WO2024009505A1 - Dispositif de traitement, procédé de traitement et programme de traitement - Google Patents

Dispositif de traitement, procédé de traitement et programme de traitement Download PDF

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Publication number
WO2024009505A1
WO2024009505A1 PCT/JP2022/027123 JP2022027123W WO2024009505A1 WO 2024009505 A1 WO2024009505 A1 WO 2024009505A1 JP 2022027123 W JP2022027123 W JP 2022027123W WO 2024009505 A1 WO2024009505 A1 WO 2024009505A1
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WIPO (PCT)
Prior art keywords
information
user
work
processor
administrator
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PCT/JP2022/027123
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English (en)
Japanese (ja)
Inventor
土雅 牧浦
Original Assignee
Ｄｅｇａｓ株式会社
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Application filed by Ｄｅｇａｓ株式会社 filed Critical Ｄｅｇａｓ株式会社
Priority to PCT/JP2022/027123 priority Critical patent/WO2024009505A1/fr
Publication of WO2024009505A1 publication Critical patent/WO2024009505A1/fr

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    • A—HUMAN NECESSITIES
    • A01—AGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTING; TRAPPING; FISHING
    • A01G—HORTICULTURE; CULTIVATION OF VEGETABLES, FLOWERS, RICE, FRUIT, VINES, HOPS OR SEAWEED; FORESTRY; WATERING
    • A01G7/00—Botany in general
    • 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
    • G06Q50/02—Agriculture; Fishing; Forestry; Mining

Definitions

  • the present disclosure relates to a processing device, a processing method, and a processing program for predicting industrial performance.
  • Patent Document 1 discloses a device that manages agricultural work through information processing.
  • the present disclosure uses various embodiments to predict performance achieved by management based on information on people engaged in industrial work, monitoring results of the work, etc.
  • a processing device including at least one processor, wherein the at least one processor receives user management information of a user engaged in the work, which is input by a manager who manages work in the primary industry, and the user management information of the user engaged in the work.
  • Monitoring information related to the user's work is acquired from an administrator terminal device held by the administrator, and the acquired user management information and monitoring information are used to predict the user's performance with respect to the work.
  • the performance achieved by the user's work is predicted, and prediction result information indicating the result of the prediction is output to the administrator terminal device.
  • It is a processing device configured as follows.
  • Preferred aspects of the present disclosure include: (2) The processing device according to (1) above, wherein the prediction result information is used to determine credit for the user.
  • Preferred aspects of the present disclosure include: (3) Store user identification information given to the user to uniquely identify the user, and store the user identification information received by the administrator terminal device from a storage medium held by the user; The processing device according to (1) above, wherein the user management information input to the terminal device is acquired in association with the user management information.
  • Preferred aspects of the present disclosure include: (4) The processing device according to (3) above, wherein the administrator terminal acquires the received authentication information, and the user is authenticated based on the acquired authentication information and the user identification information received from the storage medium. It is.
  • Preferred aspects of the present disclosure include: (5) The processing device according to (4) above, wherein the monitoring information of the user authenticated based on the user identification information and the authentication information is acquired by the administrator terminal device.
  • Preferred aspects of the present disclosure include: (6) The processing device according to (3) above, wherein the administrator terminal device and the storage medium communicate with each other by short-range wireless communication.
  • the user management information includes seminar attendance history information indicating the history of seminars the user has attended to improve performance on the work, and seminar attendance history information indicating the user's history of attending seminars to improve performance on the work, and seminar attendance history information in which the user has taken a test to confirm the effect of attending the seminars.
  • the processing device according to (1) above includes at least one of test result information indicating received results.
  • Preferred aspects of the present disclosure include: (8) Agriculture belongs to the primary industry, the work is agricultural work, and the monitoring information includes weather information indicating the weather of the farmland where the agricultural work is performed, vegetation coefficient information indicating the vegetation coefficient of the farmland, As described in (1) above, the farmland includes at least one of farmland image information showing an image of the farmland, work history information showing a history of the farming work performed on the farmland, and track record information showing the results achieved by the farming work. This is a processing device.
  • a processing method executed by the at least one processor the processing method being input by a manager who manages work in the primary industry and by a user engaged in the work. acquiring management information and monitoring information related to the user's work from an administrator terminal device held by the administrator; and transmitting the acquired user management information and monitoring information to the user's A step of predicting the performance achieved by the user's work by inputting it into a trained evaluation model for predicting performance for the work, and outputting prediction result information indicating the result of the prediction to the administrator terminal device.
  • the processing method includes the steps of:
  • a computer including at least one processor the at least one processor is inputted by a manager who manages work in the primary industry, and includes user management information of a user engaged in the work, and user management information of the user engaged in the work.
  • Monitoring information related to the work is acquired from an administrator terminal device held by the administrator, and the acquired user management information and monitoring information are used to predict the performance of the user on the work.
  • This is a processing program that functions to predict the performance achieved by the user's work by inputting it into an evaluation model, and output prediction result information indicating the result of the prediction to the administrator terminal device.
  • performance achieved by management can be predicted based on information on people engaged in industrial work, monitoring results of that work, and the like.
  • FIG. 1 is a diagram showing the configuration of a system 1 according to an embodiment.
  • FIG. 2A is a diagram illustrating the configuration of administrator terminal device 100 shown in FIG. 1.
  • FIG. 2B is a diagram illustrating the configuration of the server device 200 shown in FIG. 1.
  • FIG. 2C is a diagram illustrating the configuration of the database device 300 shown in FIG. 1.
  • FIG. 3A is a first diagram showing information used for processing in the server device 200.
  • FIG. 3B is a second diagram showing information used for processing in the server device 200.
  • FIG. 3C is a third diagram showing information used for processing in the server device 200.
  • FIG. 4A is a first communication sequence diagram showing each component of the system 1 and communication between these components.
  • FIG. 4A is a first communication sequence diagram showing each component of the system 1 and communication between these components.
  • FIG. 4B is a second communication sequence diagram showing each component of the system 1 and communication between these components.
  • FIG. 4C is a diagram illustrating a process of generating a trained model used to generate evaluation information H in the process of S152 shown in FIG. 4B.
  • FIG. 5A is a flowchart showing the process corresponding to FIG. 4A among the processes of the server device 200 shown in FIGS. 1 and 2B.
  • FIG. 5B is a flowchart showing processes corresponding to FIGS. 4B and 4C among the processes of the server device 200 shown in FIGS. 1 and 2B.
  • system 1 that manages work in agriculture, which belongs to the primary industry, as a specific example.
  • the system 1 according to the embodiment can be applied not only to agriculture but also to education, management, support, etc. of work in all industries such as primary industry, secondary industry, and tertiary industry.
  • substantially the same components, processes, and information in the drawings are given the same reference numerals and names.
  • “information” and “data” are not strictly distinguished.
  • “user,” “administrator,” and “operator” may refer not only to one natural person but also to multiple natural persons, corporations, organizations, companies, and the like.
  • the number and type of components and information are shown as examples, and in the implemented device, the number of components, etc. shown in the embodiments may be increased, decreased, or changed as appropriate. .
  • the order of communication between devices is shown as an example, and may be changed as appropriate in the implemented device.
  • components that are not related to the essential description of the invention may be omitted as appropriate.
  • some names of components and information may be omitted as appropriate in the drawings.
  • "information" and "data” are not strictly distinguished.
  • FIG. 1 is a diagram showing the configuration of system 1 according to an embodiment.
  • the system 1 has a configuration in which an administrator terminal device 100 and a server device 200 are connected so as to be able to send and receive information to each other via a communication network 18 that may include the Internet, WAN, LAN, etc. .
  • a user 10 engaged in agriculture holds an NFC card 12 that is lent by, for example, the operator 16 of the system 1 and includes a nonvolatile storage medium (not shown) in which user identification information (user ID) is stored in advance.
  • An administrator 14 who manages agricultural work using the communication network 18 holds an administrator terminal device 100.
  • the administrator terminal device 100 can receive information stored in the NFC card 12 by short-range wireless communication in accordance with the ISO 14443 standard.
  • the NFC card 12 can be used with various recording media such as a barcode, a QR code (registered trademark), a magnetic card, an IC card, a terminal device owned by the user 10, etc., on which information can be written and read with or without contact. can be replaced by
  • the system 1 manages the information of the user 10, educates the user 10 to improve performance such as yield and quality of crops obtained through agricultural work, and confirms the results of the education. Furthermore, the system 1 monitors the agricultural work of the user 10, evaluates the user 10 based on the results of education and monitoring, gives credit to the user 10, and lends materials to the user 10 based on the given credit. We will provide support. The operator 16 of the system 1 recovers the costs and fees required for supporting the user 10 by using a portion of the increase in crops produced by the user 10 or the price thereof.
  • monitoring refers to monitoring, observing, observing, etc., and includes continuously or regularly observing and recording the user 10 and his/her farmland. However, monitoring may be performed unannounced or irregularly in order to eliminate the influence of monitoring measures taken by the user 10, rather than every fixed period. Further, as a result of monitoring, the administrator 14 may follow up on the user 10 if deemed necessary. Note that follow-up means that the administrator 14 visits the user 10 again to further strengthen the education that the user 10 has already done, such as attending a seminar, or to confirm the effectiveness of the training. It is to investigate the progress of etc. Such follow-up includes asking the user 10 to attend a new seminar or re-attending a seminar that has already been attended, or having the user 10 perform a test to confirm the effectiveness of attending the seminar.
  • agricultural land can also be described using other terms such as “farm” and “ranch,” but in the following description, these will be unified under the term “agricultural land.”
  • agricultural land may include various types of land or equipment used for growing agricultural products, such as “grazing land,” “orchard,” “field,” “paddy field,” and “hydroponic cultivation equipment.”
  • the administrator terminal device 100 reads the identification information of the user 10 from the NFC card 12, and also reads out the quality, water content, weight, number of bags to hold the crops, etc. of the crops harvested by the user 10. Get the information shown.
  • the administrator terminal device 100 transmits information indicating these to the server device 200.
  • the server device 200 uses a printer (not shown) to generate a recording medium such as a QR code (registered trademark) on which information indicating these information is recorded.
  • the manager 14 attaches such a recording medium to each bag containing crops. By using this recording medium, the operator 16 and administrator 14 of the system 1 can know where and in what condition the bags containing the crops harvested by the user 10 are located.
  • the manpower and cost of tasks such as registering the user 10, providing credit to the user 10, and tracing harvested crops can be reduced compared to managing agricultural products using ledgers. . Further, by having the user 10 attend a seminar and confirming its effects, the productivity of agricultural work by the user 10 can be improved. Further, by accurately providing credit to the user 10 by the server device 200, the cost required for supporting the user 10 can be easily and reliably recovered.
  • FIG. 2A is a diagram illustrating the configuration of administrator terminal device 100 shown in FIG. 1. As shown in FIG. Note that the administrator terminal device 100 does not need to include all of the components shown in FIG. 2, and some components of the administrator terminal device 100 may be omitted. Further, other components other than those shown in FIG. 2A may be added to the administrator terminal device 100.
  • the administrator terminal device 100 may be a mobile terminal device such as a smartphone, a terminal device such as a tablet computer, or a general-purpose information processing device such as a notebook personal computer (PC) or a desktop PC.
  • PC notebook personal computer
  • the administrator terminal device 100 is maintained by the administrator 14 and reads the user identification information, authentication information, etc. of the user 10 from the NFC card 12 held by the user 10. In addition, the administrator terminal device 100 generates information included in the user management table and the farmland management table (FIGS. 3A and 3B) according to the operation of the administrator 14, and transmits it to the server device 200.
  • the administrator terminal device 100 includes an output interface (output IF) 111, a processor 112, a memory 113, a communication interface (communication IF) 114, and an input interface (input IF) that are interconnected via a bus. ) 116, and an NFC card interface 119.
  • the memory 113 includes RAM, ROM, nonvolatile memory (NVM), HDD (not shown), SSD (not shown), and the like.
  • the output interface 111 connects output devices such as speakers and displays (not shown) to the administrator terminal device 100.
  • these output devices may be placed outside the administrator terminal device 100 and connected via the output interface 111, or may be configured integrally with the administrator terminal device 100 and connected to the output interface 111.
  • the display connected to the output interface 111 functions as a display unit that reads out image information stored in the memory 113 and displays various types of information according to instructions from the processor 112.
  • the display displays information for executing the summary process according to the embodiment.
  • the display is composed of, for example, a liquid crystal display or an organic EL display.
  • the speaker connected to the output interface 111 functions as an audio output unit that outputs an audio signal obtained from audio data received by the administrator terminal device 100.
  • the processor 112 is composed of one or more CPUs (microprocessors) or a combination of one or more CPUs and one or more GPUs specialized for image processing, and its peripheral circuits.
  • the processor 112 functions as a control unit that controls other connected components based on various programs stored in the memory 113. Specifically, the processor 112 reads from the memory 113 and executes an application program including a predetermined instruction instruction for executing the summary process according to the embodiment and a program including a predetermined instruction instruction for OS processing. do.
  • the OS provides various functions for installing, uninstalling, starting, executing, and making application programs resident. Further, the OS provides a function for the processor 112 to execute an application program. These functions provided by the OS include functions required for communication between the administrator terminal device 100 and the server device 200.
  • the processor 112 of the administrator terminal device 100 stores an application program in memory that is maintained by the administrator 14 and includes a predetermined command to read user identification information, authentication information, etc. of the user 10 from the NFC card 12 held by the user 10. 113 and execute it. Further, the processor 112 reads an application program including a predetermined instruction command for generating information included in the user management table and the farmland management table (FIGS. 3A and 3B) from the memory 113 in response to the operation of the administrator 14. Execute. Further, the processor 112 reads from the memory 113 an application program including a predetermined command to transmit information included in the generated user management table and farmland management table to the server device 200, and executes the application program.
  • the RAM is a memory into which data necessary for processing is written and read while the application program and OS program stored in the ROM are being processed by the processor 112.
  • Nonvolatile memory is memory that retains written data without power supply.
  • the processor 112 writes data obtained by executing the program into the nonvolatile memory, and reads written data.
  • the memory 113 of the administrator terminal device 100 is maintained by the administrator 14 and stores an application program including a predetermined command to read user identification information, authentication information, etc. of the user 10 from the NFC card 12 held by the user 10. do.
  • the memory 113 also stores an application program including predetermined instructions for generating information included in the user management table and the farmland management table (FIGS. 3A and 3B) in response to operations by the administrator 14. Further, the memory 113 stores an application program including a predetermined command to transmit information included in the generated user management table and farmland management table to the server device 200.
  • the communication interface 114 connects the communication network 18 and the administrator terminal device 100 via a communication processing circuit 115 and an antenna, and exchanges data with other devices connected to the communication network 18 such as the server device 200. It functions as a communication unit that sends and receives data.
  • the communication processing circuit 115 performs communication processing for communicating information via an antenna between the communication network 18 and the administrator terminal device 100 using a wideband or narrowband wireless communication method.
  • the wideband wireless communication method is, for example, the LTE method
  • the narrowband wireless communication method is, for example, IEEE802.11, Bluetooth (registered trademark), ISO 14443, and the like.
  • the communication processing circuit 115 may perform processing for wired communication instead of or in addition to wireless communication.
  • the input interface 116 is connected to input devices such as a mouse 117 and hard keys 118 through wired or wireless communication, and functions as an input unit that accepts user operations and inputs various information.
  • Examples of the input interface 116 include a serial port, parallel port, USB, and the like.
  • wireless communication for example, Bluetooth (registered trademark)
  • the mouse 117 includes a sensor that detects its own movement, a left button, a right button, and the like.
  • the mouse 117 detects a user's operation to move a mouse pointer displayed on the display.
  • the hard key 118 includes a mechanical switch, accepts a user's operation on the administrator terminal device 100, and outputs it to the processor 112 via the input interface 116.
  • the administrator terminal device 100 and the hard key 118 may be configured integrally or separately. When the administrator terminal device 100 and the hard keys 118 are configured separately, the administrator terminal device 100, the mouse 117, and the hard keys 118 are connected by wireless communication or wired communication.
  • the NFC card interface 119 converts and amplifies the sounds surrounding the administrator terminal device 100, for example, the sounds of the above-mentioned conference, etc., into electrical analog audio signals, and further converts the amplified audio signals into digital audio signals. It is converted into audio information and output to the processor 112.
  • FIG. 2B is a diagram illustrating the configuration of the server device 200 shown in FIG. 1.
  • the server device 200 may be an information processing device such as a PC server or a large computer.
  • the server device 200 updates the user management table, farmland management table, and support content management table (FIGS. 3A to 3C) using the information acquired from the administrator terminal device 100, and stores them in the database device 300. Further, the server device 200 manages information of the user 10, educates the user 10 to improve performance such as yield and quality of crops obtained through agricultural work, and performs processing for confirming the results of the education.
  • the server device 200 monitors the agricultural work of the user 10 based on information acquired from the administrator terminal device 100. Furthermore, the server device 200 evaluates the user 10 based on the results of the above-mentioned education and monitoring, provides credit based on the evaluation results, and provides support to the user 10 according to the given credit.
  • the server device 200 includes an output interface 211, a processor 212, a memory 213, and a communication interface 214, which are interconnected via a bus or the like. .
  • the server device 200 may further include an input interface (not shown) that accepts operations by the operator 16 of the system 1 or the like. These components of the server device 200 are electrically connected via a bus or the like, and mutually transmit and receive data and information.
  • the memory 213 includes RAM, ROM, nonvolatile memory, HDD (not shown), SSD (not shown), and the like.
  • server device 200 does not need to include all of the components shown in FIG. 2B, and some of the components may be omitted. Furthermore, other components than those shown in FIG. 2B may be added to the server device 200. Note that the memory 213 and processor 212 of the server device 200 may be configured integrally in one computer, or may be configured to be distributed across multiple computers.
  • the output interface 211 connects output devices such as speakers and displays (not shown) to the server device 200. Note that these output devices may be placed outside the server device 200 and connected via the output interface 211, or may be configured integrally with the server device 200 and connected to the output interface 211.
  • the processor 212 is composed of one or more CPUs (microprocessors), or a combination of one or more CPUs and one or more GPUs, and its peripheral circuits.
  • the processor 212 functions as a control unit that controls other connected components based on various programs stored in the memory 213. Specifically, the processor 212 reads from the memory 213 a program including an application program, an OS, etc., and executes the program.
  • the processor 212 of the server device 200 inputs the user management information of the user 10 engaged in the work and the monitoring information for monitoring the work of the user 10, which is input by the administrator 14 who manages work in industry, to the administrator 14.
  • An application program including predetermined instructions obtained from the administrator terminal device 100 held by the administrator terminal device 100 is read out from the memory 213 and executed.
  • the processor 212 inputs the acquired user management information and monitoring information into a learned evaluation model for predicting the performance achieved by the user 10's work, thereby predicting the performance achieved by the user 10's work.
  • An application program including predetermined instructions is read from memory 213 and executed.
  • the processor 212 reads from the memory 213 an application program including a predetermined command to output prediction result information indicating the prediction result to the administrator terminal device 100, and executes the application program.
  • the memory 213 functions as a storage unit. Furthermore, a storage medium, a database (not shown), etc., which are removable from the administrator terminal device 100, can be connected to the memory 213.
  • the ROM stores a program including predetermined instructions for processing the OS and the like.
  • the RAM is a memory into which data required for processing is written and read while the application program and the OS program stored in the ROM are being executed by the processor 212.
  • Nonvolatile memory is memory that retains written data without power supply.
  • the processor 212 writes data obtained by executing the program into the nonvolatile memory, and reads written data.
  • the memory 213 of the server device 200 stores user management information of the users 10 engaged in the work and monitoring information for monitoring the work of the users 10 input by the administrator 14 who manages work in industry.
  • An application program including predetermined instructions acquired from the administrator terminal device 100 held by the administrator terminal device 100 is stored.
  • the memory 213 predicts the performance achieved by the user 10's work by inputting the acquired user management information and monitoring information into a trained evaluation model for predicting the performance achieved by the user 10's work.
  • An application program containing predetermined instructions is stored.
  • the memory 213 also stores an application program including a predetermined command to output prediction result information indicating the prediction result to the administrator terminal device 100.
  • the communication interface 214 of the server device 200 has the same functions as the communication interface 114 of the administrator terminal device 100. That is, the communication interface 214 functions as a communication unit that connects the communication network 18 and the server device 200 for communication via a wireless communication line or a wired communication line. Further, the communication interface 214 functions as a communication unit that connects the server device 200 and the database device 300 via a wireless communication line or the like. The communication interface 214 sends and receives information and data to and from other devices connected via the communication network 18, such as the administrator terminal device 100. Further, the communication interface 214 transmits and receives information and data to and from the database device 300.
  • FIG. 2C is a diagram illustrating the configuration of the database device 300 shown in FIG. 1.
  • the database device 300 may be an information processing device such as a PC server or a large computer.
  • the database device 300 stores a user management table, a farmland management table, and a support content management table (FIGS. 3A to 3C), and provides information included in these stored tables to the server device 200. Further, when the database device 300 receives new information included in these tables from the server device 200, the database device 300 updates and stores these tables with the received information.
  • the database device 300 includes an output interface 311, a processor 312, a memory 313, and a communication interface 314 that are interconnected via a bus or the like.
  • the database device 300 may further include an input interface (not shown) that accepts operations by the operator 16 of the system 1 or the like.
  • These components of the database device 300 are electrically connected via a bus or the like, and mutually transmit and receive data and information.
  • the memory 313 includes RAM, ROM, nonvolatile memory, HDD (not shown), SSD (not shown), and the like. Note that the database device 300 does not need to include all of the components shown in FIG. 2C, and some of the components may be omitted. Further, other components than those shown in FIG. 2C may be added to the database device 300.
  • the output interface 311 connects output devices such as speakers and displays (not shown) to the database device 300. Note that these output devices may be placed outside the database device 300 and connected via the output interface 311, or may be configured integrally with the database device 300 and connected to the output interface 311.
  • the processor 312 is composed of one or more CPUs (microprocessors), or a combination of one or more CPUs and one or more GPUs, and its peripheral circuits.
  • the processor 312 functions as a control unit that controls other connected components based on various programs stored in the memory 313. Specifically, the processor 312 reads from the memory 313 a program containing predetermined instructions such as an application program and an OS, and executes the program.
  • the processor 312 of the database device 300 reads from the memory 313 and executes an application program including predetermined instructions for storing the user management table, farmland management table, and support content management table (FIGS. 3A to 3C).
  • Processor 312 reads out from memory 313 an application program containing predetermined instructions to provide information included in these stored tables to server device 200 and executes it. Further, when receiving new information included in these tables from the server device 200, the processor 312 stores an application program in the memory 313 containing a predetermined instruction to update and store these tables with the received information. Read from and execute.
  • the memory 313 functions as a storage unit. Furthermore, a storage medium, a database (not shown), etc., which are removable from the administrator terminal device 100, can be connected to the memory 313. In the memory 313, a ROM stores a program including predetermined instructions for processing the OS and the like.
  • the RAM is a memory into which data required for processing is written and read while the processor 312 is executing the application program and the OS program stored in the ROM.
  • Nonvolatile memory is memory that retains written data without power supply.
  • the processor 112 writes data obtained by executing the program into the nonvolatile memory, and reads written data.
  • the memory 313 of the database device 300 stores an application program including predetermined instructions for storing a user management table, a farmland management table, and a support content management table.
  • the memory 313 stores an application program including a predetermined instruction to provide the server device 200 with the information included in these stored tables.
  • the memory 313 stores an application program including a predetermined instruction to update and store these tables with the received information. .
  • the communication interface 314 of the database device 300 functions as a communication unit that connects the server device 200 and the database device 300 for communication via a wireless communication line or a wired communication line.
  • the communication interface 314 sends and receives information and data to and from the server device 200 connected via a wireless communication line or the like.
  • FIG. 3A is a diagram showing a user management table that stores user management information indicating attributes and the like of the user 10. As shown in FIG. 3A, user management information for any one of the multiple users 10 is stored in each of the multiple rows included in the user management table.
  • the user management information includes user identification information A, administrator identification information B, educational level information C, family structure information D, seminar attendance history information E, test result information F, authentication information G, evaluation information H, provided material information I, and Contains crop information J in association with each other.
  • user identification information A is stored in advance by the operator 16 of the system 1 in the NFC card 12 owned by the user 10.
  • the information other than the evaluation information H is input to the administrator terminal device 100 by the administrator 14 who has read the user identification information from the NFC card 12 using the administrator terminal device 100. , is transmitted to the server device 200.
  • the evaluation information H is generated in the server device 200 using a learned model, as will be described later with reference to FIGS. 4B and 4C.
  • the user management information includes evaluation information H, user 10's name, address, date of birth, age, gender, community to which he or she belongs, attributes of the community to which he or she belongs, contact information such as telephone number, etc. , registered location information, first language used, second language used, whether or not you own a feature phone, whether you own a smartphone, marital status, main source of income, other main sources. It further includes various information such as sources of income.
  • the user identification information A uniquely identifies any one of the multiple users 10. In other words, the user identification information A uniquely identifies each row of the user management table and the information included in each row, and associates these pieces of information.
  • the administrator identification information B uniquely identifies one or more administrators 14 who manage the agricultural work of the user 10.
  • Educational level information C indicates the user's 10's final educational background and the like. However, if the user 10 is a citizen of a developing country, the educational level information C may indicate whether the user 10 is literate or not.
  • the family structure information D indicates details of the family structure of the user 10 identified by the user identification information A.
  • the details of the family structure include, for example, the number of family members, the composition of generations in the family, the number of men, women, and children, and the number of each generation making up the family.
  • the family structure information D may include the total harvest amount (kg) of last season, the unit of measurement, the type of electronic money that can be used, the registration number of electronic money that can be used, and the like.
  • Seminar attendance history information E indicates which of multiple seminars the user 10 has attended, held by the operator 16 of the system 1, etc., in order to improve performance as indicated by the quality and quantity of crops produced through agricultural work. Shows the history of whether or not there is.
  • the test result information indicates a test result, for example, a test score, of the user 10 who took a test to confirm the effect of attending one or more seminars after attending each of the seminars.
  • the authentication information G is, for example, at least one of an image of the user's face and a fingerprint taken by the administrator 14 using the camera 120 of the administrator terminal device 100, and the processor 112 receives the authentication information G from the camera 120. receive. Further, the processor 112 transmits the authentication information G received from the camera 120 to the server device 200 via the communication interface 114.
  • Processor 212 receives authentication information G along with user identification information A from administrator terminal device 100 via communication interface 214 . When processor 212 receives new authentication information G, it transmits this authentication information G along with user identification information A to database device 300 via communication interface 214 .
  • the memory 313 receives the new authentication information G and user identification information A via the communication interface 314, updates the row identified by the user identification information A in the user management table with the new authentication information G, and updates the row identified by the user identification information A with the communication interface 314.
  • the processor 212 may receive authentication information G other than the new authentication information G together with the user identification information A in response to a request for authentication of the user 10 from the administrator terminal device 100.
  • the processor 212 requests, via the communication interface 214, the authentication information G included in the row identified by the user identification information A in the user management table.
  • the processor 212 performs processing to identify the user 10 identified by the user identification information A using the authentication information G provided from the database device 300 via the communication interface 314 in response to this request.
  • Evaluation information H is obtained by inputting information (FIG. 3B) included in education level information C, family composition information D, seminar attendance history information E, test result information F, and monitoring information O into the trained model, The evaluation for the user 10 is shown.
  • the provided materials information I indicates equipment and items used in agricultural work, such as seeds and seedlings, materials, fertilizers, and pesticides, provided as support to the user 10.
  • the crop information J indicates the first crop, second crop, etc. of the user 10 identified by the user identification information A.
  • FIG. 3B is a diagram showing a farmland management table that stores farmland management information indicating farmland cultivated by the user 10 for agriculture, the results of monitoring thereof, and the like. Monitoring is performed to quantitatively check whether the user 10 understands the knowledge acquired by attending the seminar and is able to put it into practice in agricultural work.
  • farmland management information for one or more farmlands being cultivated by the user 10 is stored in each of the plurality of rows of the user management table.
  • Each of the plurality of rows of the farmland management table includes farmland identification information M, user identification information A, position information N, and monitoring information O in association with each other.
  • the monitoring information O includes weather information P, vegetation index information Q, farmland image information R, work history information S, performance information T, and comment information U in association with each other.
  • the administrator 14 actually visits the farmland that the user 10 is cultivating, and reads the user identification information A from the NFC card 12 of the user 10 using the administrator terminal device 100.
  • the administrator 14 further performs monitoring by inputting information into the administrator terminal device 100 and photographing the work of the user 10, farmland, crops, etc. using the administrator terminal device 100.
  • information included in monitoring information O is generated.
  • the farmland image information R is obtained by the administrator 14 taking a picture using the camera 120 of the administrator terminal device 100.
  • Information other than farmland image information R can be obtained, for example, by the administrator 14 inputting the monitoring results into the administrator terminal device 100 in the order of bad evaluation to good evaluation, and numerical values from 1 to 5 as the value of each information. Created.
  • the farmland identification information M uniquely identifies one or more farmlands that are cultivated or owned by any of the plurality of users 10. In other words, the farmland identification information M uniquely identifies each row of the farmland management table and the information included in each row, and associates these pieces of information.
  • the user identification information A uniquely identifies the user 10 who is cultivating the farmland identified by the farmland identification information M or the user 10 who owns this farmland.
  • the location information N is the location or range of the farmland identified by the farmland identification information M, as indicated by the latitude and longitude obtained by the GPS device (not shown) of the administrator terminal device 100, or the range indicated by these. shows.
  • the position information N is indicated by at least one of the position and range indicated by the name of the place where the farmland is located.
  • the position information N may include both the position or range of farmland based on latitude and longitude, and the position or range of farmland indicated by the place name, or may include one of these.
  • the weather information P indicates the weather of the farmland identified by the farmland identification information M.
  • This weather may include whether this farmland belongs to the tropics, subtropics, temperate zone, subarctic zone, or boreal zone, as well as the annual or monthly weather of this farmland, and local weather.
  • local weather is also called microclimate and microclimate, and refers to subtle changes in the environment such as climate and soil between very narrow areas due to the influence of rivers, valleys, forests, basins, plains, etc. Show that.
  • the vegetation index information Q is also called vegetation coefficient information, and is generated by an artificial satellite photographing the farmland identified by the farmland identification information M.
  • the vegetation index information Q indicates, for example, the ratio (vegetation reflectance) of each of the lights in the red, green, and blue regions included in the photographed image reflected by the plants (vegetation) of this farmland.
  • the farmland image information R indicates at least one of images of the user's 10's work, farmland, and crops taken by the administrator 14 using the camera 120 of the administrator terminal device 100. Note that the farmland image information R may include not only images of farmland etc. taken by the administrator 14 using the administrator terminal device 100 but also images of farmland etc. taken by an artificial satellite.
  • the work history information S indicates the history of work performed by the user 10 identified by the user identification information A on the farmland identified by the farmland identification information. Operations include planting crops, fertilizing, and spraying pesticides, and the dates and times of these operations.
  • the track record information T indicates the track record achieved by the user 10's work.
  • the performance information T indicates at least one of the quantity and quality of crops produced by cultivating the farmland identified by the farmland identification information M by the user 10 identified by the user identification information A.
  • the comment information U is arbitrarily input into the administrator terminal device 100 by the administrator 14 who has monitored the farmland, and indicates impressions, etc. (comments) regarding the farmland identified by the farmland identification information M.
  • FIG. 3C is a diagram showing a support content management table used for supporting the user 10 who is cultivating farmland. As shown in FIG. 3C, each of the plurality of rows included in the support content management table indicates support for the user 10 or support for one or more farmlands cultivated by the user 10. The support content management information shown is stored. Each of the plural pieces of support content management information includes farmland identification information M, user identification information A, prediction information W, credit information X, and support content information Y in association with each other.
  • the user identification information A uniquely identifies any one of the multiple users 10.
  • the user identification information A uniquely identifies each row of the support content management table and the information included in each row, and associates these pieces of information.
  • the farmland identification information M uniquely identifies one or more farmlands that the user 10 identified by the user identification information A is cultivating.
  • the prediction information W is based on the information included in the user management table and the farmland management table described above, and is based on the information included in the user management table and the farmland management table described above. Show predictions. More specifically, the server device 200 determines the state of the farmland based on the image of the farmland etc. taken by the administrator 14 and the image of the farmland etc. taken by an artificial satellite. Furthermore, the server device 200 processes the information on the farmland and the information included in the monitoring information O, predicts the harvest amount of crops on the user's 10 farmland, etc., and generates prediction information W.
  • the credit information X indicates how much credit can be given to the user 10 identified by the user identification information A based on the prediction information W.
  • the support content information Y indicates the content of support that can be provided to the user 10 identified by the user identification information A based on the credit information X.
  • FIG. 4A is a communication sequence diagram showing each component of the system 1 and communication between these components when a user 10 is newly registered in the server device 200.
  • the processor 112 of the administrator terminal device 100, the memory 213 of the server device 200, and the communication interface 314 of the database device 300 are simply referred to as the processor 112, the memory 213, and the like. It is abbreviated as a communication interface 314 or the like.
  • the administrator 14 performs an operation on the administrator terminal device 100 to pre-store the user identification information A in the nonvolatile storage medium included in the NFC card 12.
  • Processor 112 accepts operations of administrator 14 via an input interface. Further, the processor 112 causes the user identification information A to be stored in advance in a nonvolatile storage medium included in the NFC card 12 via the NFC card interface 119.
  • the NFC card 12 is handed over from the administrator 14 to the user 10 after storing this information.
  • the user 10 may or may not own the NFC card 12. Further, the user 10 himself may or may not own the administrator terminal device 100.
  • the administrator 14 operates the administrator terminal device 100, the user 10 does not need to have the skills to operate the administrator terminal device 100. Therefore, the financial burden on the user 10 is reduced, and the effort of the user 10 to operate and the effort of the user 10 to memorize the operations of the administrator terminal device 100 are greatly reduced.
  • the processor 112 reads information from the storage medium of the NFC card 12 via the NFC card interface 119 using NFC.
  • the processor 112 obtains user identification information A from the read information.
  • the processor 112 accepts an input operation for user management information (FIG. 3A) by the administrator 14 via the input interface.
  • Processor 112 accepts educational level information C and family structure information D of user 10 indicated by the accepted input operation, and stores them in memory 113 .
  • Processor 112 automatically generates administrator identification information B and stores it in memory 113. Note that at the time S104 is executed, information other than user identification information A, administrator identification information B, educational level information C, and family composition information D does not exist among the user management information of the user 10.
  • the processor 112 associates the user identification information A read from the NFC card 12 in the process of S102 with the administrator identification information B, educational level information C, and family structure information D, and stores them in the memory 113.
  • the administrator 14 uses the camera 120 to take a photograph of a part of the user 10 that can be used for biometric authentication, such as the user's 10 face and fingerprint.
  • the processor 112 acquires at least one image data of a part of the user 10 that can be used for biometric authentication from the camera 120.
  • the processor 112 stores the acquired image data in the memory 113 as new authentication information G in further association with the user identification information A read from the NFC card 12 in the process of S102.
  • the processor 112 reads administrator identification information B, educational level information C, family structure information D, and new authentication information G associated with the user identification information A read from the NFC card 12 from the memory 113. Furthermore, the processor 112 transmits the user identification information A, administrator identification information B, educational level information C, family composition information D, and new authentication information G read from the memory 113 to the server device 200 via the communication interface 114. do. Note that after the transmission of this information to the database device 300 is completed, the processor 112 may leave this information stored in the memory 113 or may delete it.
  • the processor 212 receives administrator identification information B, education level information C, family composition information D, and new authentication information associated with user identification information A from the administrator terminal device 100 via the communication interface 214.
  • Receive G Processor 212 stores the received information in memory 213.
  • the processor 212 reads administrator identification information B, educational level information C, family structure information D, and new authentication information G associated with the user identification information A received in the process of S110 from the memory 213. Processor 212 transmits this information read from memory 213 to database device 300 via communication interface 214 . Note that after the transmission of this information to the database device 300 is completed, the processor 212 may leave this information stored in the memory 213 or may delete it.
  • the processor 312 receives administrator identification information B, educational level information C, family structure information D, and new authentication information G associated with the user identification information A from the server device 200 via the communication interface 314. do.
  • Processor 312 updates the user management table (FIG. 3A) with the received information and stores it in memory 313.
  • the memory 313 transmits and provides the information included in the user management table to the server device 200 via the communication interface 314 in response to a request from the server device 200.
  • Processor 212 receives information provided via communication interface 214 and uses it for execution of processing in server device 200 .
  • the processor 112 reads the user management information from the NFC card 12 via the NFC card interface 119.
  • the read user management information includes one or more of seminar attendance history information E, test result information F, provided material information I, and crop information J written by the administrator 14 into the NFC card 12 using the administrator terminal device 100. It may happen.
  • the processor 112 transmits one or more pieces of information included in the read user management information together with the user identification information A to the server device 200 via the communication interface 114.
  • Processor 212 receives such information from administrator terminal 100 via communication interface 214 .
  • Processor 212 transmits the received information to database device 300 via communication interface 214.
  • the database device 300 updates the user management table using the received information and stores it in the memory 313.
  • the processor 112 accepts this operation via the input interface 116.
  • the processor 112 transmits the new location information N indicated by this operation, together with the user identification information A, to the server device 200 via the communication interface 114.
  • Processor 212 receives location information N along with user identification information A via communication interface 214.
  • the processor 212 receives the farmland management table from the database device 300 via the communication interface 214.
  • the processor 212 generates new farmland identification information M when the provided farmland management table does not include the position information N.
  • the processor 212 associates the generated farmland identification information M with the user identification information A and the location information N, transmits it to the database device 300 via the communication interface 214, and causes a new row to be added to the farmland management table.
  • the processor 312 updates the newly added row to the farmland management table with the user identification information A, farmland identification information M, and location information N received via the communication interface 214, and stores them in the memory 313.
  • FIG. 4B is a communication sequence diagram showing each component of the system 1 and communication performed between these components when supporting the user 10.
  • the processor 112 reads information stored in the storage medium of the NFC card 12 via the NFC card interface 119.
  • the processor 112 obtains user identification information A from the information read from the NFC card 12.
  • the processor 112 transmits the user identification information A obtained in the process of S122 and at least one image information of the user's face and fingerprint captured by the camera 120 to the server device 200 via the communication interface 114, Request authentication of user 10.
  • the processor 212 receives the user identification information A, image information, and authentication request from the administrator terminal device 100 via the communication interface 214.
  • the processor 212 uses the received information and the authentication information G provided from the database device 300 to perform processing for authenticating the user 10.
  • the processor 212 transmits authentication result information indicating that the user 10 has been authenticated to the administrator terminal device 100 via the communication interface 214.
  • the administrator 14 uses the administrator terminal device 100 to generate monitoring information O from among the farmland management information.
  • This monitoring information O includes one or more of weather information P, vegetation index information Q, farmland image information R, work history information S, performance information T, and comment information U.
  • Processor 112 accepts this operation via input interface 116 and, depending on the accepted operation, generates and stores one or more of the information contained in monitoring information O in memory 113 .
  • the processor 112 reads from the memory 113 the information included in the monitoring information O of the farmland management information stored in the process of S130.
  • the processor 112 transmits the read information and the user management information added or updated in the processing of S118 and S119 (FIG. 4A) to the server device 200 via the communication interface 114. Note that after this transmission, the processor 112 may leave the transmitted information stored in the memory 113 or may delete it.
  • the processor 212 receives one or more pieces of information included in the monitoring information O of the farmland management information from the administrator terminal device 100 via the communication interface 214, and stores it in the memory 213. Further, the processor 212 reads out one or more pieces of information included in the monitoring information O from the memory 213 and transmits it to the database device 300 via the communication interface 214 .
  • the memory 313 receives this information via the communication interface 314, updates the farmland management table (FIG. 3B) with the received information, and stores it in the memory 313.
  • the processor 212 stores at least one or more pieces of user management information included in the user management table (FIG. 3A) and one or more pieces of farmland management information included in the farmland management table (FIG. 3B), in the learned state. input to the model.
  • the information included in the user management table and input to the trained model is, for example, educational level information C, family structure information D, seminar attendance history information E, test result information F, and provided material information I.
  • the information input to the learned model is, for example, vegetation index information Q, farmland image information R, and work history information S. By inputting this information, evaluation information H (FIG. 3A) is generated.
  • Processor 212 transmits the generated evaluation information to database device 300 via communication interface 214 .
  • the memory 313 receives the evaluation information H via the communication interface 314, updates the user management table with the received evaluation information H, and stores the updated user management table in the memory 313. Note that the process of generating the learned model will be described later with reference to FIG. 4C.
  • the processor 212 reads one or more pieces of information included in the monitoring information O of the farmland management information stored in the process of S134 from the memory 213, and transmits the information to the database device 300 via the communication interface 214. Note that after this transmission, the processor 212 may leave the transmitted information stored in the memory 213 or may delete it.
  • the memory 313 receives one or more pieces of information included in the monitoring information O of farmland management information from the server device 200 via the communication interface 314. Furthermore, the memory 313 updates the farmland management table (FIG. 3B) with one or more pieces of information included in the received monitoring information O, and stores it in the memory 313. Note that the processes of S118, S119 (FIG. 4A) and S120 to S140 described above are repeated until the processor 212 collects enough farmland management information to create the prediction information W and the support content information Y (FIG. 3C). .
  • the processor 212 requests the database device 300 via the communication interface 214 to provide user management information and monitoring information necessary to generate the prediction information W included in the support content management information (FIG. 3C). .
  • Processor 312 receives this request from server device 200 via communication interface 314.
  • Processor 312 reads the requested user management information and monitoring information from the user management table and farmland management table (FIGS. 3A and 3B) stored in memory 313.
  • the processor 312 provides the user management information and monitoring information read from the memory 313 to the server device 200 via the communication interface 314.
  • Processor 212 obtains user management information and monitoring information via communication interface 214 .
  • the processor 212 determines the possibility of recovering the costs and fees required for the support provided by the operator 16 of the system 1 from the user 10, based on the user management information and monitoring information acquired in the process of S142. Predict. As a result of this prediction, prediction information W is generated. Note that, like the evaluation information H, the prediction information W may also be generated using a learned model.
  • the operator 16 of the system 1 provides credit to the user 10 based on the prediction information W. For example, more generous support may be provided to the user 10 who has received high trust, the proportion of crops that the operator 16 of the system 1 receives in return for support may be lowered, or the operator 16 may receive crops later in the order. Sometimes it happens. On the other hand, generous support may not be provided to users 10 who have received only low trust, or the proportion of crops that the operator 16 of system 1 receives may be increased in return for support, or the order in which the operator 16 receives crops may be changed. Sometimes it's done early. By providing credit to the user 10 in this manner, it is possible to give the user 10 an incentive to attend and understand the seminar, and to put into practice what he or she has learned at the seminar. On the other hand, the operator 16 of the system 1 can also increase the probability of recovering costs and the like required for supporting the user 10.
  • the processor 212 transmits the prediction information W generated in the process of S144 to the database device 300 via the communication interface 214.
  • the processor 312 receives prediction information W from the server device 200 via the communication interface 314, updates the support content management table (FIG. 3C) with the received prediction information W, and stores it in the memory 313 (not shown).
  • the processor 212 In S146, the processor 212 generates credit information X and support content information Y based on the prediction information W generated in the process of S144.
  • the processor 212 transmits the credit information X and the support content information Y to the database device 300 via the communication interface 214.
  • the processor 312 receives credit information X and support content information Y from the server device 200 via the communication interface 314, updates the support content management table (FIG. 3C) with the received credit information 313 (not shown).
  • the processor 212 transmits the credit information X and support content information Y generated in the process of S146 to the administrator terminal device 100 via the communication interface 214.
  • the processor 212 receives the support content information Y from the server device 200 via the communication interface 214, outputs it via the output interface 111, etc., and displays it to the administrator 14.
  • the administrator 14 who has seen the support content information Y provides equipment and the like to the user 10 in order to provide support according to the support content information Y.
  • FIG. 4C is a diagram showing a process of generating a learned model used to generate evaluation information H in the process of S136 shown in FIG. 4B.
  • the processor 212 requests the database device 300 to provide information to be used as learning information in machine learning via the communication interface 214.
  • learning information in machine learning includes educational level information C, family composition information D, and seminar attendance history information among the user management information included in rows other than the latest row of the user management table shown in FIG. 3A.
  • E includes test result information F and provided material information I.
  • the learning information includes vegetation index information Q, farmland image information R, and work history information S among farmland management information included in rows other than the latest row of the farmland management table shown in FIG. 3B.
  • the processor 212 acquires evaluation information H (FIG. 3A) as evaluation information in machine learning.
  • the processor 212 labels the learning information acquired as learning information in the process of S162, based on the evaluation information acquired in the process of S164.
  • Processor 212 generates label information as a result of this labeling.
  • the processor 212 performs machine learning using the learning information obtained in the process of S162 and labeled with the evaluation information in the process of S164.
  • the processor 212 performs this machine learning using, for example, a neural network including multiple stages of neurons. More specifically, the processor 212 first uses the educational level information C, family composition information D, seminar attendance history information E, test result information F, provided material information I, vegetation index information Q, and farmland image acquired in S160 processing. Information R and work history information S are input to the neural network. Furthermore, the processor 212 adjusts the parameters of each neuron so that the output of the neural network becomes the same as the evaluation information H acquired in the process of S164. Machine learning is realized through these processes.
  • the processor 212 acquires the neural network used for machine learning in the process of S166 and the parameters of each neuron as a learned model.
  • the processor 212 uses the acquired learned model to analyze and optimize the evaluation information H in the process of S136, as described above. Note that although the case where the trained model is generated by the processor 212 has been described here, the processing related to the generation may be performed by a processor of another server device or another terminal device. Further, the trained model generated as described above may be used by a processor of another server device or another terminal device.
  • FIG. 5A is a flowchart showing the process for registering the user 10 in the server device 200 corresponding to the communication sequence shown in FIG. 4A among the processes of the server device 200 shown in FIGS. 1 and 2B.
  • the processor 212 determines whether user management information has been received from the administrator terminal device 100 via the communication interface 214.
  • the user management information received from the administrator terminal device 100 includes user identification information A, administrator identification information B, educational level information C, and family structure information D (FIG. 3A). If the processor 212 receives the user identification information A etc.
  • the processor 212 proceeds to the process of S202, and if the processor 212 does not receive it (N), the process proceeds to the process of S200. stay (FIG. 4A; corresponding to S108).
  • the processor 212 receives user management information via the communication interface 214 (FIG. 4A; corresponding to S110).
  • the processor 212 transmits the user management information received in S202 to the database device 300 via the communication interface 214 (FIG. 4A; corresponding to S112).
  • the processor 212 requests the database device 300 to provide arbitrary information, for example, user management information (FIG. 3A) at an arbitrary timing, via the communication interface 214.
  • the processor 212 receives the requested information from the database device 300 via the communication interface 214 and processes it (FIG. 4A; corresponding to S116).
  • the processor 212 updates and stores the user management table and farmland management table stored in the memory 313 based on the information received from the administrator terminal device 100 via the communication interface 214 (FIG. 4A; S118, Compatible with S119).
  • FIG. 5B shows the processing from the acquisition of monitoring information O of farmland management information to support for the user 10 corresponding to the communication sequences shown in FIGS. 4B and 4C among the processes of the server device 200 shown in FIGS. 1 and 2B.
  • 3 is a flowchart showing processing.
  • the processor 212 determines whether the user identification information A and image information of the user 10 have been received from the administrator terminal device 100 via the communication interface 214. When the processor 212 receives these pieces of information (Y), it proceeds to the process of S222, and when it does not receive the information (N), it stays at the process of S220 (FIG. 4B; corresponding to S124).
  • the processor 212 performs a process of authenticating the user 10 using the user identification information A and image information of the user 10 received in the process of S220.
  • the processor 212 requests the database device 300 via the communication interface 214 to provide information necessary for this authentication process. Further, the processor 212 receives information returned from the database device 300 in response to this request via the communication interface 214 (FIG. 4B; corresponding to S126).
  • the processor 212 determines whether the user 10 has been authenticated in the process of S222. When the processor 212 authenticates the user 10 (Y), the process proceeds to S226, and when the user 10 is not authenticated (N), the process ends (FIG. 4B; corresponding to S126).
  • the processor 212 determines whether farmland management information (FIG. 3B) has been received via the communication interface 214. When the processor 212 receives the farmland management information (Y), it proceeds to the process of S228, and when the processor 212 does not receive the farmland management information (N), it stays at the process of S226 (FIG. 4B; corresponding to S132).
  • the processor 212 receives farmland management information from the administrator terminal device 100 via the communication interface 214 (FIG. 4B; corresponding to S134).
  • the processor 212 transmits the farmland management information received in the process of S228 to the database device 300 via the communication interface 214 (FIG. 4B; corresponding to S134).
  • the processor 212 requests the database device 300 to provide arbitrary information, such as user management information and farmland management information, at an arbitrary timing via the communication interface 214.
  • the processor 212 receives the requested information from the database device 300 via the communication interface 214 and processes it (FIG. 4B; corresponding to S136).
  • the processor 212 adds education level information C, family composition information D, seminar attendance history information E, test result information F, provided material information I, vegetation index information Q, farmland image information R, and work history to the learned model. Enter information S.
  • the processor 212 generates evaluation information H as a result of inputting this information into the learned model (FIG. 4B; corresponding to S136).
  • the processor 212 outputs farmland management information to the database device 300 via the communication interface 214 (FIG. 4B; corresponding to S136).
  • the processor 212 requests the database device 300 to provide arbitrary information, such as user management information and farmland management information, at an arbitrary timing.
  • the processor 212 receives the requested information from the database device 300 via the communication interface 214 and processes it (FIG. 4B; corresponding to S142).
  • the processor 212 processes the information provided from the database device 300 to generate prediction information W and credit information X.
  • the processor 212 transmits the generated prediction information W and credit information X to the database device 300 via the communication interface 214 (FIG. 4B; corresponding to S144).
  • the processor 212 In S242, the processor 212 generates support content information Y based on the user management information, farmland management information, prediction information W, and credit information X included in the user management table, farmland management table, and support content management table. Further, the processor 212 transmits the generated support content information Y to the database device 300 via the communication interface 214 (FIG. 4B; corresponding to S148).
  • the processor 212 transmits the support content information Y generated in the process of S242 to the administrator terminal device 100 via the communication interface 214 (FIG. 4B; corresponding to S148).
  • the system 1 described above can be applied to the production of items that can be performed manually in the secondary industry.
  • image information of the produced product is stored in the crop information J in the user management table instead of images of crops
  • the information included in the monitoring information O of the farmland management table is information on production.
  • the system 1 can be applied to light work such as cleaning in the tertiary industry.
  • image information of the inside of the building before and after cleaning is stored in the user management table in the crop information J
  • information included in the monitoring information O of the farmland management table is stored in the crop information J. is replaced by information regarding cleaning work.
  • the processing in the system 1 described above can be realized not only by the devices explicitly described in the embodiments, but also by software, hardware, or a combination thereof. Specifically, the processes and procedures described in the embodiments are realized by implementing logic corresponding to the processes in a medium such as an integrated circuit, volatile memory, nonvolatile memory, magnetic disk, or optical storage. sell. Further, the processes and procedures described in the embodiments can be implemented as a computer program, and can be executed by a combination of a terminal device and a server device.
  • processes and procedures described as being performed by a single device, software, and/or component may be performed by multiple devices, software, and/or components.
  • various types of information described as being stored in a single memory and storage device may be stored in multiple memories included in a single device or multiple memories distributed and arranged in multiple devices. can be distributed and stored.
  • the software and hardware described in the embodiments can be implemented by integrating them into fewer components or by decomposing them into more components.

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Abstract

Le problème décrit par la présente invention est de prédire des performances qui pourraient être améliorées par une bonne gestion sur la base, par exemple, d'informations concernant une personne effectuant un travail industriel, et la surveillance des résultats de ce travail. La solution, selon un aspect de la présente divulgation, concerne un dispositif de traitement qui comprend au moins un processeur, le dispositif de traitement étant conçu de telle sorte que le ou les processeurs exécutent un processus consistant à acquérir, à partir d'un dispositif terminal de responsable appartenant à un responsable qui supervise le travail dans une industrie primaire, des informations de gestion d'utilisateur concernant un utilisateur qui effectue le travail et des informations de surveillance concernant le travail de l'utilisateur, les informations associées de prédiction des performances pour le travail par l'utilisateur étant entrées par le responsable, par entrée des informations de gestion d'utilisateur et des informations de surveillance acquises dans un modèle d'évaluation entraîné pour prédire des performances pour le travail par l'utilisateur, et à délivrer des informations de résultat de prédiction indiquant le résultat de prédiction au dispositif terminal du responsable.
PCT/JP2022/027123 2022-07-08 2022-07-08 Dispositif de traitement, procédé de traitement et programme de traitement WO2024009505A1 (fr)

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JP2020166816A (ja) * 2019-11-11 2020-10-08 Ｋｉｙｏラーニング株式会社 情報処理装置
JP2022082636A (ja) * 2020-01-30 2022-06-02 サグリ株式会社 情報処理装置

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JP2020166816A (ja) * 2019-11-11 2020-10-08 Ｋｉｙｏラーニング株式会社 情報処理装置
JP2022082636A (ja) * 2020-01-30 2022-06-02 サグリ株式会社 情報処理装置

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