KR101766438B1 - A mobile device for detecting abnormal activity and system including the same for supporting management of members in a group - Google Patents
A mobile device for detecting abnormal activity and system including the same for supporting management of members in a group Download PDFInfo
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- KR101766438B1 KR101766438B1 KR1020150128747A KR20150128747A KR101766438B1 KR 101766438 B1 KR101766438 B1 KR 101766438B1 KR 1020150128747 A KR1020150128747 A KR 1020150128747A KR 20150128747 A KR20150128747 A KR 20150128747A KR 101766438 B1 KR101766438 B1 KR 101766438B1
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- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B21/00—Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
- G08B21/02—Alarms for ensuring the safety of persons
- G08B21/0202—Child monitoring systems using a transmitter-receiver system carried by the parent and the child
- G08B21/0205—Specific application combined with child monitoring using a transmitter-receiver system
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/16—Devices for psychotechnics; Testing reaction times ; Devices for evaluating the psychological state
- A61B5/165—Evaluating the state of mind, e.g. depression, anxiety
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- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B21/00—Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
- G08B21/02—Alarms for ensuring the safety of persons
- G08B21/0202—Child monitoring systems using a transmitter-receiver system carried by the parent and the child
- G08B21/0205—Specific application combined with child monitoring using a transmitter-receiver system
- G08B21/0208—Combination with audio or video communication, e.g. combination with "baby phone" function
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- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B21/00—Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
- G08B21/02—Alarms for ensuring the safety of persons
- G08B21/0202—Child monitoring systems using a transmitter-receiver system carried by the parent and the child
- G08B21/0205—Specific application combined with child monitoring using a transmitter-receiver system
- G08B21/0211—Combination with medical sensor, e.g. for measuring heart rate, temperature
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- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B21/00—Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
- G08B21/02—Alarms for ensuring the safety of persons
- G08B21/0202—Child monitoring systems using a transmitter-receiver system carried by the parent and the child
- G08B21/0277—Communication between units on a local network, e.g. Bluetooth, piconet, zigbee, Wireless Personal Area Networks [WPAN]
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- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B21/00—Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
- G08B21/02—Alarms for ensuring the safety of persons
- G08B21/04—Alarms for ensuring the safety of persons responsive to non-activity, e.g. of elderly persons
- G08B21/0438—Sensor means for detecting
- G08B21/0446—Sensor means for detecting worn on the body to detect changes of posture, e.g. a fall, inclination, acceleration, gait
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- G—PHYSICS
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- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B21/00—Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
- G08B21/02—Alarms for ensuring the safety of persons
- G08B21/04—Alarms for ensuring the safety of persons responsive to non-activity, e.g. of elderly persons
- G08B21/0438—Sensor means for detecting
- G08B21/0453—Sensor means for detecting worn on the body to detect health condition by physiological monitoring, e.g. electrocardiogram, temperature, breathing
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W4/00—Services specially adapted for wireless communication networks; Facilities therefor
- H04W4/02—Services making use of location information
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W64/00—Locating users or terminals or network equipment for network management purposes, e.g. mobility management
- H04W64/003—Locating users or terminals or network equipment for network management purposes, e.g. mobility management locating network equipment
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Abstract
The present invention relates to a mobile terminal worn on a user's body, comprising: an accelerometer sensor; a storage unit for collecting and storing first sensed data output from the accelerometer sensor; And a communication unit for transmitting at least one of the first detection data and the determination result of the control unit to the member management server, wherein the member management server comprises: And generating a self-presentation indicator indicating a psychological or mood, based on at least one of the first detection data and the determination result of the controller, and transmitting the self-presentation indicator to the interface server, A self-presentation indicator for the members of the group including the user, Received from the management server, it is possible to provide the self-expression index statistics for a certain period of time according to the request.
Description
The present invention relates to a mobile terminal for abnormal activity detection and a management support system for members in the group including the mobile terminal. More particularly, the present invention relates to a mobile terminal for detecting abnormal activity of a user carrying a mobile terminal by using an accelerometer sensor included in the mobile terminal And a management support system for members in the group including the mobile terminal.
A nursery is a facility that cares for and cares for a preschool child, and when the child's caregiver can not care for the child, it is a facility that is entrusted by the caregiver and nursed.
Child abuse has become a serious social problem in child care centers where children have to be nurtured. Child abuse is an urgent and important issue that affects the life of a child and affects his or her lifetime. Especially, children who use childcare facilities are vulnerable to abuse because they are younger, and the aftermath of abuse is severe.
In addition, child abuse is often terminated at the sad sacrifice of children because there is no one to represent the abuse of the abused child and to ask for help.
As a part of protecting children in the blind spot, CCTV (Closed Circuit Television) is installed in day care facilities to play a decisive role in confirming the abuse of child care teachers. However, it is very difficult to install CCTV without any blind spot in child care facilities to be.
Even if a child is photographed by a CCTV installed in a daycare center, there is a problem in that it is necessary to individually check the images photographed at all times in order to judge whether or not there is child abuse, and also, There is a problem that it is difficult to store an image after a certain period of time due to the storage capacity limitation of the storage device, and there is a serious problem of damage or loss.
Therefore, there is an urgent need for a solution to such a problem easily.
The present invention provides a mobile terminal for detecting an abnormal activity of a user carrying a mobile terminal and a management support system for members in the group including the mobile terminal.
According to an aspect of the present invention, there is provided a mobile terminal to be worn on a user's body, comprising: an accelerometer sensor; a storage unit for collecting and storing first sensed data output from the accelerometer sensor; And a communication unit for transmitting at least one of the first detection data and the determination result of the control unit to the member management server, wherein the control unit determines the abnormal behavior of the user based on the abnormal value separated from the first detection data, , The member management server may generate a self presentation indicator indicating a psychology or a mood based on at least one of the first sensing data and the determination result of the controller and may transmit the self presentation indicator to the interface server, Wherein the interface server comprises: A self-expression indicator may be received from the member management server, and the self-presentation indicator statistics may be provided for a predetermined period of time according to a request.
According to an embodiment, the mobile terminal may further include a biometric information obtaining unit for measuring a biometric signal of the user, wherein the control unit is further configured to determine, from the biometric information obtaining unit, It is possible to determine that there is an abnormal behavior of the user by judging an abnormal value among the outputted second detection data.
According to an embodiment of the present invention, the control unit may further include a communication unit for providing the member management server with information on whether or not the abnormal behavior occurs when the control unit determines that the abnormal behavior has occurred.
According to an embodiment, the apparatus may further include a position information module for receiving a beacon ID from the beacon and a communication unit for providing the beacon ID to the member management server so that the member management server obtains an image of the position of the mobile terminal have.
In addition, the present invention provides a mobile terminal comprising: a database for storing self-presentation indicators for each of the mobile terminal, the member management server, and members in a group; an interface server for receiving the self- And an administrator terminal for requesting and receiving the self-presentation indicator to the interface server and displaying or outputting the self-presentation indicator.
According to one embodiment, the self-expression index is represented by an avatar expression or a score corresponding to a degree of psychology or mood of the member, and the self-expression index statistics output to the administrator terminal is the expression Wherein the manager terminal includes a change history of the avatar expression or a change history of the score, and the administrator terminal determines whether the avatar expression is included in the range of the number of times of the specific avatar expression for the predetermined period, When you receive self-expression indicator statistics, you can display or print a notification of who the member is.
According to one embodiment, the member management server generates an outlier prediction model based on the first sensing data received from the mobile terminal, predicts the behavior of the user based on the outlier prediction model, The self-expression index can be predicted based on the behavior of the user.
According to an embodiment of the present invention, the member management server may display an image of a position of the mobile terminal before a predetermined time when the abnormal behavior occurs, based on information on whether or not the abnormal behavior received from the mobile terminal occurs .
According to one embodiment, in order for the member management server to acquire an image of the location of the mobile terminal based on the location information of the mobile terminal, the member management server transmits the beacon ID from the mobile terminal It is possible to receive the beacon ID and acquire an image photographed by at least one photographing apparatus corresponding to the beacon ID.
According to an embodiment, when the mobile terminal does not recognize the beacon at present, the member management server transmits the image photographed by at least one photographing device corresponding to the beacon ID recognized by the mobile terminal immediately before .
According to the present invention, an abnormal behavior of a user wearing a mobile terminal can be determined. It is possible to determine the abnormal behavior of the user even if the user is currently walking or running.
Further, by providing the administrator terminal with the time when the abnormal behavior occurs, the administrator can check the image including the relevant time among the images taken / stored through the image taking device installed in the daycare facility through the administrator terminal, There is an effect that can confirm the act by the image.
In addition, it is possible to predict when a user's abnormal behavior occurs based on sensed data measured by an accelerometer sensor included in the mobile terminal, and utilize the prediction results in various ways.
Also, according to an embodiment of the present invention, a self-expression index indicating a psychological or mood based on a user's behavior is generated, and an environment in which member management can be performed easily and efficiently is provided.
Also, by confirming the self-expression index statistics and the result of transmitting the compensation item item among the members from the manager terminal and transmitting the result to the observer terminal, it is possible to easily grasp the friendship among the members, It is effective to share the fellowship effectively, so that counseling and psychological healing can be smoothly conducted for the members of the risk group in the community life.
The mobile terminal according to an exemplary embodiment of the present invention and the management support system of members in the group including the mobile terminal can play a role of a child safety net.
1 is a configuration diagram of a management support system for members in a group according to an embodiment of the present invention.
2 is a block diagram of an abnormal activity detection system according to another embodiment of the present invention.
3 is a configuration diagram of a member management server according to an embodiment of the present invention.
4 is a configuration diagram of a mobile terminal according to an embodiment of the present invention.
5 is a diagram illustrating an example in which sensed data measured by an accelerometer sensor are arranged in time according to an embodiment of the present invention.
6 is a diagram illustrating an abnormal value in which a user determines an abnormal value during a stop based on sensed data according to an exemplary embodiment of the present invention.
FIG. 7 is a diagram illustrating an abnormal value in which an abnormal value is determined while a user is leaning based on sensed data according to an exemplary embodiment of the present invention.
8 is a diagram for explaining an operation example of the abnormal activity detection system according to an embodiment of the present invention.
9 to 10 are views illustrating exemplary self-presentation index input screens displayed on a member terminal according to an exemplary embodiment of the present invention.
FIG. 11 is an exemplary view illustrating a self-indicating index checker displayed on an administrator terminal according to an exemplary embodiment of the present invention.
12 is a view illustrating a screen displayed on an administrator terminal according to an embodiment of the present invention.
13 and 14 are views illustrating a screen in which statistical indices are displayed in the administrator terminal according to the present invention.
FIG. 15 is a diagram illustrating an alert function setting screen of an administrator terminal according to an exemplary embodiment of the present invention.
FIG. 16 is a diagram illustrating an embodiment in which an alert function is implemented according to an embodiment of the present invention.
17 is a diagram illustrating a screen displayed on a member terminal according to an exemplary embodiment of the present invention.
18 is a diagram illustrating a screen displayed on an administrator terminal according to an embodiment of the present invention.
Hereinafter, preferred embodiments of the present invention will be described in detail with reference to the accompanying drawings. DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS Hereinafter, the present invention will be described in detail with reference to the accompanying drawings. In order to clearly illustrate the present invention, parts not related to the description are omitted, and like parts are denoted by similar reference numerals throughout the specification. Also, throughout the specification, when an element is referred to as "comprising ", it means that it can include other elements, not excluding other elements, unless specifically stated otherwise.
Management support system for members in the group
1 is a configuration diagram of a management support system for members in a group according to an embodiment of the present invention.
The management support system of members in a group according to an embodiment of the present invention may include a
It is needless to say that the components shown in FIG. 1 are not essential, and a system having more or fewer components can be implemented. Hereinafter, each component will be described.
The
The
The
The
The
A detailed description of the
The
Accordingly, the
The
According to an embodiment, when the
That is, the
The
In addition, the
Meanwhile, a network (or a communication network) including at least one of the
According to an embodiment, the
Further, the network N may be composed of one, or two or more networks (or networks) of the same kind or different types.
Meanwhile, the management support system of members in the group according to an embodiment of the present invention may further include a photographing
The
As shown in Fig. 1, the photographing
The
According to an embodiment, the
1 and 2, the
Hereinafter, the configurations of the
Mobile terminal
4 is a configuration diagram of a mobile terminal according to an embodiment of the present invention.
4, the
However, it is needless to say that the components shown in FIG. 2 are not essential, so that a terminal having more or fewer components can be implemented. Hereinafter, each component will be described.
The
The
The
The mobile communication module can transmit and receive a radio signal with at least one of a base station, an external terminal, a client, and a server on a mobile communication network established according to technical standards for mobile communication or a communication method. Here, the wireless signal may include various types of data (or information) related to a voice call signal, a video call signal, or a character / multimedia message transmission / reception.
The wireless Internet module refers to a module for wireless Internet access, and may be configured to transmit and receive wireless signals in a communication network according to wireless Internet technologies. From the viewpoint that the wireless Internet access is performed through the mobile communication network, the wireless Internet module performing the wireless Internet connection through the mobile communication network may be understood as a kind of the mobile communication module.
Meanwhile, the
Accordingly, the
Also, as described above, the
The
The
Abnormal behavior is an activity that does not occur frequently in a user's daily life, such as falling down during a walking session, falling down during a running session, or falling down during sitting or standing. As an example, the behavior of a child in a child care facility falling due to external forces can be viewed as an abnormal activity.
Hereinafter, a specific procedure for the
The
If the determined abnormal value is found, the
According to one embodiment, the
Next, an increment value between two neighboring first sensed data among the sorted sensing data is calculated, and a sliding window is created by a predetermined number (preferably five) of the calculated increment values , The average value can be calculated.
Next, the calculated average value is acquired as an absolute value, and normalization is performed so that a value out of a predetermined range (i.e., a value larger or smaller than a predetermined range) among the normalized values can be determined as an outliers.
Accordingly, when the
FIG. 6 is a diagram illustrating an abnormal value in which a user determines an abnormal value during a stop based on sensed data according to an exemplary embodiment of the present invention. FIG. 7 illustrates an example of an abnormal sensation Fig.
The
As shown in FIGS. 6 and 7, the portion indicated by the rectangle is a portion where the abnormal behavior of the user occurs, and it can be seen that the abnormal behavior can be determined regardless of the user's daily activities.
Meanwhile, the range set by the
For example, at least one time zone may be stored in the
Since the width of the normal range may differ depending on the members or the age of the members, the width of the normal range is set based on the highest value and the lowest value of the first detection data among the periods in which the manager has determined that there is no abnormal value .
Meanwhile, the
According to one embodiment, the bio-information obtaining unit 170 may measure a bio-signal generated by a physiological potential difference of the human body. For example, the bio-information acquiring unit 170 may acquire the bio-information of the bio-information obtained by the bio-information acquiring unit 170, such as Pulse Plethyamo Graphy (ECG), Electro-CardioGram, Galvanic Skin Reflex, Electro-EncephaloGram, Electro- OculoGraphy sensors. The biometric information acquiring unit 170 can acquire biometric information such as heart rate, pulse blood flow, electrocardiogram, electrical skin reflection, brain waves, EMG, and eye movement through the sensor.
The
The
For example, when the second sensed data is related to the heart rate, when the member wearing the
At this time, when the
Meanwhile, the
Here, according to one embodiment, a method of generating the outlier prediction model may use a semi-classification method.
Specifically, the preprocessed data for the first and / or second sensed data is input to a clustering algorithm, which is an unsupervised learning method, to obtain a classification label, and labeled data is subjected to map learning (classifier) can be generated through a classification algorithm which is a supervised learning method.
Preferably, the
It is desirable to repeat the process of generating, evaluating, and correcting the outlier prediction model, predicting the outliers based on the outlier prediction model that has undergone such a process, and predicting the outlier occurrence time, etc., to improve the prediction accuracy.
As described above, the
Meanwhile, the
The
Accordingly, the
Accordingly, when the abnormal operation is detected, the
Accordingly, the
According to one embodiment, the
Accordingly, when a parent or a child care teacher wants to acquire a fallen image, the user can easily acquire only the image to be acquired without searching all the images stored in the
Meanwhile, the
When the abnormal behavior of the user worn by the
Meanwhile, according to an embodiment of the present invention, the
At this time, the
Member management server and interface server
The
3 is a configuration diagram of a member management server according to an embodiment of the present invention.
3, the
However, it is needless to say that the components shown in FIG. 3 are not essential, so that a terminal having more or fewer components can be implemented. Hereinafter, each component will be described.
The
The
The mobile terminal
At this time, the
The
According to an embodiment, when the
Specifically, as described later, the
Here, the
At this time, the beacon may be installed in the subject area of the at least one photographing
Also, preferably, the
For example, when the
When the
Accordingly, when the communication unit 210 of the
Alternatively, when the
Specifically, FIG. 8 is a view for explaining an operation example of the abnormal activity detection system according to an embodiment of the present invention. As shown in Fig. 8, it is assumed that any one of the identified
When the
If the
If the
If the
If the
If the
Meanwhile, the
The
Each component included in the
On the other hand, as described above, the member management server 200 (or the control unit 240) may generate a self-presentation indicator indicating a psychological or mood based on the behavior of the member (at least one of normal and abnormal activities of the user) Specifically, based on at least one of the presence or absence of an abnormal behavior, the type of normal activity (eg, static activity or dynamic activity), the type of abnormal activity (eg, physical shock or mental shock) Expression indicators can be generated.
For example, if there is no abnormal behavior, the self-expression index can be generated based on the ratio of the static activity time and the dynamic activity time, and if there is no physical impact on the member, It is possible to generate a presentation indicator and generate a self presentation indicator on the basis of the occurrence frequency of an abnormal activity.
In addition, a combination of a first self-expression index generated based on the above-described detection data and a second self-expression index input from a member through the
Among the terms used in the present specification, the self-expression index can be displayed in various ways as an index indicating the degree of psychological or mood of each member in the group, but in particular, The
The
The
9, an
In this case, as a preferable example, the
In other words, the input of the self-expression index through the
The
According to one embodiment, an interface provided by the
The
The
The
For example, when the
The homeroom teacher who manages children belonging to a certain class of the manager, for example, a child care center, from the screen of the
The
A process for registration and authentication for accessing a member's interface environment may be included prior to inputting the self-expression index of the members in the group and checking the self-expression index of the manager.
The
Alternatively, the
In addition, the
According to an embodiment, when there is a communication connection attempt such as approaching the
According to an embodiment of the present invention, the
13, the self-expression index
The
FIG. 15 is a view showing an alert function setting screen of an administrator terminal according to an embodiment of the present invention.
Referring to FIG. 15, the
For example, in the alert function setting screen of the
Also, in the present invention, the
In the present invention, the item 1401 is a virtual compensation information, and the manager, for example, a virtual gift sent by a homeroom teacher who manages children belonging to a specific class in a daycare center, for example, A manager may select a gift item 1401 from a gift box displayed in advance on the screen of the
17, the
In the present invention, the
As a result, the manager can check the
According to a preferred embodiment of the present invention, the
In addition, an alert function may be provided similar to that described with reference to FIG. For example, when receiving the item processing statistics included in the range of the number of items received or the number of items held for a predetermined period of time, the
Meanwhile, the intra-group member management support system according to the present invention may further include an
The
The preferred embodiments of the present invention have been described in detail with reference to the drawings. It will be understood by those of ordinary skill in the art that various changes in form and details may be made therein without departing from the spirit and scope of the present invention as defined by the appended claims.
Accordingly, the scope of the present invention is defined by the appended claims rather than the foregoing detailed description, and all changes or modifications derived from the meaning, range, and equivalence of the claims are included in the scope of the present invention Should be interpreted.
10: photographing apparatus 20: video management server
100: mobile terminal 110:
120: accelerometer sensor 130:
140: communication unit 150:
160: Timer 170: Biometric information acquisition unit
180: Position information module 200: Member management server
210: communication unit 220: mobile terminal position recognition module
230: storage unit 300: interface server
310: self presentation index processing module 320: user registration and authentication module
330 self-expression index statistic generation module 340: item management module
350: Database 351: Self Presentation Index DB
352: user information DB 353: self-expression index statistical DB
354: Item creation and statistics DB 400: Administrator terminal
500: observer terminal N: network
Claims (10)
The member management server,
A database for storing a self-presentation index for each member in the group,
An interface server for receiving the self presentation indicator from the member management server and storing the self presentation indicator in the database;
And an administrator terminal for requesting and receiving the self presentation indicator to the interface server to display or output the self presentation indicator,
Wherein the member management server, in order to secure an image of the location of the mobile terminal based on the location information of the mobile terminal,
Wherein the member management server receives the beacon ID from the mobile terminal that has received the beacon ID from the beacon, acquires an image photographed by at least one photographing apparatus corresponding to the beacon ID,
The member management server comprises:
When the mobile terminal does not recognize the beacon currently, acquires an image photographed by at least one photographing device corresponding to the beacon ID recognized immediately before by the mobile terminal system.
The mobile terminal includes:
A bio-information acquiring unit for measuring bio-signals of the user;
Further comprising:
Wherein the controller determines that there is an abnormal behavior of the user when it is determined that the abnormal value among the second sensed data output from the biometric information obtaining unit is determined even when the abnormal sensed data among the first sensed data does not exist Management support system for members.
A communication unit for providing the member management server with information on whether or not the abnormal operation occurs when the controller determines that the abnormal operation has occurred;
Further comprising the steps of: receiving the group management information from the group management server;
The mobile terminal includes:
A location information module for receiving a beacon ID from the beacon; And
A communication unit for providing the beacon ID to the member management server so that the member management server obtains an image of the position of the mobile terminal;
Further comprising the steps of: receiving the group management information from the group management server;
Wherein the self-presentation indicator is represented by an avatar expression or a score corresponding to a degree of psychology or mood of the member,
Wherein the statistical self-presentation statistics output to the administrator terminal includes a change history of the avatar expression during the predetermined period or a change history of the score,
When the manager terminal receives the self-expression indicator statistics included in the range of the predetermined avatar facial expression in the predetermined period or the score range set in advance in the manager terminal, the manager terminal notifies the member of who the member is And displays or outputs the group management information.
The member management server comprises:
Generating an outlier prediction model based on the first sensing data received from the mobile terminal, predicting the behavior of the user based on the outlier prediction model,
And predicts the self-presentation index based on the behavior of the user.
Wherein the member management server comprises:
And when the abnormal behavior occurs, acquires an image of a position of the mobile terminal before a predetermined time based on information on whether the abnormal behavior received from the mobile terminal occurs. system.
Priority Applications (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| KR1020150128747A KR101766438B1 (en) | 2015-09-11 | 2015-09-11 | A mobile device for detecting abnormal activity and system including the same for supporting management of members in a group |
| PCT/KR2015/012919 WO2016182156A1 (en) | 2015-05-14 | 2015-11-30 | Mobile terminal for detecting abnormal activity and system including same |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| KR1020150128747A KR101766438B1 (en) | 2015-09-11 | 2015-09-11 | A mobile device for detecting abnormal activity and system including the same for supporting management of members in a group |
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| Publication Number | Publication Date |
|---|---|
| KR20170031358A KR20170031358A (en) | 2017-03-21 |
| KR101766438B1 true KR101766438B1 (en) | 2017-08-23 |
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| Application Number | Title | Priority Date | Filing Date |
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| KR1020150128747A KR101766438B1 (en) | 2015-05-14 | 2015-09-11 | A mobile device for detecting abnormal activity and system including the same for supporting management of members in a group |
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| KR (1) | KR101766438B1 (en) |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
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| KR20210063062A (en) | 2019-11-22 | 2021-06-01 | 주식회사 엠엘씨 | functional coating agents for a clothing upcycle and method thereof |
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| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN112137578B (en) * | 2019-06-27 | 2024-01-16 | 京东方科技集团股份有限公司 | Monitoring method, device and equipment |
| KR102552172B1 (en) * | 2021-11-25 | 2023-07-06 | 한국과학기술정보연구원 | Personalized method and apparatus for diagnosis dementia |
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| KR101397371B1 (en) * | 2013-07-18 | 2014-05-20 | 정지영 | System and method for supporting management of members in a group |
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| KR101397371B1 (en) * | 2013-07-18 | 2014-05-20 | 정지영 | System and method for supporting management of members in a group |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| KR20210063062A (en) | 2019-11-22 | 2021-06-01 | 주식회사 엠엘씨 | functional coating agents for a clothing upcycle and method thereof |
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