WO2021100905A1 - Procédé de fourniture d'un service d'apprentissage et système de service associé - Google Patents

Procédé de fourniture d'un service d'apprentissage et système de service associé Download PDF

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Publication number
WO2021100905A1
WO2021100905A1 PCT/KR2019/015976 KR2019015976W WO2021100905A1 WO 2021100905 A1 WO2021100905 A1 WO 2021100905A1 KR 2019015976 W KR2019015976 W KR 2019015976W WO 2021100905 A1 WO2021100905 A1 WO 2021100905A1
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Prior art keywords
data
service
training service
training
providing
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PCT/KR2019/015976
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English (en)
Korean (ko)
Inventor
정규민
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(주)데브언리밋
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Priority to PCT/KR2019/015976 priority Critical patent/WO2021100905A1/fr
Publication of WO2021100905A1 publication Critical patent/WO2021100905A1/fr

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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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION 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
    • G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/10—Services
    • G06Q50/22—Social work or social welfare, e.g. community support activities or counselling services

Definitions

  • the present invention relates to training service provision, and more particularly, to a training service providing method and service apparatus or system for providing a training service to a user entering a specific space and providing feedback on the service through artificial intelligence. .
  • the technical task to be achieved by an embodiment of the present invention is to be optimized by analyzing the user's movement based on artificial intelligence while watching the training content in an environment that is optimal for the content consumer, that is, the user who has entered a specific space. It is to provide customized training services by providing feedback.
  • Another technical problem to be achieved by another embodiment of the present invention is to provide an adaptive training service in response to various events occurring in the process of a user consuming content.
  • Another technical problem to be achieved by another embodiment of the present invention is to provide a service device supporting or processing the above-described methods or a service system including the same.
  • a method for providing a training service in a service server for solving the above-described problem includes the steps of: detecting an object entering a specific space; Providing training service data to the detected object; Detecting occurrence of an event; Identifying the detected event; And providing artificial intelligence-based feedback data by referring to the identified event content.
  • the event is predefined in the process of receiving a request to stop or stop playback of training service data, end playback of the training service data, and playback of the training service data. It is characterized in that it is generated by at least one of the generated interrupt.
  • the interrupt may include no motion data being detected from an object for a predefined time, or comparison data between motion data of the object and the provided training service data. It is characterized in that it is generated when the training service match rate calculated as a reference is less than a predefined threshold.
  • the method comprising: extracting facial recognition data of the object; Calculating heart rate data of the object from the extracted facial recognition data of the object; And comparing predefined reference data or heart rate calculated before provision of the training service data or average heart rate data of the detected object.
  • the control command generated to generate the event or interrupt includes: controlling the reproduction rate of the training service data, stopping or terminating the reproduction of the training service data, And at least one of the feedback data output and emergency signal broadcast.
  • the control command generated to generate the event or interrupt includes controlling the reproduction of the training service data, terminating the reproduction of the training service data, and providing feedback data. And control data for controlling at least one of notification data output control data regarding whether to broadcast an emergency signal.
  • the specific space is characterized in that at least one of a virtual space capable of implementing a training service and a physical space in which a training service device is installed.
  • the provided feedback data includes data on a match rate of a posture or motion compared to the provided training service, and at least one of text, audio and image It is characterized in that it is provided in one form.
  • the provided feedback data is provided in the form of a play bar, and the size and color are provided on the play bar according to the match rate of the posture or motion. At least one of them is characterized in that a differentiated type of indicator is included.
  • a service server for providing a training service includes: a database unit; A sensor module that detects an object entering a specific space and an event; And a control unit that provides training service data to the detected object, identifies the detected event, and controls to provide artificial intelligence-based feedback data by referring to the identified event content.
  • the event is predefined in the process of receiving a request to stop or stop reproduction of training service data, ending reproduction of the training service data, and reproducing the training service data. It is characterized in that it is generated by at least one of interrupt generation.
  • control unit is configured to detect or receive no motion data from the object for a predetermined time, or to match the motion data of the object and the previously provided training service data. It characterized in that the control to generate the event only when the training service match rate calculated based on the comparison data is less than a predefined threshold.
  • control unit extracts facial recognition data of the object, calculates heart rate data of the object from the facial recognition data of the extracted object, and defines in advance. And comparing the calculated reference data or the calculated heart rate before providing the training service data to the average heart rate data of the detected object.
  • control unit controls to generate a control command for generating the event or interrupt when the difference between the two heart rate data as a result of the comparison is less than a threshold value. It is done.
  • control unit includes: controlling a reproduction rate of the training service data, stopping or terminating the reproduction of the training service data, and outputting the feedback data and broadcasting an emergency signal. And generating a control command to generate the event or interrupt, including at least one of.
  • the control unit includes a control unit for controlling reproduction of the training service data, ending reproduction of the training service data, and providing feedback data, and whether to broadcast an emergency signal. And generating a control command for generating the event or interrupt including control data for controlling at least one of the tipping data output control data.
  • the specific space is at least one of a virtual space capable of implementing a training service and a physical space in which a training service device is installed.
  • control unit provides feedback data including data on a match rate of posture or motion compared to the provided training service, but includes text, audio, and image. It is characterized in that the feedback data is provided in at least one of the forms.
  • control unit provides the feedback data in the form of a replay bar, and the size and size according to the match rate of the posture or motion on the provided reproducing bar It is characterized in that at least one of the colors is controlled to include an indicator of a differentiated form.
  • FIG. 1 is a schematic diagram of a service system for providing a training service according to an embodiment of the present invention.
  • FIG. 2 is a block diagram showing the configuration of the service server 130 according to an embodiment of the present invention.
  • 3 and 4 are diagrams illustrating a method of providing a training service in a specific space 120 according to an embodiment of the present invention.
  • FIG. 5 is a diagram illustrating a method of providing feedback data according to an embodiment of the present invention.
  • FIG. 6 is a flowchart illustrating a method of providing a training service according to an embodiment of the present invention.
  • FIG. 7 is a flowchart illustrating a method of controlling or providing a training service according to an event that may occur in the process of providing a training service according to FIG. 6.
  • FIG. 8 is a diagram illustrating a playback guide UI according to an embodiment of the present invention.
  • ...unit described in the specification refer to a unit that processes at least one function or operation, which may be implemented by hardware or software, or a combination of hardware and software.
  • “one (a or an)”, “one”, and similar related words are all in the singular and plural unless otherwise indicated in the specification or clearly contradicted by the context in the context describing the present invention. It can be used in a sense including.
  • a user may be expressed as an object to aid in understanding of the present invention and for convenience of description, and when sensing a part of the body is required, as described later, it may be mixed and used as a user.
  • FIG. 1 is a schematic diagram of a service system 100 for providing a training service according to an embodiment of the present invention.
  • the training service system 100 includes a server 130 and a database (DB) 140, and when an object 110 enters a specific space 120, training according to the present invention It is to provide a service.
  • the object 110 may carry a terminal (not shown).
  • the specific space 120 is a concept including not only a physical space providing a training service to an object 110 entering the corresponding space, but also a virtual space providing the training service. to be.
  • a physical space providing a training service to an object 110 entering the corresponding space
  • a virtual space providing the training service.
  • the specific space 120 as a physical space may include various devices for providing the training service.
  • a flat 420 or three-dimensional 430 training service content is output to a display device such as a TV or a monitor on which a flat training service as shown in FIGS. 2 to 3 is reproduced, and a display device or a wall as shown in FIG. 4.
  • a projector 410, a three-dimensional image such as a 3-dimensional (3D) image or a hologram, or a display device capable of providing a video may be included.
  • the device included in the specific space 120 may communicate with the service server 130 to provide a feedback service according to consumption of the training content of the object 110.
  • Communication or data exchange (hereinafter referred to as “data communication”) between each element constituting the “training service system 100” according to an embodiment of the present invention is performed through a wired/wireless communication network.
  • the communication network or communication protocol between each component need not necessarily be the same. In other words, a communication protocol that supports communication to facilitate data communication within the above training service system 100 is sufficient, and when different communication protocols are used between each other, conversion may be performed appropriately in a related configuration.
  • the terminal 120 may download and install software such as training service related applications and programs provided by the service server 130 in advance.
  • the terminal may include a related application program interface (API) or embedded software.
  • API application program interface
  • such a terminal includes a terminal device, a terminal, a mobile station (MS), a mobile subscriber station (MSS), a subscriber station (SS), an advanced mobile station (AMS), a wireless terminal (WT), and a machine- It may be at least one of type communication) device, M2M (machine-to-machine) device, and D2D device (device-to-device) device.
  • MS mobile station
  • MSS mobile subscriber station
  • SS subscriber station
  • AMS advanced mobile station
  • WT wireless terminal
  • a machine- It may be at least one of type communication) device, M2M (machine-to-machine) device, and D2D device (device-to-device) device.
  • M2M machine-to-machine
  • D2D device device-to-device
  • the service server 130 is an entity capable of performing data communication with devices such as at least one sensor or display device in the terminal of the object 110 or the specific space 120 through a wired/wireless communication network.
  • a computing device including hardware or/and software that controls to perform or control at least one of generating, processing, providing, and storing various data (including control commands) related to provision of the training service according to the present invention. device or apparatus).
  • the service server 130 may be referred to as a computing device or a processor, depending on the embodiment.
  • the above-described service server 130 is, Cloud server, IMS (IP multimedia subsystem) server, telephony application server, IM (instant messaging) server, media gateway control function (MGCF) It may be at least one of a server, a messaging gateway (MSG) server, a call session control function (CSCF) server, and the like.
  • IMS IP multimedia subsystem
  • IM instant messaging
  • MGW messaging gateway
  • CSCF call session control function
  • the wired/wireless communication network may be an IP network supporting large-capacity data communication through Internet Protocol (IP) or an All IP network integrating different IP networks.
  • IP Internet Protocol
  • the wired/wireless communication network includes a wired network, a mobile communication network including WCDMA, a high speed downlink packet access (HSDPA) network, and a mobile communication network including a long term evolution (LTE) network, and LTE advanced (LTE-A).
  • WCDMA wide area network
  • HSDPA high speed downlink packet access
  • LTE long term evolution
  • LTE-A LTE advanced
  • One of a mobile communication network, a satellite communication network, and a Wi-Fi network or may be formed by a combination of at least one or more of them.
  • the database 140 may be provided in the service server 130 or a display device provided in a specific space 120 or may be located remotely.
  • the training service may be provided in the form of an application.
  • the display device may download and install an application for a training service from the service server 130 in advance, and control the training service as a whole.
  • various data collected after each training service may be transmitted to the service server 130 so that the service server 130 can use it for learning through deep learning. It is provided in an updated or upgraded format to enable more efficient training services as well as object customization.
  • the database 140 may be updated by storing and learning various reference data for a training service, for example, in connection with the present invention.
  • reference data for example, reference data for determining whether a posture match, various training service data, sensing data determination reference data, reference data for heart rate estimation, various training guide reference data, various regeneration control criteria or reference data, events Or interrupt situation data, object customized reference data, exercise quantity estimation reference data through calorie calculation based on heart rate, etc.
  • reference data for calculating the correlation between heart rate and training service, heart rate and blood pressure, emergency situations including health Reference data for determination, reference data according to the correlation between at least one of the aforementioned reference data and disease or disease, various feedback data, response or feedback data of an object according to transmission of the feedback data, feedback data and intention of the object may include library(s) for reference data for determining (for example, training purpose, rest purpose, etc.), heart rate, and training service guide reference data according to age or gender.
  • the service server 130 may update the library data on a periodic/aperiodic
  • heart rate estimation as shown in FIG. 7 can be performed more often to cope with various emergency situations that may occur. have.
  • the related reference data together with the feedback data for the training service are broadcast to the guardian or the terminal of a predetermined target continuously at a predetermined period. ) Or can be transmitted.
  • various service guide data are transmitted after transmitting related data including heart rate estimation data and feedback data to the terminal of the attending physician set in advance for remote clinic. Can provide.
  • FIG. 2 is a block diagram showing a configuration of a service server 130 according to an embodiment of the present invention
  • FIGS. 3 and 4 are diagrams illustrating a method of providing a training service in a specific space 120 according to an embodiment of the present invention.
  • 5 is a diagram illustrating a method of providing feedback data according to an embodiment of the present invention
  • FIG. 6 is a flowchart illustrating a method of providing a training service according to an embodiment of the present invention
  • 7 is a flowchart illustrating a method of controlling or providing a training service according to an event that may occur in the process of providing the training service according to FIG. 6,
  • FIG. 8 is a diagram illustrating a playback guide UI according to an embodiment of the present invention. It is a drawing .
  • the service server 130 includes a communication module 201, a data processing module 202, a service processing module 203, a control unit 204, and the like.
  • the configuration of the service server 130 shown in FIG. 2 shows only the core components in relation to the present invention, and one or more other components may be further included according to embodiments, and vice versa. to be.
  • a plurality of components may be separately implemented or, conversely, a plurality of components may be modularized into one component and implemented.
  • FIG. 6 illustrates a method of providing a training service according to an embodiment of the present invention
  • FIG. 7 illustrates a method of controlling or providing a training service according to an event that may occur in the process of providing the training service according to FIG. 6.
  • each step is described based on the service server 130, but is not limited thereto. That is, in order to help the understanding of the present invention, some of the viewpoints of the specific space 120 may be included and described. In addition, although not shown, some steps necessary for carrying out the present invention may be further included or vice versa.
  • the sensor module 220 may include at least one of a camera, an image sensor, an infrared sensor, a position sensor, a weight or gravity sensor, a motion sensor for motion detection, an audio detection sensor, a tactile sensor, and a touch sensor.
  • At least one of the sensor modules 220 installed in the specific space 120 senses whether the object 110 enters or not, and a control device (not shown) provided in the specific space 120 (depending on the embodiment). If the object 110 is detected to enter the specific space 120 as a result of sensing by the control module of the projector or display device installed in a specific space (S601), this is reported to the service server 130 do.
  • control unit 204 of the service server 130 When the control unit 204 of the service server 130 receives data for detecting the entry of the object 110 into the specific space 1200 received from the control device of the specific space 120, the control unit 204 of the specific space 120 Training service data according to the present invention is provided or output through the display device 210 (S602).
  • the control device of the specific space 120 provides a training service by self-determining whether or not a predetermined condition is irrespective of the control of the service server 130 after the report, and reports the fact separately. In the case of the report, it may be transmitted with the corresponding fact.
  • the control device of the specific space 120 may provide training service data in a separate storage device or a streaming-type training service by communicating with an external storage device.
  • the control device of the specific space 120 transmits a service provision request to the corresponding external storage device or server, Part of the entire training service data (preferably at the beginning of reproduction) data is controlled to be pre-processed so that service reproduction according to capacity, etc. may be performed smoothly, and the service may be performed immediately at a predetermined time after detection. This is not always the case, and can be appropriately determined and handled in consideration of circumstances such as network traffic.
  • provision of the training service is performed under the control of the service server 130.
  • the service server 130 continuously monitors whether or not an event occurs (S603).
  • the event refers to the reception of requests such as interruption of reproduction of the training service data, suspension of reproduction, and suspension of reproduction, the normal termination of reproduction of the training service data, and occurrence of a predefined interrupt during the reproduction of the training service data. it means. That is, the event may represent various situations related to reproduction or playback control of the training service in the course of providing the training service.
  • the interrupt is, motion data related to the motion of the object 110 is not detected for a predefined time, or motion data sensed for the object 110 and the provided training service data It may be generated when the training service match ratio calculated based on the comparison data that is a result of reference comparison with reference data of is less than a predefined threshold.
  • the service server 130 identifies the detected event (S604), controls the reproduction of the training service according to the identified event content (S605), and displays the artificial intelligence-based feedback data of the specific space 120 Provided through the like (S606).
  • artificial intelligence can be used, and the same is true for heart rate estimation.
  • the artificial intelligence may refer to a learned artificial neural network or artificial intelligence and artificial neural network.
  • artificial intelligence may be implemented through various machine learning techniques.
  • various machine learning techniques may be used to learn artificial neural networks.
  • deep learning may be used as an example, and learning may be performed in a supervised learning or unsupervised learning method.
  • at least one of a deep neural network (DNN), a convolutional neural network (CNN), and a recurrent neural network (RNN) may be used as the artificial neural network.
  • DNN deep neural network
  • CNN convolutional neural network
  • RNN recurrent neural network
  • the present invention is not limited thereto, and various technologies related to artificial intelligence currently developed or developed in the future may be referenced.
  • the provided feedback data may include data on a match rate of posture or motion compared to a training service that is being provided, and such data is provided in at least one of text, audio, image, and video. Can be.
  • feedback data thus provided may be provided in the form of a playback bar.
  • indicators 501 to 507 having a size or/and color differentiated according to a match rate of the posture or motion may be used on the provided playback bar.
  • the first indicator 501, the third indicator 503, and the sixth indicator 506 indicate a case in which the match rate of posture or motion is significantly lower than the reference data
  • the fourth indicator 504 is It may represent a case where the match rate is not satisfied with the reference data, but the degree of the match is not much different from the reference data. This can be determined according to the corresponding range by dividing the match rate into a first non-conforming range, a second non-conforming range, etc.
  • the second indicator 502, the fifth indicator 505, and the seventh indicator 507 represent a portion showing a suitable match rate, and in particular, in the case of the fifth indicator 505, perfect, that is, 100% matched. May indicate a case.
  • this method or definition is only an example, and the present invention is not limited thereto.
  • the degree of the match rate may be displayed on the playback bar using numbers or the like to be more intuitively identified.
  • the playback bar may be implemented or replaced using a histogram, and feedback data may be implemented through text data or voice separately or together with it.
  • the service server 130 senses and extracts the facial recognition data of the object 110 through the sensor module 210 (S701), and the heart rate of the object 110 from the extracted facial recognition data of the object 110 Data is calculated (S702).
  • the service server 130 compares the calculated heart rate data of the object 110 with predefined reference data or the heart rate extracted before the training service data is provided, or the average heart rate data of the detected object 110 (S703). ). As a result of the comparison, when the difference between the two heart rate data exceeds the threshold value, a reproduction guide related to reproduction of the training service is provided (S704), and a control command for generating an event or an interrupt is generated (S705).
  • the service server 130 controls reproduction of the training service by referring to the generated control command (S706) and provides related feedback (S707).
  • control command generated to generate the event or interrupt may include at least one of: controlling a reproduction rate of the training service data, stopping or ending reproduction of the training service data, outputting the feedback data, and broadcasting an emergency signal. I can.
  • control command generated to generate the event or the interrupt may include control of reproduction of the training service data, termination of reproduction of the training service data, and provision of feedback data, and notification data regarding whether or not an emergency signal is broadcast. (notification data) It may include control data for controlling at least one of the output control data.
  • the reproduction guide may be formed, for example, in the form of (c) of FIG. 8, but the present invention is not limited thereto.
  • the amount of exercise that can be calculated or the amount of exercise calculated based on this may be relatively low, and thus the effectiveness of the training service may be relatively low.
  • the higher level refers to a training service having a higher intensity based on a heart rate or an amount of exercise.
  • the service server 130 based on the data collected in real-time or non-real-time for feedback on the comparison result of the step S703 or the training service reproduction process, the guide for reproduction control in (a) or (b) of FIG. It can also be provided in the form of For example, when the match rate of the training service of the object 110 is significantly low during playback, and it is determined that it is inappropriate to continue using the training service, the feedback data up to that point is provided, and a new training service corresponding to the object 110 is provided. Or other relevant additional data may be provided.
  • image data is obtained by sensing an object through a sensor, where the acquired image data may be all or part of the object.
  • the acquired image data may be all or part of the object.
  • at least a face portion is included in sensing the object.
  • the service server 130 may generate a plurality of libraries for feedback, including various data generated during or after the training service process, and return them to the object 110.
  • the returned data may be directly transmitted to a terminal of the object 110 or a display device or a control device in a specific space 120, or may be service-processed in an indirect manner through a URL or the like.
  • the above-described method can be written as a program that can be executed on a computer, and can be implemented in a general-purpose digital computer that operates the program using a computer-readable medium. Also, the structure of the data used in the above-described method can be recorded on a computer-readable medium through various means.
  • Computer-readable media storing executable computer code for performing various methods of the present invention include magnetic storage media (e.g., , floppy disk, hard disk, etc.), and optical reading media (e.g., CD-ROM, DVD Etc.).

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Abstract

Selon un mode de réalisation de la présente invention, un procédé de fourniture d'un service d'apprentissage à partir d'un serveur de service comprend les étapes consistant à : détecter l'aspect d'un objet dans un espace particulier ; fournir des données de service d'apprentissage à l'objet détecté ; détecter l'occurrence d'un événement ; identifier l'événement détecté ; et fournir des données de rétroaction basées sur l'intelligence artificielle en fonction du contenu de l'événement identifié.
PCT/KR2019/015976 2019-11-20 2019-11-20 Procédé de fourniture d'un service d'apprentissage et système de service associé WO2021100905A1 (fr)

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US20090292178A1 (en) * 2008-05-21 2009-11-26 Qualcomm Incorporated System and method of monitoring users during an interactive activity
KR20150096550A (ko) * 2014-02-14 2015-08-25 부경대학교 산학협력단 재활운동 지원 장치 및 방법
KR20160081084A (ko) * 2014-12-30 2016-07-08 삼성전자주식회사 콘텐츠를 표시하는 방법 및 이를 위한 전자 장치
KR20170010157A (ko) * 2015-07-15 2017-01-26 (주)블루클라우드 인터랙티브 운동프로그램을 통한 사용자의 운동동작 유도 방법 및 그 장치
KR20190029430A (ko) * 2018-08-16 2019-03-20 아이피랩 주식회사 인공지능 기반 온라인 피트니스 시스템 및 퍼스널 트레이닝 방법

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090292178A1 (en) * 2008-05-21 2009-11-26 Qualcomm Incorporated System and method of monitoring users during an interactive activity
KR20150096550A (ko) * 2014-02-14 2015-08-25 부경대학교 산학협력단 재활운동 지원 장치 및 방법
KR20160081084A (ko) * 2014-12-30 2016-07-08 삼성전자주식회사 콘텐츠를 표시하는 방법 및 이를 위한 전자 장치
KR20170010157A (ko) * 2015-07-15 2017-01-26 (주)블루클라우드 인터랙티브 운동프로그램을 통한 사용자의 운동동작 유도 방법 및 그 장치
KR20190029430A (ko) * 2018-08-16 2019-03-20 아이피랩 주식회사 인공지능 기반 온라인 피트니스 시스템 및 퍼스널 트레이닝 방법

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