Setting system of mobile communication terminal and method thereof

Abstract

The present application aims to provide a system and method capable of performing settings required for a communication instrument such as a smartphone. A system (14) is provided, which is a communication device setting system (14) for setting a communication device (4) installed with a SIM card (3), and performs the following procedures: (1) a setting data reception procedure (S1), a computer receives a request for setting data for setting a communication device from the communication device (4) installed with the SIM card (3); (2) a user attribute determination procedure (S2), the computer determines attribute information of a user of the SIM card (3) based on inherent information of the SIM card (3) contained in the request; (3) a setting data inference procedure (S3), the computer applies the determined attribute information of the user to an inference model to determine setting data of the communication device (4); and (4) a setting data transmission procedure (S4), the computer transmits the determined setting data to the communication device (4).

Description

Technical Field

[0001] This invention relates to a setting system and method for setting up a communication terminal with a SIM card installed. Background Technology

[0002] The term "smartphone" refers to a handheld computer with telephone communication capabilities that runs a common mobile operating system (OS) such as Android (registered trademark) or iOS (registered trademark).

[0003] In recent years, smartphones have become increasingly diverse and sophisticated in terms of models and functions to meet various needs. Consequently, initial setup and configuration changes for smartphones require not only knowledge of smartphones themselves, but also a certain level of knowledge related to computers and networks. Summary of the Invention

[0004] However, in recent years, with the development of internet-based communication sales and other methods, the sales methods of smartphones have become more diversified. In particular, in online sales, store clerks do not discuss the smartphone settings with the sign-up customers, so sometimes they cannot make proper settings.

[0005] Furthermore, even when settings are made in a store, depending on the store's level of disorder and the staff's skills, not all necessary settings can be implemented, making it difficult to make appropriate settings.

[0006] The present invention was made in view of this situation, and its purpose is to provide a system and method for making the settings required for communication devices such as smartphones.

[0007] To achieve the above objectives, the present invention provides the following structure.

[0008] (1) A communication device setting system for setting up a communication device with a SIM card installed, characterized in that it performs the following steps:

[0009] In the data acceptance process, the computer accepts a request from the communication device with the SIM card installed for setting the configuration data of the communication device.

[0010] In the user attribute determination process, the computer determines the user attribute information of the SIM card based on the inherent information of the SIM card contained in the request.

[0011] In the data inference process, the computer applies the determined user attribute information to the inference model to determine the setting data for the communication device; and

[0012] In the data transmission process, the computer sends the determined configuration data to the communication device.

[0013] Based on this structure, the communication device with the SIM card installed can be configured based on the data stored in the issued SIM card and the information of the subscriber / user. At this time, the configuration data is obtained by using the inference of the inference model, so that the optimal configuration data can be obtained based on the attributes of the subscriber / user.

[0014] (2) Based on the communication device setting system described in (1), the feature is that,

[0015] Furthermore,

[0016] The user attribute determination process is as follows: the computer authenticates the SIM card and determines the user's attributes.

[0017] The system described above has a user database that stores information on SIM card subscribers / users used for the aforementioned authentication and identification.

[0018] (3) Based on the communication device setting system described in (1), the feature is that,

[0019] Furthermore,

[0020] The computer performs an inference model generation process that generates / updates the inference model used in the set data inference process.

[0021] (4) Based on the communication equipment setting system described in (3), its characteristic is that,

[0022] Furthermore,

[0023] The computer has teacher data for generating inference models in the inference model generation process, which includes data on settings and values ​​of the aforementioned communication terminals of multiple SIM card users.

[0024] (5) Based on the communication equipment setting system described in (4), its feature is that,

[0025] Furthermore,

[0026] In order to generate the teacher data, the computer performs a user data collection process that collects data on the settings and values ​​of the aforementioned communication terminal of the SIM card user.

[0027] (6) Based on the communication device setting system described in (5), it is characterized in that

[0028] In the user data collection process, the settings and values ​​of the communication device are collected from a service server on the Internet.

[0029] (7) Based on the communication equipment setting system described in (5), its feature is that,

[0030] Furthermore,

[0031] The computer executes a teacher data generation process that continuously updates teacher data based on the set items and set values ​​collected in the user data collection process.

[0032] (8) Based on the communication device setting system described in (1), the feature is that,

[0033] The settings data refer to the settings items and values ​​related to the main screen.

[0034] (9) Based on the communication device setting system described in (1), the feature is that,

[0035] The configuration data refers to the configuration items and values ​​related to monitoring applications / services used to monitor the actions of users of communication devices.

[0036] (10) Based on the communication device setting system described in (1), the feature is that,

[0037] Furthermore, it includes a communication device-side setting system installed on the communication device.

[0038] The communication equipment side sets the system to perform the following procedures:

[0039] The computer sends a request for setting data to the aforementioned communication equipment setting system; and

[0040] The computer configures the communication device based on the configuration data received from the aforementioned communication device configuration system.

[0041] (11) Based on the communication device setting system described in (1), the feature is that,

[0042] The communication device is an IoT instrument capable of communicating with mobile entities.

[0043] (12) A method for setting up a communication device, which is executed by a communication device setting system for setting up a communication device with a SIM card installed, characterized in that it comprises the following steps:

[0044] In the data acceptance process, the computer accepts a request from the communication device with the SIM card installed for setting the configuration data of the communication device.

[0045] In the user attribute determination process, the computer determines the user attribute information of the SIM card based on the inherent information of the SIM card contained in the request.

[0046] In the data inference process, the computer applies the determined user attribute information to the inference model to determine the setting data for the communication device; and

[0047] In the data transmission process, the computer sends the determined configuration data to the communication device.

[0048] (13) Based on the method described in (12), the characteristic is that,

[0049] Furthermore,

[0050] The user attribute determination process is as follows: the computer determines the user's attributes based on a user database used to determine the attribute information of the user of the SIM card.

[0051] (14) Based on the method described in (13), the characteristic is that,

[0052] Furthermore,

[0053] The computer performs an inference model generation process that generates / updates the inference model used in the set data inference process.

[0054] (15) Based on the method described in (14), the characteristic is that,

[0055] Furthermore,

[0056] The inference model generation process is as follows: the computer has teacher data for generating the inference model, which includes data on the settings and values ​​of the communication terminals of multiple SIM card users.

[0057] (16) Based on the method described in (15), the characteristic is that,

[0058] Furthermore,

[0059] The system includes a user data collection process in which the computer collects data on the settings and values ​​of the aforementioned communication terminal used by the SIM card user in order to generate the teacher data.

[0060] (17) Based on the method described in (16), the characteristic is that,

[0061] The user data collection process is as follows: collecting the settings and values ​​of the communication device from a service server on the Internet.

[0062] (18) Based on the method described in (16), the method is characterized in that,

[0063] Furthermore,

[0064] The system includes a teacher data generation process in which the computer continuously updates teacher data based on the set items and set values ​​collected in the user data collection process.

[0065] (19) Based on the method described in (12), the characteristic is that,

[0066] The settings data refer to the settings items and values ​​related to the main screen.

[0067] (20) Based on the method described in (12), the characteristic is that,

[0068] This method is executed by a communication device-side setting system installed on the communication device.

[0069] It has the following processes:

[0070] The computer sends a request for setting data to the aforementioned communication equipment setting system; and

[0071] The computer configures the communication device based on the configuration data received from the aforementioned communication device configuration system.

[0072] Other features not described in the foregoing claims of the present invention will become clear in the following preferred embodiments and drawings of the invention. Attached Figure Description

[0073] Figure 1 This is a schematic diagram showing the overall structure of a system according to one embodiment of the present invention.

[0074] Figure 2 It is also a schematic diagram representing the overall structure of the system.

[0075] Figure 3 This is a conceptual diagram that also represents the content of user information stored in the user's database.

[0076] Figure 4 It is a concept map that also represents the content of teacher data.

[0077] Figure 5 It is a flowchart that also represents an action. Detailed Implementation

[0078] Hereinafter, one embodiment of the present invention will be described with reference to the accompanying drawings.

[0079] This implementation will be described using the case where the SIM card is provided by an MVNO (Mobile Virtual Network Operator). It can also be applied in the case where a Mobile Network Operator (MNO) is involved.

[0080] MVNO operators refer to operators that do not own physical mobile network infrastructure, but borrow communication services from existing MNO operators and operate under their own brand.

[0081] To facilitate the explanation of this invention, we will first refer to... Figure 1 An example of a data communication environment utilizing an MVNO operator's SIM card is provided.

[0082] (Utilizes the data communication structure of the SIM card)

[0083] exist Figure 1 In this context, 1 represents the mobile network system of the MNO operator, and 2 represents the network connection system of the MVNO operator (the communication operator of this invention).

[0084] In this embodiment, a user who has signed a contract with an MVNO operator and purchased a SIM card 3 installs the SIM card 3 into their mobile communication terminal 4 and activates it. Thus, after the mobile communication terminal 4 connects to the MVNO operator's mobile network 6 via base station 5, it can connect to various Internet service providers 10a-10d from the MVNO operator's service gateway 7 (SGW) via the MVNO operator's data packet network gateway 8 (PGG) and bandwidth control router 9.

[0085] Between the aforementioned Service Gateway 7 (SGW) on the MVO operator's side and the Packet Gateway 8 (PGW) on the MVNO operator's side, a configuration is established to ensure communication bandwidth, for example, 100 Mbps, based on the contract between the MVO operator and the MVNO operator. Furthermore, the MVNO operator's bandwidth control router 9 ensures the required connection bandwidth for data communication based on the contract with the SIM card 3 user.

[0086] The user's mobile communication terminal 4 is a terminal that has a SIM card (including an electronic SIM (eSIM)) 3 installed and is capable of mobile communication. It is typically a smartphone or tablet terminal and has a CPU, RAM, and ROM (not shown). In addition to installing operating system software programs such as iOS, Android, and Windows (hereinafter referred to as "OS") 11 and various application software programs (hereinafter referred to as "applications") 12, the ROM also stores data used in the aforementioned OS 11 and applications 12.

[0087] As for application 12 (application) installed on the user's mobile communication terminal 4, in addition to general applications such as animation software, IP telephony, SNS applications, browsers, email systems, and child monitoring applications, the user can freely install additional applications according to their preferences and purposes. The application 11 on the mobile communication terminal 4 is executed by the CPU by appropriately calling on RAM, thereby connecting to the service servers 10a-10d corresponding to each application via the mobile network system of the MVNO operator 1 and the network connection system of the MVNO operator 2, and via the Internet 15.

[0088] (Features of the present invention)

[0089] Figure 2 In the above Figure 1 The block diagrams illustrating the characteristic structures of the present invention are shown overlaid in the communication environment involved in the embodiments of the present invention.

[0090] In embodiments of the present invention, such as Figure 2 As shown, a terminal setting application 13 is pre-installed on the mobile communication terminal 4 of the user with SIM card 3 installed, and a communication terminal setting system 14 is set up for the NVNO operator 2 that issued the SIM card to the user to communicate with the terminal setting application 13.

[0091] (Terminal settings application)

[0092] The terminal setting application 13 in this embodiment is provided by the MVNO operator itself and pre-installed on the terminal 4 for setting up a communication terminal 4 that utilizes a SIM card 3 from a specific MVNO operator.

[0093] As shown in the figure, the terminal setting application 13 is roughly divided into a setting data acquisition module 13a and a terminal setting module 13b.

[0094] The configuration data acquisition module 13a is configured to request "terminal configuration data" for configuring the communication terminal 4 from the communication terminal configuration system 14, so that the user receives the optimal configuration data. Furthermore, the terminal configuration module 13b is configured to provide suggestions for various settings to the user on the user interface based on the received configuration data, and configure the communication terminal 4 according to the user's approval.

[0095] (Telecommunications operator-side terminal setting system)

[0096] The communication operator-side terminal setting system 14 is configured by connecting a data storage unit 14a and a program storage unit 14b to a bus consisting of a CPU, RAM, and input / output interfaces (not shown).

[0097] The aforementioned data storage unit 14a and program storage unit 14b are actually storage media such as hard disks and SSDs. The CPU appropriately calls the data and programs stored in the aforementioned storage media and executes them on RAM, thereby constituting the various functional units of the present invention.

[0098] Here, if only the structures related to the present invention are listed, the data storage unit 14a stores user DB17, teacher data 16 and inference model 23.

[0099] In addition, if only the structures related to the present invention are listed, the program storage unit 14b, in addition to the OS (not shown), also stores a SIM card information acquisition module 18, a user data collection module 19, a teacher data generation module 20, an inference model generation module 21, and a setting data generation module 22.

[0100] The following is a detailed explanation.

[0101] (User data and teacher data)

[0102] First, such as Figure 3 As shown, user DB17 stores various user data in association with the information (phone number, etc.) of SIM card 3. The user data stored here includes, in addition to the subscriber attribute information obtained by the MVNO communication operator 2 from the user when issuing the SIM card 3, the actual user attribute information (user attribute information) obtained through the various services provided by the MVNO communication operator 2, and the information actually set by the user (user setting information). The aforementioned subscriber attribute information, user attribute information, and user setting information are stored in association with the information of the SIM card 3.

[0103] Furthermore, the teacher data 16, in association with the setting items (items 1, 2, 3, ...) that should be included in the "setting data", constitutes the user setting information (user 1 setting information, user 2 setting information, ...) stored in the user DB 17. The setting items are defined in association with the model of the communication terminal 4 and the installed application 12, and these setting items are appropriately regenerated or updated according to the emergence of new models and new applications.

[0104] (SIM card information acquisition module)

[0105] The aforementioned SIM card information acquisition module 18 is connected to the contract terminal and server 24 of the sales store where the user purchased the SIM card 3, and acquires the SIM card information and stores it in the user's DB17.

[0106] Here, the SIM card sales outlet 24 can be a physical store or an online store. If a user signs up for a new mobile phone line at this outlet, the telecommunications operator issues the SIM card 3. The SIM card 3 records the subscriber's (user's) identification number, the SIM card's mobile phone number, and email address (if an email address is provided). Furthermore, other subscriber and user attribute information required for signing up is obtained from the user during the signing process.

[0107] Furthermore, the information stored in the SIM card (SIM card information) and the subscriber attribute information / user attribute information are sent to the SIM card information acquisition module 18 via the SIM sales terminal / server 24. The SIM card information acquisition module 18 then associates the user information with the inherent information of the SIM card (such as phone number) and writes it to the user DB17.

[0108] (User Data Collection Module)

[0109] The user data collection module 19 collects data related to the user from the MVNO communication operator 2 and various network service servers 10a-10d provided by others, and stores it in the aforementioned user DB17.

[0110] That is, user information is also collected by service servers 10a to 10d, which are used by various applications 12 installed on the user's mobile communication terminal 4. Each application 12 is typically designed to allow various settings (user setting information) corresponding to the user's attributes and interests, depending on the services provided, and this information is also collected by the user data collection module 19.

[0111] However, in this embodiment, it is configured such that, due to privacy information management restrictions, only information from the service server operated by the aforementioned MVNO communication operator 2 in various applications 12 is collected.

[0112] Furthermore, the user data collection module 19 utilizes the user's inherent information to match the information obtained by the user (setting project name and setting content) with the SIM card, and stores the information associated with the SIM card in the user DB17.

[0113] (Teacher Data Generation Module)

[0114] The teacher data generation module 20 generates teacher data 16 for inferring the aforementioned set data based on the user information stored in the user DB17.

[0115] In this embodiment, the teacher data generation module 20 generates teacher data by organizing the user information (user setting information) stored in the user DB17 with the settings of the mobile communication terminal 4 and various applications 12. The settings of the mobile communication terminal 4 can be obtained from the model information DB not shown, and the settings of the applications can be obtained from the service servers.

[0116] Furthermore, regarding this teacher data, based on the data created by the teacher data generation module 20, external information such as data generated by companies can be utilized.

[0117] Here, the concept of teacher data is explained using the monitoring application / service provided by the monitoring service server 10d as an example.

[0118] In this case, the communication terminal 4 is equipped with a monitoring application for monitoring specific users (such as children or the elderly in the family).

[0119] In this embodiment, the monitoring application / service is operated and provided by the MVNO operator, and the user setting information of the monitoring service is collected by the user data collection module 19. Furthermore, this user setting information is stored in the user DB17 in association with the user information of the SIM card.

[0120] Here, as user setting information, in addition to the attribute information (age, gender, etc.) of the signatory (parents), it also includes the attribute information (age, gender) of the guardian, i.e., the actual user (child, elderly). Furthermore, the items and values ​​set by the signatory / user in relation to this service are also stored in the user DB17. In this case, in addition to basic settings (ON / OFF of the function itself, notification sounds, etc.), settings related to detecting "smartphone addicts" (setting geofences on a map and sending notifications at set times when entering or leaving the location, etc.) and geofence settings / values ​​can also be cited.

[0121] In this case, the aforementioned teacher data generation module 20 organizes the collected user setting information and setting items (user attribute items and the aforementioned guardianship-related setting items) into teacher data.

[0122] Furthermore, as settings / settings, the home screen settings for Android (registered trademark, OS) may be included. In this case, the teacher data stores items related to the display of the home screen and actual user settings for those items. In this embodiment, the home screen settings can be associated with the monitoring service. When the target is an elderly person, it is preferable to set the aforementioned home screen settings. The teacher data includes the user's attributes and OS settings.

[0123] (Inference Model Generation Module)

[0124] The inference model generation module 21 generates an inference model related to the set data items based on the teacher data 16, and stores it in the data storage unit 14a as the inference model 23.

[0125] Various methods can be considered for generating the inference model, but in this implementation, it is done by utilizing deep learning of neural networks.

[0126] Furthermore, the inference model generation module 21 updates the teacher data to the latest information through learning, as the user settings (items, values) are updated or newly set. For example, it updates accordingly when settings are added or changed to match the device model of application 12 and terminal 4.

[0127] (Set up the data generation module)

[0128] The setting data generation module 22 determines user information from the user DB17 based on the information of the SIM card 3 received from the communication terminal 4 and authenticates the SIM card, and applies the extracted user information to the inference model 23 to generate setting data for the communication terminal 4.

[0129] That is, according to the terminal setting application 13 installed in the aforementioned communication terminal 4, the request for setting data is paired with information stored in the SIM card 3, such as the telephone number associated with the SIM card, relative to the communication terminal setting system 14. Then, the setting data generation module 22 retrieves and authenticates user information from the aforementioned user DB 17 based on the information received from the SIM card 3 from the communication terminal 4. Furthermore, this user information is applied to the inference model to generate and output setting data for the aforementioned communication terminal 4.

[0130] (Example of action)

[0131] The following describes an example of the operation of the communication terminal setting system 14.

[0132] In this embodiment, as described above, a smartphone 4 or a SIM card 3 is provided through a terminal / server 24 of a SIM card sales store.

[0133] That is, the aforementioned sales store may input the information required for setting up a new contract to the salesperson or user through the information input interface of the aforementioned terminal / server 24.

[0134] That is, when signing the contract, the signer is required to provide the following information: the signer's name / address and other signer attribute information; the sales practitioner's (in this example, freebit.com) domain email address, desired ID and password; and the cloud account's desired ID and password and other user attribute information. The user or salesperson enters the above information and presses the OK button, thereby using the SIM card information acquisition module 18 to obtain the above information and register it with the user DB17.

[0135] Next, the aforementioned sales terminal / server 24 assigns a new contracted phone number to the communication terminal 4 (the signer / user), and then provides the SIM card 3 to the signer / user either in the state of being installed on the aforementioned communication terminal 4 or as a separate SIM card.

[0136] Next, refer to Figure 5 The flowchart illustrates the actions taken during the initial setup of communication terminal 4.

[0137] First, the new subscriber / user of communication terminal 4 starts up communication terminal 4. In this embodiment, if communication terminal 4 is started, the aforementioned terminal setting application 13 is also automatically started (step S1). The setting application 13 stores the global IP address of the aforementioned setting system 14 and establishes a connection with the aforementioned communication terminal setting system 14 via the Internet.

[0138] In this case, the configuration data generation module 22 receives a request for configuration data for the communication terminal 4 from the configuration data acquisition module 13a of the configuration application 13 (step S1). This request includes user information such as the phone number of the communication terminal 4 stored in the SIM card 3, and the subscriber / user. Based on this information, the configuration data generation module first performs SIM card / terminal authentication. Specifically, it confirms that several of the received phone numbers and subscriber / user information match the phone numbers stored in the user DB17.

[0139] Next, the setting data generation module 22 retrieves user information (signer / user attributes) from the user DB17, including the signer / user's name, address, age, gender, etc., associated with the authenticated phone number, etc. (step S2). The setting data generation module 22 applies the retrieved user information to the inference model, and as its output, it can obtain setting data consisting of setting items and the setting values ​​of those setting items (step S3).

[0140] The setting data is sent from the setting data generation module 22 to the communication terminal 4 and received by the setting data acquisition module 13a of the communication setting application 13 (step S4).

[0141] Next, the terminal setting module 13b displays the settings based on the received setting data on the communication terminal 4. Furthermore, if the user (subscriber / user) agrees to the above settings, the terminal setting module 13b is configured to set the communication terminal 4 and the application based on the setting data.

[0142] Based on this structure, starting with the SIM card, regardless of the model of the communication terminal, whether it is a smartphone or other IoT device, the communication terminal can be configured according to the user's attributes.

[0143] The settings for communication terminal 4 include not only the settings for the communication terminal itself and the settings for the OS cloud account, but also settings related to various applications.

[0144] For example, in this embodiment, a monitoring application / service that can monitor children and the elderly is cited as an example, but as mentioned above, this setting item is divided into several branches. For example, it includes restrictions on the use of applications based on communication terminal 4, detection of people looking down at their phones, settings for "entering" and "leaving" a set area in geofencing settings, and notifications in the event of inappropriate images being captured.

[0145] When signing up for or using this type of project, the user needs to consider factors such as the age, gender, and residential location of the person under guardianship (the child) and make appropriate adjustments. However, to date, applications typically only provide fixed initial settings.

[0146] In contrast, according to embodiments of the present invention, more appropriate settings can be suggested by performing artificial intelligence-based inference based on user data.

[0147] Furthermore, the present invention is not limited to the above-described embodiment, and various modifications can be made without changing the spirit of the invention.

[0148] For example, in one embodiment described above, the communication terminal 4 is a smartphone, but it is not limited to this. For instance, the communication terminal 4 could be an IoT device such as a home appliance capable of connecting to the internet. In this case, the user of the IoT device does not need to be an actual person. In this case, it is sufficient to designate the IoT device itself, associated with the SIM card subscriber, as the user.

[0149] In addition, in this case, the IoT device can have the following structure: it can request and receive setting data based on the inherent information of the SIM card in the communication terminal setting system of the present invention at a minimum, and it can also set up the IoT device.

[0150] Furthermore, in one of the above embodiments, the setting items and values ​​of the monitoring application / service and the setting items and values ​​of the main screen are listed as examples of the setting data used to set the communication terminal 4, but it is not limited to these.

[0151] In addition, in one embodiment described above, the communication terminal setting system is set for the MVNO operator that issues the SIM card and the MNO operator itself, but it is not limited to this. It can also be set for other operators that issue the SIM card, manufacturers that manufacture the communication terminal, etc., in the form of OEM.

[0152] Furthermore, in one of the above embodiments, SIM card authentication is performed using the phone number and user information stored in the SIM card, but authentication can also be performed using the inherent information of the communication terminal being authenticated, based on the above information.

[0153] Explanation of the label

[0154] 1…MNO operators

[0155] 2…MVNO operators

[0156] 3…SIM card

[0157] 4…Mobile communication terminal

[0158] 5…base stations

[0159] 6…Mobile Network

[0160] 7…Service Gateway

[0161] 8…Data packet data network gateway

[0162] 9…Bandwidth Control Router

[0163] 10a~10d… Service Server

[0164] 10d…monitoring service server

[0165] 11…OS

[0166] 12…Applications

[0167] 13…Terminal Settings Application

[0168] 13a…Setting up the data acquisition module

[0169] 13b…Terminal Setting Module

[0170] 14…Communication Terminal Setting System

[0171] 14a…Data Storage Department

[0172] 14b…Program Storage Department

[0173] 15…Internet

[0174] 16…Teacher Data

[0175] 17…User DB

[0176] 18…SIM card information acquisition module

[0177] 19…User Data Collection Module

[0178] 20…Teacher Data Generation Module

[0179] 21…Inference Model Generation Module

[0180] 22…Setting up the data generation module

[0181] 24…SIM contract store terminal / server

Claims

1. A communication device setting system for setting up a communication device with a SIM card installed, characterized in that the system performs the following steps: (1) Setting data acceptance process: The computer of the communication device setting system accepts a request for setting data for the communication device from the communication device with the SIM card installed; (2) User attribute determination process: The computer determines the user attribute information of the SIM card based on the inherent information of the SIM card contained in the request. (3) Setting data inference process: The computer applies the determined user attribute information to the inference model to determine the setting data of the communication device, wherein, The computer has teacher data for generating the inference model, which is data reconstructed by associating the setting information of the communication devices of users based on multiple SIM cards with setting items and their setting values. The settings of the communication device are defined in association with the model of the communication device and the application software program installed on the communication device; (4) Set the data transmission process, wherein the computer sends the determined setting data to the communication device; (5) Setting content suggestion process, wherein the communication device suggests setting content to the user of the SIM card based on setting data received from the computer; as well as (6) Communication device setting process: if the user of the SIM card approves the suggested settings, the communication device sets up the communication device and the application software program based on the setting data.

2. The communication device setting system according to claim 1, characterized in that, Furthermore, The user attribute determination process is as follows: the computer authenticates the SIM card and determines the user's attributes. The system described above has a user database that stores information on SIM card subscribers / users used for the aforementioned authentication and identification.

3. The communication device setting system according to claim 1, characterized in that, Furthermore, The computer executes an inference model generation process to generate / update the inference model used in the set data inference process, wherein... The inference model is generated / updated by utilizing deep learning of neural networks.

4. The communication device setting system according to claim 1, characterized in that, Furthermore, In order to generate the teacher data, the computer performs a user data collection process that collects data on the settings and values ​​of the communication device based on the SIM card user.

5. The communication device setting system according to claim 4, characterized in that, In the user data collection process, the settings and values ​​of the communication device are collected from a service server on the Internet.

6. The communication device setting system according to claim 4, characterized in that, Furthermore, The computer executes a teacher data generation process that continuously updates teacher data based on the set items and set values ​​collected in the user data collection process.

7. The communication device setting system according to claim 1, characterized in that, The settings data refer to the settings items and values ​​related to the main screen.

8. The communication device setting system according to claim 1, characterized in that, The configuration data refers to the configuration items and values ​​related to the monitoring application / service used to monitor the actions of the user of the communication device.

9. The communication device setting system according to claim 1, characterized in that, Furthermore, it includes a communication device-side setting system installed on the communication device. The communication equipment-side system performs the following procedures: The computer sends a request for setting data to the communication device setting system; and The computer configures the communication device and the application software program based on the configuration data received from the communication device configuration system.

10. The communication device setting system according to claim 1, characterized in that, The communication device is an IoT instrument capable of communicating with mobile entities.

11. A method for setting up a communication device, which is executed by a communication device setting system for setting up a communication device with an installed SIM card, characterized in that, It has the following processes: (1) Setting data acceptance process: The computer of the communication device setting system accepts a request for setting data for the communication device from the communication device with the SIM card installed; (2) User attribute determination process: The computer determines the user attribute information of the SIM card based on the inherent information of the SIM card contained in the request. (3) Setting data inference process: The computer applies the determined user attribute information to the inference model to determine the setting data of the communication device, wherein, The computer has teacher data for generating the inference model, which is data reconstructed by associating the setting information of the communication devices of users based on multiple SIM cards with setting items and their setting values. The settings of the communication device are defined in association with the model of the communication device and the application software program installed on the communication device; (4) Set the data transmission process, wherein the computer sends the determined setting data to the communication device; (5) Setting content suggestion process, wherein the communication device suggests setting content to the user of the SIM card based on setting data received from the computer; as well as (6) Communication device setting process: if the user of the SIM card approves the suggested settings, the communication device sets up the communication device and the application software program based on the setting data.

12. The method according to claim 11, characterized in that, Furthermore, The user attribute determination process is as follows: the computer determines the user's attributes based on a user database used to determine the attribute information of the user of the SIM card.

13. The method according to claim 12, characterized in that, Furthermore, The inference model generation process includes the following steps: the computer generates / updates the inference model used in the set data inference process, wherein... The inference model is generated / updated by utilizing deep learning of neural networks.

14. The method according to claim 11, characterized in that, Furthermore, The system includes a user data collection process in which the computer collects data on the settings and values ​​of the communication device based on the SIM card user in order to generate the teacher data.

15. The method according to claim 14, characterized in that, The user data collection process is as follows: collecting the settings and values ​​of the communication device from a service server on the Internet.

16. The method according to claim 14, characterized in that, Furthermore, The system includes a teacher data generation process in which the computer continuously updates the teacher data based on the set items and set values ​​collected in the user data collection process.

17. The method according to claim 11, characterized in that, The settings data refer to the settings items and values ​​related to the main screen.

18. The method according to claim 11, characterized in that, This method is executed by a communication device-side setting system installed on the communication device. It has the following processes: The computer sends a request for setting data to the communication device setting system; and The computer configures the communication device and the application software program based on the configuration data received from the communication device configuration system.

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