of the user, and displaying data of muscles of each part;
and according to the micro expression change information of the face of the user, the muscles of all parts present data, and the force of the massage chair is adjusted in real time.
Further, the method further comprises:
receiving extracted features obtained according to the face information of the user;
and acquiring the matched user information stored in the database according to the characteristics.
Further, according to user's little expression change information of face, each position muscle presents data, and real-time adjustment massage armchair dynamics includes:
and if the micro expression change information of the face of the user and the muscle presentation data of each part are larger than the preset threshold value, adjusting the strength of the massage chair in real time according to the face information of the user.
Further, after receiving the feature extraction obtained according to the face information of the user, the method comprises the following steps:
recording user information of each login system;
the user information is stored in a database.
In a second aspect, the present invention provides an apparatus for analyzing user behavior data in real time, the apparatus comprising:
the receiving user information module is used for receiving user information; wherein the user information comprises the massage use habit of the user;
the massage module is used for performing personalized massage on the user according to the user information;
the module for receiving the expression and muscle data of the user is used for receiving the micro-expression change information of the face of the user and the muscle presentation data of each part;
and the force adjusting module is used for adjusting the force of the massage chair in real time according to the micro-expression change information of the face of the user and the muscle presentation data of each part.
Further, the apparatus further comprises:
the receiving face information feature extraction module is used for receiving extracted features acquired according to the face information of the user;
and the matching module is used for acquiring the matched user information stored in the database according to the characteristics.
Further, the adjustment force module comprises:
and the adjusting unit is used for adjusting the strength of the massage chair in real time according to the face information of the user if the micro-expression change information of the face of the user and the muscle presentation data of each part are greater than preset threshold values.
Further, the obtaining the user information module comprises:
the recording module is used for recording the user information of each login system;
and the storage module is used for storing the user information in the database.
In a third aspect, the invention provides a massage chair, characterized in that the massage chair intelligently adjusts the massage force by using the steps of the method of the first aspect.
In a fourth aspect, the present invention provides a non-transitory computer readable storage medium having stored thereon a computer program which, when executed by a processor, implements the steps of the method of analyzing user behavior data in real time as provided in the first aspect.
The massage chair can analyze and adjust the received real-time data, improve the massage experience by a more targeted massage scheme, greatly simplify the operation process of a consumer and optimize the use experience of the consumer, so that the massage chair can automatically collect information and actively analyze and serve the user.
Drawings
In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the description of the embodiments or the prior art will be briefly described below, it is obvious that the drawings in the following description are only some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to the drawings without creative efforts.
Fig. 1 is a schematic flow chart of a method for analyzing user behavior data in real time according to an embodiment of the present invention;
FIG. 2 is a block diagram of an apparatus for analyzing user behavior data in real time according to an embodiment of the present invention;
fig. 3 is a block diagram of an electronic device according to an embodiment of the present invention.
Detailed Description
In order to make the technical solutions better understood by those skilled in the art, the technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application, and it is obvious that the described embodiments are only partial embodiments of the present application, but not all embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present application.
It should be noted that the terms "first," "second," and the like in the description and claims of this application and in the drawings described above are used for distinguishing between similar elements and not necessarily for describing a particular sequential or chronological order. It should be understood that the data so used may be interchanged under appropriate circumstances such that embodiments of the application described herein may be used. Furthermore, the terms "comprises," "comprising," and "having," and any variations thereof, are intended to cover a non-exclusive inclusion, such that a process, method, system, article, or apparatus that comprises a list of steps or elements is not necessarily limited to those steps or elements expressly listed, but may include other steps or elements not expressly listed or inherent to such process, method, article, or apparatus.
It should be noted that the embodiments and features of the embodiments in the present application may be combined with each other without conflict. The present application will be described in detail below with reference to the embodiments with reference to the attached drawings.
At present, the market of massage chairs gradually enters the product intelligent upgrading stage, and the development is towards intelligent voice and even face recognition from the traditional manual control remote controller mode. With the gradual maturity of the 5G technology, the massage armchair is gradually connected to the family Internet of things to bear more data analysis and service functions. The control operation of the existing intelligent massage chair belongs to the instruction given by the active control of people, and the application of artificial intelligence on the massage chair can not be really realized so as to realize the function of actively serving users. In order to solve the above problem, an embodiment of the present invention provides a method for analyzing user behavior data in real time, where as shown in fig. 1, the method includes:
step S101, receiving user information; wherein the user information comprises the massage use habit of the user;
step S102, performing personalized massage on the user according to the user information;
step S103, receiving the micro-expression change information of the face of the user and displaying data of muscles of each part;
and step S104, displaying data of muscles of all parts according to the micro expression change information of the face of the user, and adjusting the strength of the massage chair in real time.
Specifically, the embodiment of the invention is applied to a massage chair, a server and a controller are installed in the massage chair, wherein the server is used for analyzing input user data information and then sending the analyzed data to the controller, and the controller adjusts and controls the strength of the massage chair according to an operation task indicated by the server. The server receives user information, wherein the user information comprises user massage use habits, such as massage modes, massage duration, use time periods, massage frequency and the like.
The server sends the received user information to a controller of the massage armchair, and the controller conducts personalized massage on the user currently logged in the massage armchair APP system, namely, massage is conducted according to the massage habit previously stored by the current user.
After a user logs in through the massage chair with the APP in the mobile phone, the camera of the mobile phone is in a fully opened state, and information such as facial expressions and emotions of the user can be collected; the method is characterized in that the micro expression of a user is distinguished to be comfortable or uncomfortable through face recognition (a micro expression algorithm is obtained by collecting a large amount of face data and carrying out contrastive analysis, the current comfortable state of the user can be judged through contrastive analysis of a plurality of facial images of the user), and the preset sensor in the massage chair can be used for acquiring the ache information of the user; when certain parts are pressed, the heart rate and muscles of the user may assume different states, such as muscle stiffness. The muscle state is judged to be tight or loose through the numerical value returned by the sensor, the information is transmitted to a server of the massage chair, the server can analyze the ache and the comfort level after receiving the information, and the force of the massage chair is adjusted in time. Wherein, the massage armchair can control and adjust the force of the massage armchair in real time, and the force is divided into three grades of high, middle and low.
The invention can improve the massage experience by analyzing and adjusting the received real-time data, greatly simplify the operation process of the consumer and optimize the use experience of the consumer, so that the massage armchair can automatically collect information and actively analyze and serve the user, and is linked with other equipment of the family Internet of things to serve the user together, and the massage armchair is not a single appliance any more but becomes a part of an intelligent family.
Based on the content of the above embodiments, as an alternative embodiment: the method further comprises the following steps:
receiving extracted features obtained according to the face information of the user;
and acquiring the matched user information stored in the database according to the characteristics.
Specifically, a user logs in the massage armchair system through the Pad or the mobile phone APP carried by the massage armchair. The mobile phone or Pad is provided with a camera, so that face information can be acquired, a face is detected and returned to the position of a face frame, 150 key point coordinates of the face are output, various attribute information including age, gender, race, face shape, head posture, face quality information, type and the like are identified, the extracted feature information is sent to a massage chair server, the server distinguishes age, gender, current state and the like of a user according to the information, and a corresponding massage program is directly recommended. For example: adults may receive massage modes such as fatigue elimination and muscle relaxation due to usual use habits; the old people can receive massage modes such as relieving the pressure of muscle joints because the modes used at ordinary times are relatively relaxed.
In addition, after logging in the mobile phone APP system each time, the user usage habit of each time is recorded and uploaded to the cloud database, and after logging in the system later, the user can inquire the stored information in the database and find the matched user information stored in the database.
The embodiment of the invention more accurately establishes the personal health information file of the user and carries out comprehensive analysis from multiple dimensions such as age, gender, real-time micro-expression and the like.
Based on the content of the above embodiments, as an alternative embodiment: according to user's little expression change information of face, each position muscle presents data, and real-time adjustment massage armchair dynamics includes:
and if the micro expression change information of the face of the user and the muscle presentation data of each part are larger than the preset threshold value, adjusting the strength of the massage chair in real time according to the face information of the user.
Specifically, in the embodiment of the invention, the massage chair is internally provided with the sensor, the sensor can acquire the aching pain information of the user in the massage process of the user, for example, when some parts are pressed, the heart rate and the muscle of the user can present different states (muscle hardness, whether the muscle state is tight or loose is judged through the numerical value returned by the sensor) and data, the server can analyze whether the aching pain and the comfort level at the moment exceed the preset threshold value, and then the adjustment is carried out in time.
The embodiment of the invention can improve the massage experience by analyzing and adjusting the more targeted massage scheme through real-time data.
Based on the content of the above embodiments, as an alternative embodiment: after receiving the feature extraction obtained according to the face information of the user, the method comprises the following steps:
recording user information of each login system;
the user information is stored in a database.
Specifically, after receiving the feature information included in the face information of the current user, the server records the information of the current user and stores the information in the cloud database.
According to another aspect of the present invention, an apparatus for analyzing user behavior data in real time is provided in an embodiment of the present invention, and referring to fig. 2, fig. 2 is a block diagram of an apparatus for analyzing user behavior data in real time according to an embodiment of the present invention. The device is used for analyzing the user behavior data in real time in the embodiments. Therefore, the description and definition in the method for analyzing user behavior data in real time provided by the embodiment of the present invention in the foregoing embodiments may be used for understanding the execution modules in the embodiments of the present invention.
The device includes:
a user information receiving module 201, configured to receive user information; wherein the user information comprises the massage use habit of the user;
the massage module 202 is used for performing personalized massage on the user according to the user information;
the user expression and muscle data receiving module 203 is used for receiving the micro-expression change information of the face of the user and the muscle presentation data of each part;
and the force adjusting module 204 is used for adjusting the force of the massage chair in real time according to the micro-expression change information of the face of the user and the muscle presentation data of each part.
Specifically, the specific process of each module in the apparatus of this embodiment to implement its function may refer to the related description in the corresponding method embodiment, and is not described herein again.
The invention can improve the massage experience by analyzing and adjusting the received real-time data, greatly simplify the operation process of the consumer and optimize the use experience of the consumer, so that the massage armchair can automatically collect information and actively analyze and serve the user, and is linked with other equipment of the family Internet of things to serve the user together, and the massage armchair is not a single appliance any more but becomes a part of an intelligent family.
Based on the content of the above embodiments, as an alternative embodiment: the device also includes:
the receiving face information feature extraction module is used for receiving extracted features acquired according to the face information of the user;
and the matching module is used for acquiring the matched user information stored in the database according to the characteristics.
Specifically, the specific process of each module in the apparatus of this embodiment to implement its function may refer to the related description in the corresponding method embodiment, and is not described herein again.
The embodiment of the invention more accurately establishes the personal health information file of the user and carries out comprehensive analysis from multiple dimensions such as age, gender, real-time micro-expression and the like.
Based on the content of the above embodiments, as an alternative embodiment: the adjustment dynamics module includes:
and the adjusting unit is used for adjusting the strength of the massage chair in real time according to the face information of the user if the micro-expression change information of the face of the user and the muscle presentation data of each part are greater than preset threshold values.
Specifically, the specific process of each module in the apparatus of this embodiment to implement its function may refer to the related description in the corresponding method embodiment, and is not described herein again.
The embodiment of the invention can improve the massage experience by analyzing and adjusting the more targeted massage scheme through real-time data.
Based on the content of the above embodiments, as an alternative embodiment: the user information acquisition module comprises the following steps:
the recording module is used for recording the user information of each login system;
and the storage module is used for storing the user information in the database.
Specifically, the specific process of each module in the apparatus of this embodiment to implement its function may refer to the related description in the corresponding method embodiment, and is not described herein again.
Fig. 3 is a block diagram of an electronic device according to an embodiment of the present invention, and as shown in fig. 3, the electronic device includes: a processor 301, a memory 302, and a bus 303;
the processor 301 and the memory 302 respectively complete communication with each other through a bus 303; the processor 301 is used to call the program instructions in the memory 302 to execute the method for analyzing the user behavior data in real time provided by the above embodiments, for example, including: receiving user information; wherein the user information comprises the massage use habit of the user; performing personalized massage on the user according to the user information; receiving the micro-expression change information of the face of the user, and displaying data of muscles of each part; and according to the micro expression change information of the face of the user, the muscles of all parts present data, and the force of the massage chair is adjusted in real time.
Embodiments of the present invention provide a non-transitory computer readable storage medium having stored thereon a computer program which, when executed by a processor, performs the steps of a method of analyzing user behavior data in real time. Examples include: receiving user information; wherein the user information comprises the massage use habit of the user; performing personalized massage on the user according to the user information; receiving the micro-expression change information of the face of the user, and displaying data of muscles of each part; and according to the micro expression change information of the face of the user, the muscles of all parts present data, and the force of the massage chair is adjusted in real time.
The above-described embodiments of the apparatus are merely illustrative, and the units described as separate parts may or may not be physically separate, and the parts displayed as units may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the modules may be selected according to actual needs to achieve the purpose of the solution of the present embodiment. One of ordinary skill in the art can understand and implement it without inventive effort.
Through the above description of the embodiments, those skilled in the art will clearly understand that each embodiment can be implemented by software plus a necessary general hardware platform, and certainly can also be implemented by hardware. With this understanding in mind, the above-described technical solutions may be embodied in the form of a software product, which can be stored in a computer-readable storage medium, such as ROM/RAM, magnetic disk, optical disk, etc., and includes instructions for causing a computer device (which may be a personal computer, a server, or a network device, etc.) to execute the methods of the various embodiments or some parts of the embodiments.
Finally, the principle and the implementation of the present invention are explained by applying the specific embodiments in the present invention, and the above description of the embodiments is only used to help understanding the method and the core idea of the present invention; meanwhile, for a person skilled in the art, according to the idea of the present invention, there may be variations in the specific embodiments and the application scope, and in summary, the content of the present specification should not be construed as a limitation to the present invention.
Claims (10)
1. A method of analyzing user behavior data in real time, the method comprising:
receiving user information; wherein the user information comprises the massage use habit of the user;
performing personalized massage on the user according to the user information;
receiving the micro-expression change information of the face of the user, and displaying data of muscles of each part;
and according to the micro expression change information of the face of the user, the muscles of all parts present data, and the strength of the massage chair is adjusted in real time.
2. The method of claim 1, further comprising:
receiving extracted features obtained according to the face information of the user;
and acquiring the matched user information stored in the database according to the characteristics.
3. The method of claim 2, wherein the step of presenting data for the muscles of the respective regions according to the information on the change of the facial micro expression of the user and the step of adjusting the strength of the massage chair in real time comprises:
and if the micro-expression change information of the face of the user and the muscle presentation data of each part are larger than a preset threshold value, adjusting the strength of the massage chair in real time according to the face information of the user.
4. The method of claim 2, wherein the receiving of the feature extraction obtained from the face information of the user comprises:
recording user information of each login system;
and storing the user information in a database.
5. An apparatus for analyzing user behavior data in real time, the apparatus comprising:
the receiving user information module is used for receiving user information; wherein the user information comprises the massage use habit of the user;
the massage module is used for performing personalized massage on the user according to the user information;
the module for receiving the expression and muscle data of the user is used for receiving the micro-expression change information of the face of the user and the muscle presentation data of each part;
and the force adjusting module is used for displaying data of muscles of all parts according to the micro-expression change information of the face of the user and adjusting the force of the massage chair in real time.
6. The apparatus of claim 5, further comprising:
the receiving face information feature extraction module is used for receiving extracted features acquired according to the face information of the user;
and the matching module is used for acquiring the matched user information stored in the database according to the characteristics.
7. The apparatus of claim 6, wherein the adjustment force module comprises:
and the adjusting unit is used for adjusting the strength of the massage chair in real time according to the face information of the user if the micro-expression change information of the face of the user and the muscle presentation data of each part are greater than preset threshold values.
8. The apparatus of claim 6, wherein the means for obtaining user information comprises:
the recording module is used for recording the user information of each login system;
and the storage module is used for storing the user information in a database.
9. A massage chair characterized in that it intelligently adjusts the massage force using the steps of the method of any one of claims 1-4.
10. A non-transitory computer-readable storage medium, on which a computer program is stored, which, when being executed by a processor, carries out the steps of the method for real-time analysis of user behavioural data according to any one of claims 1 to 4.
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| CN111524573A (en) * | 2020-04-07 | 2020-08-11 | 上海掌门科技有限公司 | Method and device for managing massage device |
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| TWI828462B (en) * | 2022-12-06 | 2024-01-01 | 宏碁股份有限公司 | Intelligent pressure-relief equipment and controlling method thereof |
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