WO2024090722A1

WO2024090722A1 - System and method for supporting environmental impact assessment

Info

Publication number: WO2024090722A1
Application number: PCT/KR2023/010252
Authority: WO
Inventors: 안준영; 이병권; 전형진; 김경민; 이민파
Original assignee: 한국환경연구원; 주식회사 망고시스템
Priority date: 2022-10-28
Filing date: 2023-07-18
Publication date: 2024-05-02
Also published as: KR20240060139A

Abstract

The present invention relates to a system and method for supporting environmental impact assessment by designing and validating, on the basis of workflow, an algorithm that automatically supports decision-making in various types of environmental impact assessment. The present invention can support environmental impact assessment that is objectified and can be used by multiple users simultaneously and quickly.

Description

Environmental impact assessment support system and method

The present invention relates to an environmental impact assessment support system including a client module and a server and a method for supporting environmental impact assessment. More specifically, the present invention relates to an algorithm that automatically supports decision-making in various types of environmental impact assessment through a workflow. It is about a system and method that supports environmental impact assessment by designing and verifying based on it.

For the past 50 years, environmental impact assessment (EIA) has been applied to proactively identify environmental impacts and review, analyze, and evaluate proposed measures to minimize environmental destruction and maximize potential for sustainable development. To date, research on environmental impact assessment tools for such preliminary predictions and evaluations has been continuously conducted and has been conducted in many fields. Accordingly, the need for a system that standardizes the evaluation process for various types of environmental impacts, such as environmental impact assessment in 6 fields and 21 media, and allows evaluation to be conducted uniformly and automatically using artificial intelligence or computing systems, is increasing. there is.

In addition, because the existing environmental impact assessment review process relies on manual work, there is a problem in that it is difficult to quickly reflect the elements of a new environmental impact assessment or when updating elements of an existing environmental impact assessment, as well as the reviewer, There was also the problem that it was difficult to share with various people, including implementers and general citizens. Due to these problems, it is difficult to make objective and quick decisions in environmental impact assessments.

(Patent Document 1) Korean Patent Publication No. 10-2046622

The purpose of the present invention to solve the above problems is to provide a system and method for designing and verifying an algorithm based on workflow to support decision-making in environmental impact assessment for 21 media in 6 fields.

The technical problem to be achieved by the present invention is not limited to the technical problem mentioned above, and other technical problems not mentioned can be clearly understood by those skilled in the art from the description below. There will be.

In one embodiment of the present invention to achieve the above object, it is an environmental impact assessment support system including a client module and a server, wherein the client module: receives user input and schematizes the process of environmental impact assessment. a user interface unit for creating an algorithm, the algorithm comprising one or more workflows; and an algorithm verification request unit that generates and transmits a verification request for the operation of one or more workflows of the generated algorithm, wherein the server: receives a request for verification of the operation of one or more workflows of the generated algorithm from the client module. a transceiver unit that receives and transmits a result of the verification request to the client module; and an algorithm processing unit that parses one or more workflows of the algorithm requested for verification, executes and verifies operations, and generates verification results.

In one embodiment of the present invention, the server further includes a user management unit, and the user management unit can manage the user's permissions and one or more workflows of the verification requested algorithm. In one embodiment of the present invention, the server further includes a storage unit, and the storage unit can store one or more workflows of the generated algorithm in a node-link graph structure.

In one embodiment of the present invention, the user interface unit for generating the algorithm may define a node-link structure, node type, and decision node expression to create one or more workflows of the environmental impact assessment decision support algorithm. .

In one embodiment of the present invention, when creating the one or more workflows in the algorithm creation user interface unit, information including a data table and a judgment formula for determining the environmental impact assessment may be input from the user. there is.

In one embodiment of the present invention, the nodes of one or more workflows of the algorithm include at least one operation of start, notification, single data selection, data selection, repeat, decision, file, subroutine, memo, end, and error end. Can include nodes for .

In one embodiment of the present invention, the algorithm processing unit searches sequentially from the starting node based on breadth-first search (BFS), nodes for repetition according to the type of node, evaluation of the judgment expression, and processing results. It may include a function to create a .

In one embodiment of the present invention, the parsing may be performed using a Common Query Language (CQL) filter and an Open Geospatial Consortium (OGC) filter for one or more workflows of the algorithm for which verification is requested.

In one embodiment of the present invention, the evaluation of the decision expression of the node for the decision is performed by converting the Common Query Language (CQL) filter to the Open Geospatial Consortium (OGC) filter encoding standard, and the result of the evaluation of the decision expression is It can be true or false.

In one embodiment of the present invention, the single data selection and the node for data selection are composed of table-structured data to be used for the node for the decision, and the table-structured data is character type, numeric type, and true/false type. , spatial data type, file, image, and WPS (Web Processing Service) analysis process.

In one embodiment of the present invention, the algorithm processing unit may be capable of step-by-step verification and batch verification, and the algorithm creation user interface unit may be capable of visual verification that can interact with the user through step-by-step verification of the algorithm processing unit.

In one embodiment of the present invention, the algorithm verification request unit may convert the algorithm into a JSON (JavaScript Object Notation) object format and request verification through a REST (Representational State Transfer) API (Application Programming Interface).

As an environmental impact assessment support method according to another embodiment of the present invention to achieve the above technical problem, an algorithm that schematizes the process of environmental impact assessment by receiving user input through a client module - the algorithm includes one or more workflows Includes - creating a; Generating and transmitting, by the client module, a request for verification of the operation of one or more workflows of the generated algorithm, and transmitting, by the server, a request for verification of the operation of the one or more workflows of the generated algorithm from the client module. receiving and transmitting a result of the verification request to the client module; and generating a verification result by parsing, by the server, one or more workflows of the algorithm requested for verification, executing and verifying an operation.

In one embodiment of the present invention, the step of managing the user's permissions and the workflow may be further included.

In one embodiment of the present invention, in the step of generating the algorithm, one or more workflows of the environmental impact assessment decision support algorithm can be created by defining the node-link structure, node type, and decision node expression. .

In one embodiment of the present invention, in the step of generating the algorithm, input of information including a data table and a judgment formula for determining environmental impact assessment may be received from the user when creating the algorithm.

In one embodiment of the present invention, in the step of generating the verification result, based on breadth-first search (BFS), sequential search is performed starting from the node for starting, and the node for repetition according to the type of node is determined. It may include functions for evaluating expressions and generating processing results.

In one embodiment of the present invention, in the step of generating the verification result, step-by-step verification and batch verification are possible, and in the step of generating the algorithm, visual verification that can interact with the user is possible through the step-by-step verification. You can.

In one embodiment of the present invention, in the step of generating and transmitting a verification request for the operation of one or more workflows of the generated algorithm, the generated algorithm is converted to JSON (JavaScript Object Notation) object format, and REST Verification can be requested through (Representational State Transfer) API (Application Programming Interface).

According to an embodiment of the present invention, by providing a system and method for designing and verifying an algorithm for supporting decision-making in environmental impact assessment based on workflow to support environmental impact assessment for each of 21 media in 6 fields, various When deciding on a new type of environmental impact assessment or updating an existing environmental impact assessment, we review it and implement a rapid and flexible development and verification process of an algorithm that automatically supports decision-making, and use this to make it more objective and faster for many people at the same time. It can support environmental impact assessments that can be used effectively. In addition, based on ICT, it is easy for reviewers, implementers, and general citizens to participate, enabling objective and quick decision-making.

The effects of the present invention are not limited to the effects described above, and should be understood to include all effects that can be inferred from the configuration of the invention described in the detailed description or claims of the present invention.

Figure 1 is a block diagram showing the schematic configuration of an environmental impact assessment support system according to an embodiment of the present invention.

Figure 2 is a flowchart showing the schematic configuration of an environmental impact assessment support method according to another embodiment of the present invention.

Figure 3 is a configuration diagram of a server constituting an environmental impact assessment support system according to an embodiment of the present invention.

Figure 4 is a block diagram showing an example of a workflow node link of an algorithm that supports decision-making of environmental impact assessment in an environmental impact assessment support system according to an embodiment of the present invention.

Figure 5 is a configuration diagram showing a workflow node type for generating an algorithm to support decision-making of environmental impact assessment in an environmental impact assessment support system according to an embodiment of the present invention.

Figure 6 is a configuration diagram showing the types of data node table items for generating an algorithm that supports decision-making of environmental impact assessment in an environmental impact assessment support system according to an embodiment of the present invention.

Figure 7 is a configuration diagram showing a decision node calculation equation for generating an algorithm that supports decision-making of environmental impact assessment in an environmental impact assessment support system according to an embodiment of the present invention.

The most preferred embodiment according to the present invention is an environmental impact assessment support system including a client module and a server, wherein the client module: An algorithm that receives user input and schematizes the process of environmental impact assessment - the algorithm is one Includes the above workflow - a user interface unit for creating an algorithm for generating; and an algorithm verification request unit that generates and transmits a verification request for the operation of one or more workflows of the generated algorithm, wherein the server: receives a request for verification of the operation of one or more workflows of the generated algorithm from the client module. a transceiver unit that receives and transmits a result of the verification request to the client module; and an algorithm processing unit that parses one or more workflows of the algorithm requested for verification, executes and verifies operations, and generates verification results.

Hereinafter, the present invention will be described with reference to the attached drawings. However, the present invention may be implemented in various different forms and, therefore, is not limited to the embodiments described herein. In order to clearly explain the present invention in the drawings, parts unrelated to the description are omitted, and similar parts are given similar reference numerals throughout the specification.

Throughout the specification, when a part is said to be "connected (connected, contacted, combined)" with another part, this means not only "directly connected" but also "indirectly connected" with another member in between. "Includes cases where it is. Additionally, when a part is said to “include” a certain component, this does not mean that other components are excluded, but that other components can be added, unless specifically stated to the contrary.

The terms used in this specification are merely used to describe specific embodiments and are not intended to limit the invention. Singular expressions include plural expressions unless the context clearly dictates otherwise. In this specification, terms such as “comprise” or “have” are intended to designate the presence of features, numbers, steps, operations, components, parts, or combinations thereof described in the specification, but are not intended to indicate the presence of one or more other features. It should be understood that this does not exclude in advance the possibility of the existence or addition of elements, numbers, steps, operations, components, parts, or combinations thereof.

Hereinafter, embodiments of the present invention will be described with reference to the drawings.

Referring to FIG. 1, the environmental impact assessment support system 100 is a system capable of generating and verifying a decision support algorithm for environmental impact assessment, and includes a user interface unit 141 for algorithm creation and an algorithm verification request unit 142. It may include a client module 140 including a transceiver unit 181, an algorithm processing unit 182, a user management unit 183, and a server 180 including a storage unit 184.

The user interface unit 141 for creating an algorithm provides the user with an interface for creating an algorithm, receives information including a data table and a judgment formula for determining the environmental impact assessment from the user, and processes the environmental impact assessment. An algorithm schematizing - the algorithm includes one or more workflows - can be created. Additionally, the nodes of one or more workflows of the algorithm may include nodes for at least one operation of start, notification, single data selection, data selection, repeat, decision, file, subroutine, memo, exit, and error exit. there is.

The algorithm verification request unit 142 converts the algorithm created by the algorithm creation user interface unit 141 into JSON (JavaScript Object Notation) object format and verifies it through REST (Representational State Transfer) API (Application Programming Interface). You can request it.

The transceiver 181 receives the verification request generated by the algorithm verification request unit 142, transfers the verification request to the algorithm processing unit 182, and transmits the result of the verification request to the client module 140. You can.

The algorithm processing unit 182 may parse one or more workflows of the algorithm requested for verification, execute and verify operations, and generate verification results. The parsing may be performed using a Common Query Language (CQL) filter and an Open Geospatial Consortium (OGC) filter for one or more workflows of the algorithm for which verification has been requested. In addition, the algorithm processing unit 182 is based on breadth-first search (BFS) and has the function of sequentially searching from the node for the start, generating nodes for repetition according to the type of node, evaluation of the judgment expression, and generating processing results. It can be included. The algorithm processing unit 182 is capable of step-by-step verification and batch verification, and the algorithm creation user interface unit 141 can perform visual verification that can be interacted with the user through step-by-step verification of the algorithm processing unit 182. .

The user management unit 183 can manage the user's permissions and one or more workflows of the verification requested algorithm, and can receive the user's information and grant permissions to the user.

The storage unit 184 stores one or more workflows of the generated algorithm in a node-link graph structure, stores the data table and the decision expression input from the user, and stores the algorithm processing unit 182. ) can be used to run verification.

Figure 2 is a flowchart showing a schematic configuration of steps for creating and verifying an algorithm that supports decision-making in environmental impact assessment in an environmental impact assessment support method according to another embodiment of the present invention.

Referring to FIG. 2, in the environmental impact assessment support method, first, an algorithm schematizing the process of environmental impact assessment is generated by receiving user input through a client module - the algorithm includes one or more workflows (S210 ), a request for verification of the operation of one or more workflows of the generated algorithm is generated and transmitted by the client module (S220). Thereafter, a request for verification of the operation of one or more workflows of the generated algorithm is received by the server from the client module, a result of the verification request is transmitted to the client module (S230), and the verification is performed by the server. One or more workflows of the requested algorithm are parsed, operations are executed, and verification results are generated (S240).

The environmental impact assessment support method may further include the step of managing the user's permissions and the workflow.

The parsing may be performed using a Common Query Language (CQL) filter and an Open Geospatial Consortium (OGC) filter for one or more workflows of the algorithm for which verification has been requested.

In S210, when generating the algorithm, an input of information including a data table and a decision formula for environmental impact assessment judgment is received from the user, and a node-link structure, node type, and judgment node formula are defined to evaluate the environmental impact. You can create one or more workflows of decision support algorithms. The nodes of one or more workflows of the algorithm may include nodes for at least one operation of start, notification, single data selection, data selection, repetition, judgment, file, subroutine, memo, termination, and error termination. .

In S220, the generated algorithm can be converted into JSON (JavaScript Object Notation) object format, and verification can be requested through REST (Representational State Transfer) API (Application Programming Interface).

In S230, based on breadth-first search (BFS), a function may be included to sequentially search from a starting node, to generate nodes for repetition according to the type of node, to evaluate a decision, and to generate a processing result.

Referring to FIG. 3, the server may include a workflow engine as a component corresponding to the algorithm processing unit 182 of FIG. 1, the workflow engine includes an algorithm verification engine and a parser, and the algorithm verification engine It includes a graph search function, and the graph search function can perform step-by-step verification, batch verification, judgment evaluation, and encode the processing result with an encoder.

The parser includes a workflow parser and an arithmetic parser, the workflow parser can perform JSON parsing, and the arithmetic parser performs parsing using strings and mathematical expressions, spatial arithmetic expressions, and WPS analysis service evaluation expressions. can do.

When the client module 140 of FIG. 1 converts an algorithm including a data table and a decision expression into a JSON object format and requests verification from the server 180 through the REST API, it responds to the algorithm processing unit 182 of the server 180. The workflow engine converts the algorithm into a graph structure (node-link structure) through the parser and stores it. Additionally, when the client module 140 requests step-by-step or batch verification to the server 180, the server's algorithm verification engine can verify the algorithm step by step through judgment evaluation and return the processing result as a JSON object.

The algorithm verification engine is based on Breadth First Search (BFS), a modified graph search technique, and searches sequentially from the start node, with functions of repeating nodes, judgment evaluation, and processing result return according to the type of node. may include.

Algorithm verification by the algorithm verification engine is divided into step-by-step verification and batch verification, and the user can perform visual verification that can interact with the user through step-by-step verification.

The judgment expression evaluation uses the processing result encoder to convert the CQL filter into the OGC filter encoding standard, and the result value is True or False, and the next node of the graph search is judged according to the result value. You can.

The configuration of the server in FIG. 3 is an example of a configuration according to the present invention, and is not limited thereto.

Figure 4 is a block diagram showing an example of a workflow node link for generating an algorithm that supports decision-making of environmental impact assessment in an environmental impact assessment support system according to an embodiment of the present invention.

Referring to Figure 4, the node link includes start (401), notification (402), data selection (403), decision expression (404), error termination (405), repetition (406), subroutine (407), and end. It consists of (408) nodes.

The system starts with a start node 401 and can receive information about the workflow through a notification node 402. The workflow is verified through the data selection node 403, which can select data based on the information of the workflow, and the judgment node 404, and when an error occurs, the error termination node 405 detects an error in the judgment expression. It may be indicated that the system has been terminated.

Additionally, when there are multiple pieces of data in the data selection node 403, all judgment expressions for each data can be evaluated using the repetition node 406, and a subroutine node 407 is additionally configured to operate the system. The overall configuration can be simplified and operated. When the subroutine node 407 is completed, the system ends at the end node 408.

Figure 5 is a configuration diagram showing a workflow node type for generating an algorithm that supports decision-making of environmental impact assessment in an environmental impact assessment support system according to an embodiment of the present invention.

The nodes of a workflow can be composed of start, notification, single data selection, data selection, repetition, judgment, file, subroutine, memo, exit, and error exit nodes.

The start node is a node that signals the start of an algorithm, and all algorithms must have a start node.

The notification, file, and memo nodes are not used as search nodes in the verification process of the algorithm, but provide information to the client module that requested verification of the algorithm. In particular, the memo node provides information to be additionally displayed in the algorithm item or A description of the algorithm can be entered.

The single data and data selection node may include table data, and the decision node may be composed of a decision expression using the table data of the single data and data selection node.

The data selection node is used when it includes one or more data, and a repetition node can be used to evaluate all judgment expressions for each data.

The error termination node is a node that indicates termination due to a judgment error during the verification process of the algorithm, and there is no limit to the number of error termination nodes.

The environmental impact assessment decision-making support algorithms for each of the 6 fields and 21 media above range from simple algorithms of a few steps to very complex algorithms. To simplify and clarify them visually, subroutines (complex parts of the workflow are transformed into new workflows). (consisting of) nodes can be configured.

The end node is set as the end node in the algorithm verification process, and every algorithm must have at least one end node.

Referring to Figure 6, the table item type of the data node may be composed of character type, numeric type, true/false type, spatial data type, file, image, and WPS analysis process.

The spatial data type uses (Multi)Point, (Multi)LineString, (Multi)Polygon geometry and coordinate system (based on EPSG code), and when requesting to the server as a JSON object, Well-Known Text (WKT, OGC Simple Feature Access and ISO/IEC 13249-3:2016 standard format) formats can be used.

The WPS analysis process can request a remote WPS server using the OGC WPS interface and return the results.

The file and image types are reference data types that are not directly utilized in the decision node.

Referring to FIG. 7, the calculation expression 700 of the decision node may be composed of a Common Query Language (CQL) filter 710 function, and the result value is True or False.

The operation formula 700 of the judgment node includes four arithmetic operations (+, -, *, /), comparison operations (=, <>, >, >=, <, <=, AND, OR, LIKE, etc.), and mathematical functions. , In addition to the string function 721, the SQL (Structured Query Language) function 711 and the space function 722 can be extended and applied based on the OGC filter 720 encoding standard, but are not limited to this.

The spatial function 722 includes spatial relationships (Equals, Disjoint, Intersects, Touches, Within, Contains, Overlaps, etc.), spatial analysis (Buffer, Intersection, Union, Difference, Symmetric Difference, etc.), and distance (Distance, etc.) geometry ( It can be composed of functions that process geometric figures.

In the environmental impact assessment support system, the algorithm that supports environmental impact assessment decision-making calculates the necessary spatial data using the spatial function 722, and environmental impact assessment is performed using the judgment result derived from a judgment equation including the spatial data. It can also support decision-making.

The description of the present invention described above is for illustrative purposes, and those skilled in the art will understand that the present invention can be easily modified into other specific forms without changing the technical idea or essential features of the present invention. will be. Therefore, the embodiments described above should be understood in all respects as illustrative and not restrictive. For example, each component described as single may be implemented in a distributed manner, and similarly, components described as distributed may also be implemented in a combined form.

The scope of the present invention is indicated by the patent claims described below, and all changes or modified forms derived from the meaning and scope of the claims and their equivalent concepts should be construed as being included in the scope of the present invention.

[Explanation of symbols]

100: Algorithm generation system

140: client module

141: User interface unit for algorithm creation

142: Algorithm verification request section

180: server

181: Transmitter and receiver

182: Algorithm processing unit

183: User management department

184: storage unit

Claims

An environmental impact assessment support system including a client module and a server,

The client module:

a user interface unit for generating an algorithm for receiving user input and generating an algorithm schematizing the process of environmental impact assessment, the algorithm including one or more workflows; and

An algorithm verification request unit that generates and transmits a verification request for the operation of one or more workflows of the generated algorithm,

The server is:

a transceiver unit that receives a request for verification of an operation of one or more workflows of the generated algorithm from the client module and transmits a result of the verification request to the client module; and

A system comprising an algorithm processing unit that parses one or more workflows of the algorithm requested for verification, executes and verifies operations, and generates verification results.
According to clause 1,

The server further includes a user management unit,

The system, wherein the user management unit manages the user's permissions and one or more workflows of the verification requested algorithm.
According to clause 1,

The server further includes a storage unit,

The system is characterized in that the storage unit stores one or more workflows of the generated algorithm in a node-link graph structure.
According to clause 1,

The system, characterized in that the user interface unit for generating the algorithm generates one or more workflows of the environmental impact assessment decision support algorithm by defining a node-link structure, node type, and judgment node expression.
According to clause 1,

The system is characterized in that, when creating the one or more workflows in the algorithm creation user interface unit, information including a data table and a judgment formula for determining the environmental impact assessment is input from the user.
According to clause 4,

The nodes of one or more workflows of the algorithm include nodes for at least one operation among start, notification, single data selection, data selection, repetition, judgment, file, subroutine, memo, termination, and error termination. system.
According to clause 6,

The algorithm processing unit is based on breadth-first search (BFS), and includes a function to sequentially search from a starting node, to generate nodes for repetition according to the type of node, to evaluate a decision, and to generate a processing result. .
According to clause 1,

The system is characterized in that the parsing is performed using a CQL (Common Query Language) filter and an OGC (Open Geospatial Consortium) filter for one or more workflows of the algorithm for which verification is requested.
According to clause 6,

The evaluation of the node's decision expression for the above decision is made by converting the CQL (Common Query Language) filter to the OGC (Open Geospatial Consortium) filter encoding standard,

A system, characterized in that the result of the judgment evaluation is true or false.
According to clause 6,

The single data selection and data selection nodes are composed of table-structured data to be used for the decision nodes,

The data in the table structure is characterized in that it consists of at least one selected from the group including character type, numeric type, true/false type, spatial data type, file, image, and WPS (Web Processing Service) analysis process. .
According to paragraph 1,

The algorithm processing unit is capable of step-by-step verification and batch verification,

The system is characterized in that the user interface unit for generating the algorithm allows visual verification that can interact with the user through step-by-step verification of the algorithm processing unit.
According to clause 1,

The algorithm verification request unit converts the algorithm into a JSON (JavaScript Object Notation) object format and requests verification through a REST (Representational State Transfer) API (Application Programming Interface).
As a method of supporting environmental impact assessment,

Receiving user input by a client module and generating an algorithm schematizing the process of environmental impact assessment, the algorithm including one or more workflows;

Generating and transmitting, by the client module, a request for verification of operation of one or more workflows of the generated algorithm,

Receiving, by a server, a request for verification of an operation of one or more workflows of the generated algorithm from the client module and transmitting a result of the verification request to the client module; and

A method comprising: parsing, by the server, one or more workflows of the algorithm requested for verification, executing and verifying operations, and generating a verification result.
According to clause 13,

The method further comprising managing the user's permissions and the workflow.
According to clause 13,

In the step of generating the algorithm, a node-link structure, node type, and decision node expression are defined to create one or more workflows of the environmental impact assessment decision support algorithm.
According to clause 13,

In the step of generating the algorithm, the method is characterized in that, when generating the algorithm, input of information including a data table and a judgment formula for environmental impact assessment judgment is received from the user.
According to clause 15,

The nodes of one or more workflows of the algorithm include nodes for at least one operation among start, notification, single data selection, data selection, repetition, judgment, file, subroutine, memo, termination, and error termination. to do, how to do.
According to clause 15,

In the step of generating the verification result, based on breadth-first search (BFS), a function is used to sequentially search starting from the starting node, and generate nodes for repetition according to the type of node, judgment evaluation, and processing results. Method, including.
According to clause 13,

The method, wherein the parsing is performed using a CQL (Common Query Language) filter and an OGC (Open Geospatial Consortium) filter for one or more workflows of the algorithm for which verification is requested.
According to clause 17,

The evaluation of the node's decision expression for the above decision is made by converting the CQL (Common Query Language) filter to the OGC (Open Geospatial Consortium) filter encoding standard,

A method, characterized in that the result of the judgment evaluation is true or false.
According to clause 13,

In the step of generating the verification results, step-by-step verification and batch verification are possible,

In the step of generating the algorithm, the method is characterized in that visual verification that can interact with the user is possible through the step-by-step verification.
According to clause 13,

In the step of generating and transmitting a verification request for the operation of one or more workflows of the generated algorithm, the generated algorithm is converted into JSON (JavaScript Object Notation) object format, and REST (Representational State Transfer) API (Application Programming Interface) A method, characterized in that requesting verification through.