System and method for recommending carbon market project for digital twin-based virtual demonstration complex

Abstract

A system for recommending a carbon market project, according to an embodiment of the present invention, is connected to a user terminal via a network and comprises: a recommendation information unit storing carbon market methodology information; a selection guidance unit that transmits queries to the user terminal, receives answers to the queries from the user terminal, searches for at least one carbon market methodology information on the basis of the queries and the answers, and transmits the retrieved carbon market methodology information to the user terminal; a condition management unit that receives, from the user terminal, a selection signal according to selection of carbon market methodology information, transmits, to the user terminal, resource conditions for the carbon market methodology information corresponding to the selection signal, and receives, from the user terminal, answer conditions corresponding to the resource conditions; an execution management unit that generates a virtual environment program on the basis of the carbon market methodology information and the answer conditions corresponding to each other, receives execution information from the user terminal, executes the virtual environment program on the basis of the execution information to simulate the carbon market methodology, and generates simulation result information; and a participation management unit that stores related information, searches for related information corresponding to the simulation result information, and transmits the retrieved related information to the user terminal.

Description

Carbon market project recommendation system and method for a digital twin-based virtual demonstration complex

[0001] The present invention relates to a carbon market project recommendation system and method, and more particularly, to a carbon market project recommendation system and method for a digital twin-based virtual demonstration complex that recommends and provides a carbon market methodology required for conducting a simulation for a carbon market project to a user, executes a simulation for a carbon market methodology selected by the user, and enables the carbon market project to proceed based on the results.

[0002] The carbon market is an economic mechanism designed to reduce greenhouse gas emissions to mitigate climate change. It refers to a market where carbon emission rights, or the right to emit greenhouse gases, are commercialized and traded. These carbon markets are divided into regulated and voluntary markets. Regulatory markets are where regulated companies with carbon reduction obligations trade emissions rights. Participants trade allowances within the total greenhouse gas emissions capped by regulatory policies or purchase allowances from external operators. No new allowances are created. Voluntary markets allow companies, institutions, and non-profit organizations not subject to carbon reduction obligations to voluntarily trade carbon credits acquired through greenhouse gas reduction activities. In voluntary markets, carbon credits are tracked, verified, and issued by credible global non-governmental organizations, and diverse market participants, including certification agencies, project developers, and investors, participate.

[0003] Carbon market methodologies exist for the aforementioned carbon markets. These carbon market methodologies are standardized approaches for measuring, reporting, and verifying greenhouse gas reductions, and may vary depending on the circumstances and status of carbon market participants. Furthermore, carbon market methodologies can encompass renewable energy methods, energy efficiency methods, forestry and land use methods, waste management methods, transportation methods, industrial process methods, methane reduction methods, and carbon capture and storage methods.

[0004] However, participants wishing to participate in the carbon market face difficulties in selecting a carbon market methodology that suits their company and predicting the resulting outcomes, and there is a sense of uncertainty in carrying out carbon market projects.

[0005] The technical task to be achieved by the carbon market project recommendation system and method according to the technical idea of ​​the present invention is to provide a carbon market project recommendation system and method that allows a carbon market methodology suitable for the current status and situation to be recommended and selected.

[0006] In addition, the technical task to be achieved by the carbon market project recommendation system and method according to the technical idea of ​​the present invention is to provide a carbon market project recommendation system and method that enables selection of an optimal prediction result by applying various conditions and data to a selected carbon market methodology and enables recommendation of appropriate stakeholders.

[0007] In addition, the technical task to be achieved by the carbon market project recommendation system and method according to the technical idea of ​​the present invention is to provide a carbon market project recommendation system and method that enable easy planning, design, and implementation of carbon market projects.

[0008] The technical tasks to be achieved by the carbon market project recommendation system and method according to the technical idea of ​​the present invention are not limited to the tasks mentioned above, and other tasks not mentioned will be clearly understood by those skilled in the art from the description below.

[0009] According to one embodiment of the technical idea of ​​the present invention, a carbon market project recommendation system is a carbon market project recommendation system connected to a user terminal through a network, the system comprising: a recommendation information unit storing a plurality of carbon market methodology information; a selection guide unit transmitting a query to a user terminal and receiving a response corresponding to the query from the user terminal, searching for at least one carbon market methodology information based on the query and the response, and transmitting the searched carbon market methodology information to the user terminal; a condition management unit receiving a selection signal corresponding to the selection of carbon market methodology information from the user terminal, transmitting a resource condition of carbon market methodology information corresponding to the selection signal to the user terminal, and receiving a response condition corresponding to the resource condition from the user terminal; an execution management unit generating a virtual environment program based on mutually corresponding carbon market methodology information and response conditions, receiving execution information from the user terminal, executing the virtual environment program based on the execution information to simulate a carbon market methodology, and generating simulation result information; and a participation management unit storing a plurality of related information, searching for related information corresponding to the simulation result information, and transmitting the searched related information to the user terminal.

[0010] In addition, carbon market methodology information includes carbon market methodology name, carbon market methodology content, and related query words, and the recommendation information section extracts carbon market methodology name and carbon market methodology content from the carbon collection methodology document, forms a table of contents from the carbon market methodology content, sorts the carbon market methodology content according to the table of contents, analyzes the carbon market methodology content to extract multiple key words, and generates related query words based on the key words, thereby generating and storing carbon market methodology information.

[0011] In addition, when the user terminal transmits a non-selection signal to the selection guidance unit, the selection guidance unit transmits methodology registration guidance information to the user terminal that transmitted the non-selection signal, receives registration information from the user terminal in the methodology registration guidance information, and the selection guidance unit combines the methodology registration guidance information and the registration information to create and verify new carbon market methodology information, and stores new carbon market methodology information that satisfies a predetermined standard in the recommendation information unit as carbon market methodology information.

[0012] Additionally, the selection guide unit transmits a verification completion signal to a user terminal that has transmitted registration information corresponding to new carbon market methodology information stored in the recommendation information unit, and the user terminal can generate a selection signal corresponding to the new carbon market methodology information.

[0013] In addition, the execution management unit can transmit simulation result information to a user terminal, receive a storage signal according to selection of simulation result information from the user terminal, and generate and store selection result information including simulation result information, response conditions, and execution information corresponding to the storage signal.

[0014] Additionally, the participation management unit can search for related information by considering the response conditions and execution information corresponding to the selection result information, and transmit the searched related information to the user terminal.

[0015] Additionally, when a virtual environment program is executed in the execution management department, expected greenhouse gas baseline emissions, expected activity greenhouse gas emissions, expected greenhouse gas leakage, and expected greenhouse gas reductions are calculated, and the expected greenhouse gas reductions can be included in the simulation result information.

[0016] Additionally, relevant information may include information about stakeholders or interested parties involved in the project according to the carbon market methodology.

[0017] In addition, according to one embodiment of the technical idea of ​​the present invention, a carbon market project recommendation method using a carbon market project recommendation system including a recommendation information unit, a selection guidance unit, a condition management unit, an execution management unit, and a participation management unit, and connected to a user terminal via a network, the method comprising: (a) a step in which the recommendation information unit stores a plurality of carbon market methodology information; (b) a step in which the selection guidance unit transmits a query to a user terminal and receives a response corresponding to the query from the user terminal; (c) a step in which the selection guidance unit searches for at least one piece of carbon market methodology information based on the query and the response and transmits the searched carbon market methodology information to the user terminal; (d) a step in which the condition management unit receives a selection signal corresponding to the selection of carbon market methodology information from the user terminal, transmits a resource condition of the carbon market methodology information corresponding to the selection signal to the user terminal, and receives a response condition corresponding to the resource condition from the user terminal; (e) a step in which the execution management unit generates a virtual environment program based on the carbon market methodology information and the response condition corresponding to the resource condition; (f) a step in which the execution management unit receives execution information from the user terminal, executes a virtual environment program based on the execution information to simulate the carbon market methodology, and generates simulation result information; and (g) a step in which the participation management unit stores a plurality of related information, searches for related information corresponding to the simulation result information, and transmits the searched related information to the user terminal.

[0018] In addition, the carbon market methodology information includes the carbon market methodology name, carbon market methodology content, and related query words, and in step (a), the recommendation information section extracts the carbon market methodology name and carbon market methodology content from the carbon collection methodology document, forms a table of contents from the carbon market methodology content, sorts the carbon market methodology content according to the table of contents, analyzes the carbon market methodology content to extract multiple key words, and generates related query words based on the key words, thereby generating and storing the carbon market methodology information.

[0019] In addition, in step (c), when the user terminal transmits a non-selection signal to the selection guidance unit, the selection guidance unit transmits methodology registration guidance information to the user terminal that transmitted the non-selection signal, receives registration information from the user terminal in the methodology registration guidance information, and the selection guidance unit combines the methodology registration guidance information and the registration information to create and verify new carbon market methodology information, and stores new carbon market methodology information that satisfies a predetermined standard in the recommendation information unit as carbon market methodology information.

[0020] Additionally, in step (c), the selection guide unit transmits a verification completion signal to a user terminal that has transmitted registration information corresponding to new carbon market methodology information stored in the recommendation information unit, and the user terminal can generate a selection signal corresponding to the new carbon market methodology information.

[0021] Additionally, in step (f), the execution management unit can transmit simulation result information to a user terminal, receive a storage signal according to selection of simulation result information from the user terminal, and generate and store selection result information including simulation result information, response conditions, and execution information corresponding to the storage signal.

[0022] Additionally, in step (g), the participation management unit can search for related information by considering the response conditions and execution information corresponding to the selection result information, and transmit the searched related information to the user terminal.

[0023] Additionally, in step (f), when the virtual environment program is executed by the execution management department, the expected greenhouse gas baseline emissions, expected activity greenhouse gas emissions, expected greenhouse gas leakage, and expected greenhouse gas reduction are calculated, and the expected greenhouse gas reduction can be included in the simulation result information.

[0024] The carbon market project recommendation system and method according to embodiments of the technical idea of ​​the present invention have the following effects.

[0025] (1) Ensure that carbon market methodologies are recommended and selected in accordance with the current status and circumstances.

[0026] (2) Various conditions and data are applied to the carbon market methodology to ensure that the optimal prediction result is selected and appropriate stakeholders are recommended.

[0027] (3) Ensure that carbon market projects are easily planned, designed, and implemented.

[0028] However, the effects that can be achieved by the carbon market project recommendation system and method according to one embodiment of the present invention are not limited to those mentioned above, and other effects not mentioned will be clearly understood by those skilled in the art from the description below.

[0029] To facilitate a more thorough understanding of the drawings cited herein, a brief description of each drawing is provided.

[0030] FIG. 1 is a diagram illustrating a carbon market project recommendation system according to one embodiment of the present invention.

[0031] FIG. 2 is a flowchart illustrating a carbon market project recommendation method according to one embodiment of the present invention.

[0032] The present invention is susceptible to various modifications and embodiments. Specific embodiments are illustrated in the drawings and described in detail. However, this is not intended to limit the present invention to specific embodiments, and it should be understood that the present invention encompasses all modifications, equivalents, and alternatives falling within the spirit and technical scope of the present invention.

[0033] In describing the present invention, detailed descriptions of related known technologies will be omitted if they are deemed to unnecessarily obscure the gist of the present invention. Furthermore, numbers (e.g., "first," "second," etc.) used throughout the description of this specification are merely identifiers used to distinguish one component from another.

[0034] Additionally, in this specification, when a component is referred to as being “connected” or “connected” to another component, it should be understood that the component may be directly connected or connected to the other component, but may also be connected or connected via another component in between, unless there is a specific description to the contrary.

[0035] In addition, the components expressed as "~part" in this specification may be two or more components combined into one component, or one component may be divided into two or more components with more detailed functions. In addition, each component described below may additionally perform some or all of the functions performed by other components in addition to its own main function, and of course, some of the main functions performed by each component may be exclusively performed by other components.

[0036] Hereinafter, embodiments according to the technical idea of ​​the present invention will be described in detail one by one.

[0037] FIG. 1 is a diagram illustrating a carbon market project recommendation system (100) according to one embodiment of the present invention.

[0038] As illustrated in FIG. 1, a carbon market project recommendation system (100) according to one embodiment of the present invention may be connected to a user terminal (10) via a network (1), and may include a recommendation information unit (101), a selection guidance unit (102), a condition management unit (103), an execution management unit (104), and a participation management unit (105). Here, a user refers to a person who plans, designs, and executes a carbon market project related to a carbon market for reducing greenhouse gases, and may use a user terminal (10) to connect to the carbon market project recommendation system (100) and exchange signals with the carbon market project recommendation system (100) to plan, design, and execute a carbon market project through a digital twin and virtual verification.

[0039] Additionally, the recommendation information unit (101), selection guidance unit (102), condition management unit (103), execution management unit (104), and participation management unit (105) may include at least one of a processor, a memory, and a data transceiver.

[0040] The carbon market project recommendation system (100) may display a web page through a web browser operated on a user terminal (10) and allow the user to log in on the web page and then access the carbon market project recommendation system (100), or an application capable of accessing the carbon market project recommendation system (100) may be installed and operated on the user terminal (10).

[0041] The user terminal (10) may be implemented as a computer capable of connecting to a remote server or terminal via a network (1). Here, the computer may include, for example, a notebook, desktop, or laptop equipped with a web browser. In addition, the user terminal (10) may be implemented as a terminal device capable of connecting to a remote server or terminal via the network (1). The terminal device may include all types of handheld-based wireless communication devices such as, for example, a wireless communication device that guarantees portability and mobility, such as a PCS (Personal Communication System), GSM (Global System for Mobile communications), PDC (Personal Digital Cellular), PHS (Personal Handyphone System), PDA (Personal Digital Assistant), IMT (International Mobile Telecommunication)-2000, CDMA (Code Division Multiple Access)-2000, W-CDMA (W-Code Division Multiple Access), Wibro (Wireless Broadband Internet) terminal, smartphone, smartpad, tablet PC, etc.

[0042] Here, the network (1) refers to a connection structure that enables information exchange between each node, such as multiple terminals and servers, and examples of such networks include, but are not limited to, a 3GPP (3rd Generation Partnership Project) network, an LTE (Long Term Evolution) network, a 5G network, a WIMAX (World Interoperability for Microwave Access) network, the Internet, a LAN (Local Area Network), a Wireless LAN (Wireless Local Area Network), a WAN (Wide Area Network), a PAN (Personal Area Network), a Bluetooth network, a satellite broadcasting network, an analog broadcasting network, and a DMB (Digital Multimedia Broadcasting) network.

[0043] The recommendation information section (101) can store multiple carbon market methodology information. Here, the carbon market methodology information can include a carbon market methodology name, carbon market methodology content, related query words, etc. In addition, the carbon market methodology name can include a renewable energy methodology, an energy efficiency methodology, a forestry and land use methodology, a waste management methodology, a transportation sector methodology, an industrial process methodology, a methane reduction methodology, a carbon capture and storage methodology, etc. The carbon market methodology content can refer to the content of a carbon market methodology corresponding to the carbon market methodology name, and can include methodology application conditions, a baseline scenario, additionality verification, a greenhouse gas emission calculation method, monitoring procedures, baseline fixed data, monitoring data, and information, etc. For example, the carbon market methodology content according to the renewable energy methodology may include baseline setting, additionality verification, project boundary definition, monitoring plan, leakage assessment, emission reduction calculation, technical specifications, grid connection verification, environmental impact assessment, stakeholder consultation, legal compliance, sustainability assessment, monitoring report, meter accuracy, third-party verification, double-counting prevention, meteorological data, etc., and the carbon market methodology content according to the waste management methodology may include baseline setting, additionality verification, monitoring plan, leakage assessment, emission reduction calculation, quality control and quality assurance, environmental impact assessment, stakeholder consultation, legal compliance, sustainability assessment, monitoring report, third-party verification, etc. The relevant query words may mean questions corresponding to the corresponding carbon market methodology.

[0044] In addition, the recommendation information unit (101) can generate and store carbon market methodology information by collecting and learning carbon market methodology documents using a lightweight large-scale language model (small LLM). For example, the recommendation information unit (101) can extract the carbon market methodology name and carbon market methodology content from a carbon collection methodology document, form a table of contents from the carbon market methodology content, sort the carbon market methodology content according to the table of contents, analyze the carbon market methodology content to extract multiple key words, and generate related queries based on the key words. Accordingly, the carbon market methodology information can include the carbon market methodology name, carbon market methodology content, related queries, etc., and can be stored in the recommendation information unit (101).

[0045] The selection guidance unit (102) can transmit a query to the user terminal (10) and receive a response corresponding to the query from the user terminal (10). Here, the query may refer to a question for checking the user's status and situation. In addition, after receiving a response to a query exceeding a set number, the selection guidance unit (102) can extract a related query based on the corresponding query and response using a lightweight large-scale language model (small LLM), and transmit the extracted related query as a query to the user terminal (10).

[0046] Meanwhile, the user terminal (10) can output the received query. Here, the user can confirm the query and input a response to the query through the user terminal (10), and the user terminal (10) can transmit the response to the selection guidance unit (102). In other words, the user can use the user terminal (10) to confirm the query and input a response to the query to conduct a conversation about a carbon reduction scenario.

[0047] In addition, the selection guide (102) can search for at least one carbon market methodology information based on a query and answer corresponding to the user, and transmit the searched carbon market methodology information to the user terminal (10). Here, the user can check the carbon market methodology information corresponding to his / her answer, and can check whether the carbon market methodology content of the carbon market methodology information matches the basic content of the carbon market project to be carried out.

[0048] Additionally, a user can select one carbon market methodology information from a user terminal (10). Here, the user terminal (10) can generate a selection signal corresponding to the selected carbon market methodology information.

[0049] Meanwhile, the user may not select carbon market methodology information on the user terminal (10). Here, the user may select the unselect button instead of the carbon market methodology information on the user terminal (10), and the user terminal (10) may transmit a unselection signal according to the unselection button to the selection guide unit (102).

[0050] Additionally, the selection guidance unit (102) may transmit methodology registration guidance information to the user terminal (10) that transmitted the non-selection signal. Here, the methodology registration guidance information may include content necessary to generate carbon market methodology information different from the carbon market methodology information stored in the recommendation information unit (101).

[0051] A user can enter registration information into a user terminal (10) according to the methodology registration guide information. Here, the registration information may refer to information used to generate carbon market methodology information.

[0052] The user terminal (10) can transmit registration information to the selection guide unit (102), and the selection guide unit (102) can combine the methodology registration guide information and the registration information to generate and verify new carbon market methodology information. When the new carbon market methodology information is verified by the selection guide unit (102) and meets a predetermined standard, the selection guide unit (102) can store the verified new carbon market methodology information as carbon market methodology information in the recommendation information unit (101).

[0053] In addition, the selection guide unit (102) transmits a verification completion signal to the user terminal (10) that has transmitted registration information corresponding to the new carbon market methodology information stored in the recommendation information unit (101), and the user terminal (10) can generate a selection signal corresponding to the new carbon market methodology information.

[0054] The condition management unit (103) can receive a selection signal from a user terminal (10), transmit resource conditions of carbon market methodology information corresponding to the selection signal to the user terminal (10), and receive response conditions corresponding to the resource conditions from the user terminal (10).

[0055] In addition, resource conditions refer to the conditions necessary to implement a carbon market methodology corresponding to the carbon market methodology information, and may include scenarios, application conditions, monitoring factors, etc. For example, if the carbon market methodology according to the carbon market methodology information is a renewable energy methodology, the resource conditions may include the type of renewable energy, the type of energy consumption source, the presence or absence of energy storage devices, whether or not grid-connected, and essential elements of the scenario. In addition, the response conditions may refer to conditions that must be set to correspond to the resource conditions. For example, for the type of renewable energy, which is a resource condition for the renewable energy methodology, the response conditions may be at least one of solar energy, wind power, hydroelectric power, geothermal power, and biomass.

[0056] The execution management unit (104) can create a virtual environment program based on mutually corresponding carbon market methodology information and response conditions. Here, the virtual environment program may refer to a program set up to execute a carbon market methodology based on carbon market methodology information, taking response conditions into consideration.

[0057] Meanwhile, the execution management unit (104) may require execution information to execute a virtual environment program. Here, the execution information may refer to numerical data according to response conditions for executing the virtual environment program. For example, when the response condition for the renewable energy type is solar power, the execution information may include the solar power generation capacity, operating period, energy storage device capacity, and the average energy consumption per unit time (e.g., 1 day, 1 week, 1 month, etc.).

[0058] In addition, the execution management unit (104) can transmit an execution request to the user terminal (10), and the user terminal (10) can receive execution information in response to the execution request and transmit the received execution information to the execution management unit (104). In addition, the execution management unit (104) can simulate a carbon market methodology according to the selected carbon market methodology information by executing a virtual environment program based on the transmitted execution information, and can generate simulation result information. Here, the simulation result information can mean a final result value that can be obtained through the execution of the carbon market methodology, and in particular, can include an expected greenhouse gas reduction amount, an expected carbon reduction amount, etc. In other words, the simulation result information can indicate the result of the carbon market methodology performed under predetermined conditions.

[0059] Meanwhile, when the virtual environment program is executed, the expected greenhouse gas baseline emissions, expected activity greenhouse gas emissions, and expected greenhouse gas leakage are calculated, which can be used to calculate the expected greenhouse gas reduction amount.

[0060] In addition, the execution management unit (104) can transmit simulation result information to the user terminal (10). Here, the user can check the simulation result information through the user terminal (10), thereby checking the results of the carbon market methodology based on the conditions desired by the user. The user can select the simulation result information transmitted to the user terminal (10). Here, the user terminal (10) can generate a storage signal and transmit it to the execution management unit (104), and the execution management unit (104) can generate and store the selection result information including simulation result information, response conditions, execution information, etc. corresponding to the storage signal.

[0061] In addition, the execution management unit (104) can transmit the selection result information to the user terminal (10), and the user can check the selection result information through the user terminal (10) to confirm the carbon market methodology and conditions that can achieve the best results as a carbon market project.

[0062] Meanwhile, after checking the simulation result information transmitted to the user terminal (10), the user can input new response conditions into the user terminal (10) and transmit them to the condition management unit (103), and the execution management unit (104) can generate a new virtual environment program based on the carbon market methodology information corresponding to the selection signal and the new response conditions. The user can input new execution information for the execution management unit (104) for the new virtual environment program into the user terminal (10) and transmit it to the execution management unit (104). As a result, the execution management unit (104) can execute the new virtual environment program based on the received new execution information to simulate the selected carbon market methodology and generate new simulation result information.

[0063] Additionally, after confirming the simulation result information transmitted to the user terminal (10), the user can input new execution information into the user terminal (10) and transmit it to the execution management unit (104). Accordingly, the execution management unit (104) can simulate the selected carbon market methodology by executing a virtual environment program based on the received new execution information and generate new simulation result information.

[0064] As described above, users can generate and verify new simulation results using the modified response conditions and execution information. Users can modify response conditions and additional information until they obtain the optimal simulation results.

[0065] The participation management unit (105) can store multiple pieces of related information. Here, the related information may refer to information on stakeholders or interested parties (e.g., investors, equipment suppliers, project developers, etc.) related to a project according to a carbon market methodology. For example, if the carbon market methodology is a renewable energy methodology, the related information may include information on renewable energy suppliers, energy storage device suppliers, project investors, project developers, etc., and may include information on the renewable energy supplier's generator holdings, generator generation volume, etc., and the energy storage device holdings of the energy storage device supplier, etc.

[0066] Additionally, the participation management unit (105) can search for relevant information corresponding to the simulation result information and transmit the searched relevant information to the user terminal (10). Here, the relevant information can be searched by considering the response conditions and execution information corresponding to the simulation result information. For example, if the response condition is wind power, relevant information can be searched for regarding business operators supplying wind power systems, project developers responsible for constructing and implementing wind power systems, and investors. This allows the user to identify various stakeholders or interested parties who can implement projects according to the carbon market methodology through the user terminal (10) and to contact these stakeholders to actually proceed with the carbon market project.

[0067] Meanwhile, the participation management unit (105) can search for related information corresponding to the selection result information and transmit the searched related information to the user terminal (10). Here, the related information can be searched by considering the response conditions and execution information corresponding to the selection result information (i.e., simulation result information selected by the user from among the simulation result information and stored in the execution management unit (104).

[0068] In the carbon market project recommendation system (100) according to the present embodiment, the selection guidance unit (102) can transmit a query to the user terminal (10) and receive a response from the user terminal (10) to conduct a conversation with the user. In addition, the selection guidance unit (102) can search for at least one carbon market methodology information stored in the recommendation information unit (101) based on the query and the response, and transmit the searched carbon market methodology information to the user terminal (10). The user can check and select the carbon market methodology information through the user terminal (10). Here, the user can input a response to the query by considering the current status and situation. Therefore, the carbon market project recommendation system (100) according to the present embodiment allows the user to receive and select a carbon market methodology that fits the current status and situation.

[0069] In addition, in the carbon market project recommendation system (100) according to the present embodiment, the condition management unit (103) may transmit resource conditions according to the carbon market methodology corresponding to the selected carbon market methodology information to the user terminal (10) and receive response conditions corresponding to the resource conditions from the user terminal (10). In addition, the execution management unit (104) may generate a virtual environment program based on the carbon market methodology information and response conditions corresponding to each other, and receive execution information for executing the virtual environment program from the user terminal (10). In particular, the execution management unit (104) may execute the virtual environment program based on the transmitted execution information to simulate the carbon market methodology according to the selected carbon market methodology information, and generate simulation result information. Here, various simulation result information may be generated by changing the execution information. In addition, the participation management unit (105) may search for related information corresponding to the selected result information selected from among the simulation result information, that is, information on stakeholders or interested companies for the carbon market project, and transmit the searched related information to the user terminal (10). Therefore, the carbon market project recommendation system (100) according to the present embodiment enables selection of an optimal prediction result by applying various conditions and data to a selected carbon market methodology, and enables recommendation of appropriate stakeholders and interested companies.

[0070] In addition, in the carbon market project recommendation system (100) according to the present embodiment, the user can receive a recommendation for a carbon market methodology by inputting a response to a query into the user terminal (10), and can receive simulation result information on the carbon market methodology by inputting a response condition for the resource condition of the selected carbon market methodology and inputting execution information for a virtual environment program, and can prepare a carbon market project by receiving related information corresponding to the selected simulation result information through the user terminal (10). Therefore, the carbon market project recommendation system (100) according to the present embodiment enables easy planning, design, and implementation of a carbon market project.

[0071] FIG. 2 is a flowchart illustrating a carbon market project recommendation method according to one embodiment of the present invention.

[0072] The carbon market project recommendation method according to one embodiment of the present invention, illustrated in FIG. 2, recommends a carbon market methodology to a user when planning, designing, and executing a carbon market project related to a carbon market for greenhouse gas reduction, creates a virtual environment program by executing it based on conditions and data according to the carbon market methodology selected by the user, and enables the carbon market project to be continued using the simulation results. The carbon market project recommendation method of this embodiment will be explained using the carbon market project recommendation system (100) mentioned above.

[0073] First, a step (S101) may be performed in which the recommendation information section (101) stores information on multiple carbon market methodology pieces. This may be done. Here, the carbon market methodology information may include a carbon market methodology name, carbon market methodology content, related queries, etc. In addition, the carbon market methodology name may include a renewable energy methodology, an energy efficiency methodology, a forestry and land use methodology, a waste management methodology, a transportation sector methodology, an industrial process methodology, a methane reduction methodology, a carbon capture and storage methodology, etc. The carbon market methodology content may refer to the content of a carbon market methodology corresponding to the carbon market methodology name, and may include methodology application conditions, a baseline scenario, additionality verification, a greenhouse gas emission calculation method, a monitoring procedure, baseline fixed data, monitoring data, and information, etc. For example, the carbon market methodology content according to the renewable energy methodology may include baseline setting, additionality verification, project boundary definition, monitoring plan, leakage assessment, emission reduction calculation, technical specifications, grid connection verification, environmental impact assessment, stakeholder consultation, legal compliance, sustainability assessment, monitoring report, meter accuracy, third-party verification, double-counting prevention, meteorological data, etc., and the carbon market methodology content according to the waste management methodology may include baseline setting, additionality verification, monitoring plan, leakage assessment, emission reduction calculation, quality control and quality assurance, environmental impact assessment, stakeholder consultation, legal compliance, sustainability assessment, monitoring report, third-party verification, etc. The relevant query words may mean questions corresponding to the corresponding carbon market methodology.

[0074] In step S101, the recommendation information unit (101) can generate and store carbon market methodology information by collecting and learning carbon market methodology documents using a lightweight large-scale language model (small LLM). For example, the recommendation information unit (101) can extract carbon market methodology names and carbon market methodology contents from carbon collection methodology documents, form a table of contents from the carbon market methodology contents, sort the carbon market methodology contents according to the table of contents, analyze the carbon market methodology contents to extract multiple key words, and generate related queries based on the key words. Accordingly, the carbon market methodology information can include carbon market methodology names, carbon market methodology contents, related queries, etc., and can be stored in the recommendation information unit (101).

[0075] Next, a step (S102) may be performed in which the selection guide unit (102) transmits a query to the user terminal (10) and receives a response according to the query from the user terminal (10). Here, the query may refer to a question for checking the user's status and situation. In addition, after receiving a response to a query exceeding a set number, the selection guide unit (102) may extract a related query based on the corresponding query and response using a lightweight large-scale language model (small LLM), and may transmit the extracted related query as a query to the user terminal (10).

[0076] Meanwhile, the user terminal (10) can output the received query. Here, the user can confirm the query and input a response to the query through the user terminal (10), and the user terminal (10) can transmit the response to the selection guidance unit (102). In other words, the user can use the user terminal (10) to confirm the query and input a response to the query to conduct a conversation about a carbon reduction scenario.

[0077] Next, a step (S103) may be performed in which the selection guide (102) searches for at least one piece of carbon market methodology information based on the query and answer corresponding to the user, and transmits the searched carbon market methodology information to the user terminal (10). Through step S103, the user can check the carbon market methodology information corresponding to his / her answer, and can check whether the carbon market methodology content of the carbon market methodology information matches the basic content of the carbon market project to be carried out.

[0078] In step S103, the user can select one carbon market methodology information on the user terminal (10). Here, the user terminal (10) can generate a selection signal corresponding to the selected carbon market methodology information.

[0079] Meanwhile, in step S103, the user may not select carbon market methodology information on the user terminal (10). Here, the user may select the unselect button instead of the carbon market methodology information on the user terminal (10), and the user terminal (10) may transmit a unselected signal according to the unselected button to the selection guide unit (102).

[0080] Additionally, the selection guidance unit (102) may transmit methodology registration guidance information to the user terminal (10) that transmitted the non-selection signal. Here, the methodology registration guidance information may include content necessary to generate carbon market methodology information different from the carbon market methodology information stored in the recommendation information unit (101).

[0081] A user can enter registration information into a user terminal (10) according to the methodology registration guide information. Here, the registration information may refer to information used to generate carbon market methodology information.

[0082] The user terminal (10) can transmit registration information to the selection guide unit (102), and the selection guide unit (102) can combine the methodology registration guide information and the registration information to generate and verify new carbon market methodology information. When the new carbon market methodology information is verified by the selection guide unit (102) and meets a predetermined standard, the selection guide unit (102) can store the verified new carbon market methodology information as carbon market methodology information in the recommendation information unit (101).

[0083] In addition, the selection guide unit (102) transmits a verification completion signal to the user terminal (10) that has transmitted registration information corresponding to the new carbon market methodology information stored in the recommendation information unit (101), and the user terminal (10) can generate a selection signal corresponding to the new carbon market methodology information.

[0084] Next, a step (S104) may be performed in which the condition management unit (103) receives a selection signal from the user terminal (10), transmits resource conditions of carbon market methodology information corresponding to the selection signal to the user terminal (10), and receives response conditions corresponding to the resource conditions from the user terminal (10).

[0085] In addition, resource conditions refer to the conditions necessary to implement a carbon market methodology corresponding to the carbon market methodology information, and may include scenarios, application conditions, monitoring factors, etc. For example, if the carbon market methodology according to the carbon market methodology information is a renewable energy methodology, the resource conditions may include the type of renewable energy, the type of energy consumption source, the presence or absence of energy storage devices, whether or not grid-connected, and essential elements of the scenario. In addition, the response conditions may refer to conditions that must be set to correspond to the resource conditions. For example, for the type of renewable energy, which is a resource condition for the renewable energy methodology, the response conditions may be at least one of solar energy, wind power, hydroelectric power, geothermal power, and biomass.

[0086] Next, a step (S105) may be performed in which the execution management unit (104) generates a virtual environment program based on mutually corresponding carbon market methodology information and response conditions. Here, the virtual environment program may refer to a program set to execute a carbon market methodology based on carbon market methodology information, taking response conditions into consideration.

[0087] Meanwhile, the execution management unit (104) may require execution information to execute a virtual environment program. Here, the execution information may refer to numerical data according to response conditions for executing the virtual environment program. For example, when the response condition for the renewable energy type is solar power, the execution information may include the solar power generation capacity, operating period, energy storage device capacity, and the average energy consumption per unit time (e.g., 1 day, 1 week, 1 month, etc.).

[0088] Next, a step (S106) may be performed in which the execution management unit (104) transmits an execution request to the user terminal (10), and the user terminal (10) receives execution information in response to the execution request and transmits the information to the execution management unit (104). In step S106, the execution management unit (104) may execute a virtual environment program based on the transmitted execution information to simulate a carbon market methodology according to the selected carbon market methodology information, and may generate simulation result information. Here, the simulation result information may mean a final result value that can be obtained through the execution of the carbon market methodology, and in particular, may include an expected greenhouse gas reduction amount, an expected carbon reduction amount, etc. That is, the simulation result information may indicate a result of a carbon market methodology performed under predetermined conditions.

[0089] At step S106, when the virtual environment program is executed, the expected greenhouse gas baseline emissions, expected activity greenhouse gas emissions, and expected greenhouse gas leakage are calculated, which can be used to calculate the expected greenhouse gas reduction amount.

[0090] In addition, in step S106, the execution management unit (104) can transmit simulation result information to the user terminal (10). Here, the user can check the simulation result information through the user terminal (10), and thus check the results of the carbon market methodology based on the conditions desired by the user. The user can select the simulation result information transmitted to the user terminal (10). Here, the user terminal (10) can generate a storage signal and transmit it to the execution management unit (104), and the execution management unit (104) can generate and store the selection result information including simulation result information, response conditions, execution information, etc. corresponding to the storage signal.

[0091] In addition, the execution management unit (104) can transmit the selection result information to the user terminal (10), and the user can check the selection result information through the user terminal (10) to confirm the carbon market methodology and conditions that can achieve the best results as a carbon market project.

[0092] Meanwhile, after checking the simulation result information transmitted to the user terminal (10), the user can input new response conditions into the user terminal (10) and transmit them to the condition management unit (103), and the execution management unit (104) can generate a new virtual environment program based on the carbon market methodology information corresponding to the selection signal and the new response conditions. The user can input new execution information for the execution management unit (104) for the new virtual environment program into the user terminal (10) and transmit it to the execution management unit (104). As a result, the execution management unit (104) can execute the new virtual environment program based on the received new execution information to simulate the selected carbon market methodology and generate new simulation result information.

[0093] Additionally, after confirming the simulation result information transmitted to the user terminal (10), the user can input new execution information into the user terminal (10) and transmit it to the execution management unit (104). Accordingly, the execution management unit (104) can simulate the selected carbon market methodology by executing a virtual environment program based on the received new execution information and generate new simulation result information.

[0094] As described above, users can generate and verify new simulation results using the modified response conditions and execution information. Users can modify response conditions and additional information until they obtain the optimal simulation results.

[0095] Next, a step (S107) may be performed in which the participation management unit (105) stores a plurality of related information, searches for related information corresponding to the simulation result information, and transmits the searched related information to the user terminal (10). Here, the related information may refer to information on stakeholders or interested parties (e.g., investors, equipment suppliers, project developers, etc.) related to the project according to the carbon market methodology. For example, when the carbon market methodology is a renewable energy methodology, the related information may include information on renewable energy suppliers, energy storage device suppliers, project investors, project developers, etc., and may include the amount of generators held by renewable energy suppliers, the amount of generator generation, etc., the amount of energy storage devices held by energy storage device suppliers, etc.

[0096] Additionally, at step S107, relevant information can be retrieved by considering the response conditions and execution information corresponding to the simulation results. For example, if the response condition is wind power, relevant information can be retrieved regarding business operators supplying wind power systems, project developers responsible for constructing and implementing wind power systems, and investors. This allows the user to identify various stakeholders or interested parties who can implement projects based on the carbon market methodology through the user terminal (10) and to contact these stakeholders to actually implement the carbon market project.

[0097] Meanwhile, in step S107, the participation management unit (105) can search for related information corresponding to the selection result information and transmit the searched related information to the user terminal (10). Here, the related information can be searched by considering the response conditions and execution information corresponding to the selection result information (i.e., simulation result information selected by the user from among the simulation result information and stored in the execution management unit (104).

[0098] In the carbon market project recommendation method according to the present embodiment, the selection guidance unit (102) can transmit a query to the user terminal (10) and receive a response from the user terminal (10) to conduct a conversation with the user. In addition, the selection guidance unit (102) can search for at least one carbon market methodology information stored in the recommendation information unit (101) based on the query and the response, and transmit the searched carbon market methodology information to the user terminal (10). The user can check and select the carbon market methodology information through the user terminal (10). Here, the user can input a response to the query by considering the current status and situation. Therefore, the carbon market project recommendation method according to the present embodiment allows the user to receive and select a carbon market methodology that fits the current status and situation.

[0099] In addition, in the carbon market project recommendation method according to the present embodiment, the condition management unit (103) may transmit resource conditions according to the carbon market methodology corresponding to the selected carbon market methodology information to the user terminal (10) and receive response conditions corresponding to the resource conditions from the user terminal (10). In addition, the execution management unit (104) may create a virtual environment program based on the carbon market methodology information and response conditions corresponding to each other, and receive execution information for executing the virtual environment program from the user terminal (10). In particular, the execution management unit (104) may simulate the carbon market methodology according to the selected carbon market methodology information by executing the virtual environment program based on the transmitted execution information, and may generate simulation result information. Here, various simulation result information may be generated by changing the execution information. In addition, the participation management unit (105) may search for related information corresponding to the selected result information selected from among the simulation result information, that is, information on stakeholders or interested companies for the carbon market project, and transmit the searched related information to the user terminal (10). Therefore, the carbon market project recommendation system (100) according to the present embodiment enables selection of an optimal prediction result by applying various conditions and data to a selected carbon market methodology, and enables recommendation of appropriate stakeholders and interested companies.

[0100] In addition, in the carbon market project recommendation method according to the present embodiment, the user can receive a recommendation for a carbon market methodology by inputting a response to a query into the user terminal (10), and can receive simulation result information on the carbon market methodology by inputting a response condition for the resource condition of the selected carbon market methodology and inputting execution information for a virtual environment program, and can prepare a carbon market project by receiving related information corresponding to the selected simulation result information through the user terminal (10). Therefore, the carbon market project recommendation method according to the present embodiment enables easy planning, design, and implementation of a carbon market project.

[0101] The functional operations described in this specification and the embodiments of the present subject matter can be implemented in digital electronic circuits, computer software, firmware, or hardware, or in a combination of one or more of these, including the structures disclosed herein and their structural equivalents.

[0102] Embodiments of the subject matter described herein may be implemented as one or more computer program products, i.e., one or more modules of computer program instructions encoded on a tangible program medium for execution by or controlling the operation of a data processing device. The tangible program medium may be a radio signal or a computer-readable medium. A radio signal is an artificially generated signal, such as a machine-generated electrical, optical, or electromagnetic signal, that is generated to encode information for transmission to a suitable receiver device for execution by a computer. The computer-readable medium may be a machine-readable storage device, a machine-readable storage substrate, a memory device, a combination of materials that affect a machine-readable radio signal, or a combination of one or more of these.

[0103] A computer program (also known as a program, software, software application, script or code) may be written in any programming language, including compiled or interpreted languages, a priori or procedural languages, and may be deployed in any form, including as a standalone program, a module, a component, a subroutine or other unit suitable for use in a computing environment.

[0104] Computer programs do not necessarily correspond to files in a file system. A program may be stored within a single file provided to the requested program, within multiple interacting files (e.g., a file storing one or more modules, subprograms, or portions of code), or within a file containing other programs or data (e.g., one or more scripts stored within a markup language document).

[0105] A computer program may be deployed to run on a single computer or on multiple computers located at a single site or distributed across multiple sites and interconnected by a communications network.

[0106] Additionally, the logical flow and structural block diagrams described herein describe corresponding functions and corresponding acts and / or specific methods supported by the disclosed structural means, and can also be used to construct corresponding software structures and algorithms and their equivalents.

[0107] The processes and logic flows described herein are executable by one or more programmable processors executing one or more computer programs to perform functions by operating on input data and generating output.

[0108] Processors suitable for executing computer programs include, for example, general-purpose and special-purpose microprocessors, as well as any one or more processors of any type of digital computer. Typically, the processor will receive instructions and data from read-only memory, random-access memory, or both.

[0109] The core elements of a computer are one or more memory devices for storing instructions and data, and a processor for executing instructions. Additionally, a computer will typically be coupled to or include one or more mass storage devices, such as magnetic, magneto-optical, or optical disks, to receive data from, transfer data to, or both of these operations. However, a computer need not include such devices.

[0110] This description presents the best mode of the invention and provides examples to illustrate the invention and to enable those skilled in the art to make and use the invention. The specification, as written, is not intended to limit the invention to the specific terms set forth.

[0111] Accordingly, while the present invention has been described in detail with reference to the examples described above, those skilled in the art will appreciate that modifications, variations, and variations can be made to the examples without departing from the scope of the present invention. In short, it is to be understood that to achieve the intended effects of the present invention, not all functional blocks depicted in the drawings must be separately included, nor must all sequences depicted in the drawings be followed in the exact order depicted. Even if this is not the case, the technical scope of the present invention as set forth in the claims may still be encompassed.

[0112] [Explanation of symbols]

[0113] 101: Carbon Market Project Recommendation System

[0114] 101: Recommended Information Department

[0115] 102: Selection Guide

[0116] 103: Condition Management Department

[0117] 104: Execution Management Department

[0118] 105: Participation Management Department

Claims

1. In a carbon market project recommendation system connected to a user terminal and a network, Recommended information section storing information on multiple carbon market methodologies; A selection guide unit that transmits a query to a user terminal, receives a response based on the query from the user terminal, searches for at least one carbon market methodology information based on the query and the response, and transmits the searched carbon market methodology information to the user terminal; A condition management unit that receives a selection signal according to the selection of carbon market methodology information from a user terminal, transmits resource conditions of carbon market methodology information corresponding to the selection signal to the user terminal, and receives response conditions corresponding to the resource conditions from the user terminal; An execution management unit that generates a virtual environment program based on mutually corresponding carbon market methodology information and response conditions, receives execution information from a user terminal, executes the virtual environment program based on the execution information, simulates the carbon market methodology, and generates simulation result information; and A carbon market project recommendation system characterized by including a participation management unit that stores a plurality of related information, searches for related information corresponding to simulation result information, and transmits the searched related information to a user terminal.

2. Carbon market methodology information includes the name of the carbon market methodology, carbon market methodology content, and related query terms. A carbon market project recommendation system characterized in that the recommendation information section extracts the carbon market methodology name and carbon market methodology content from a carbon collection methodology document, forms a table of contents from the carbon market methodology content, sorts the carbon market methodology content according to the table of contents, analyzes the carbon market methodology content to extract multiple key words, and generates and stores carbon market methodology information by generating related queries based on the key words.

3. In paragraph 1, When the user terminal transmits a non-selection signal to the selection guidance unit, the selection guidance unit transmits methodology registration guidance information to the user terminal that transmitted the non-selection signal, and receives registration information from the user terminal in the methodology registration guidance information. A carbon market project recommendation system characterized in that the selection guide section generates and verifies new carbon market methodology information by combining methodology registration guide information and registration information, and stores new carbon market methodology information that meets certain criteria in the recommendation information section as carbon market methodology information.

4. In paragraph 3, A carbon market project recommendation system characterized in that the selection guide unit transmits a verification completion signal to a user terminal that has transmitted registration information corresponding to new carbon market methodology information stored in the recommendation information unit, and the user terminal generates a selection signal corresponding to the new carbon market methodology information.

5. In paragraph 1, A carbon market project recommendation system characterized in that the execution management unit transmits simulation result information to a user terminal, receives a storage signal according to selection of simulation result information from the user terminal, and generates and stores selection result information including simulation result information, response conditions, and execution information corresponding to the storage signal.

6. In paragraph 5, A carbon market project recommendation system characterized in that the participation management unit searches for related information by considering response conditions and execution information corresponding to the selection result information, and transmits the searched related information to the user terminal.

7. In paragraph 1, A carbon market project recommendation system characterized in that when a virtual environment program is executed in the execution management department, expected greenhouse gas baseline emissions, expected activity greenhouse gas emissions, expected greenhouse gas leakage, and expected greenhouse gas reduction are calculated, and the expected greenhouse gas reduction is included in the simulation result information.

8. In paragraph 1, A carbon market project recommendation system characterized in that the relevant information includes information on stakeholders or interested parties related to the project according to the carbon market methodology.

9. A method for recommending a carbon market project using a carbon market project recommendation system that includes a recommendation information section, a selection guidance section, a condition management section, an execution management section, and a participation management section and is connected to a user terminal and a network. (a) a step of storing a plurality of carbon market methodology information in the recommendation information section; (b) A step in which the selection guide unit transmits a query to the user terminal and receives a response according to the query from the user terminal; (c) a step in which the selection guide searches for at least one carbon market methodology information based on the query and answer and transmits the searched carbon market methodology information to the user terminal; (d) a step in which the condition management unit receives a selection signal according to the selection of carbon market methodology information from the user terminal, transmits resource conditions of carbon market methodology information corresponding to the selection signal to the user terminal, and receives response conditions corresponding to the resource conditions from the user terminal; (e) a step where the execution management department creates a virtual environment program based on the corresponding carbon market methodology information and response conditions; (f) a step in which the execution management unit receives execution information from the user terminal and executes a virtual environment program based on the execution information to simulate the carbon market methodology and generate simulation result information; and (g) A method for recommending a carbon market project, characterized in that the participation management unit stores a plurality of pieces of related information, searches for related information corresponding to simulation result information, and transmits the searched related information to a user terminal.

10. In paragraph 9, Carbon market methodology information includes the name of the carbon market methodology, carbon market methodology content, and related query terms. (a) A carbon market project recommendation method characterized in that, in step (a), the recommendation information section extracts the carbon market methodology name and carbon market methodology content from the carbon collection methodology document, forms a table of contents from the carbon market methodology content, sorts the carbon market methodology content according to the table of contents, analyzes the carbon market methodology content to extract multiple key words, and generates and stores carbon market methodology information by generating related queries based on the key words.

11. In paragraph 9, At step (c), When the user terminal transmits a non-selection signal to the selection guidance unit, the selection guidance unit transmits methodology registration guidance information to the user terminal that transmitted the non-selection signal, and receives registration information from the user terminal in the methodology registration guidance information. A carbon market project recommendation method characterized in that the selection guide section generates and verifies new carbon market methodology information by combining methodology registration guide information and registration information, and stores new carbon market methodology information that meets certain criteria as carbon market methodology information in the recommendation information section.

12. In paragraph 11, (c) A carbon market project recommendation method characterized in that, in step (c), the selection guide unit transmits a verification completion signal to a user terminal that has transmitted registration information corresponding to new carbon market methodology information stored in the recommendation information unit, and the user terminal generates a selection signal corresponding to the new carbon market methodology information.

13. In paragraph 9, (f) In step (f), the execution management unit transmits simulation result information to a user terminal, receives a storage signal according to selection of simulation result information from the user terminal, and generates and stores selection result information including simulation result information, response conditions, and execution information corresponding to the storage signal. A carbon market project recommendation method.

14. In paragraph 13, (g) A method for recommending a carbon market project, characterized in that, in step (g), the participating management unit searches for related information by considering the response conditions and execution information corresponding to the selection result information, and transmits the searched related information to the user terminal.

15. In paragraph 9, (f) A method for recommending a carbon market project, characterized in that, when a virtual environment program is executed in the execution management department, expected greenhouse gas baseline emissions, expected activity greenhouse gas emissions, expected greenhouse gas leakage, and expected greenhouse gas reduction are calculated, and the expected greenhouse gas reduction is included in the simulation result information.

16. In paragraph 9, A method for recommending a carbon market project, characterized in that the relevant information includes information on stakeholders or interested parties involved in the project according to the carbon market methodology.

Images