Construction method, system and equipment of water-wind-light-storage complementary operation standard system and storage medium

Abstract

The invention discloses a construction method, system and equipment of a water-wind-light-storage complementary operation standard system, and a storage medium. The method comprises the following steps: constructing a three-dimensional standard model; carrying out keyword extraction and semantic association analysis on the existing standard through underlying analysis to obtain classification of technologies and functions, and generating a tree-shaped standard model according to the classification; comprising a basic standard layer, an application standard layer and a guide specification layer, and each layer is further divided into a plurality of functional modules; performing bidirectional fusion on the three-dimensional standard model and the tree-shaped standard model to finally form a composite architecture standard system; the method can be flexibly adjusted according to the operation requirements of the multi-energy system in different scenes, and has wide engineering applicability.

Description

Technical Field

[0001] This invention relates to the field of electronic information technology, specifically to a method, system, equipment, and storage medium for constructing a standard system for integrated operation of water, wind, solar, and energy storage. Background Technology

[0002] Currently, the operation of hydropower, wind power, solar power and energy storage has achieved initial results in technical research and engineering practice, but the relevant standard system is still incomplete and lacks unified, systematic and operable standard support. Specifically, it is manifested in the following aspects: (1) Fragmented standards and inconsistent system: Current national and industry standards are mostly for single energy forms (such as wind power, photovoltaic, hydropower and energy storage), and lack an integrated standard system for multi-energy coordinated control and dispatch. (2) Lack of operation coordination mechanism standards: Existing standards fail to fully reflect the coupling characteristics between multi-energy systems, such as power fluctuation coordination, energy management optimization, dynamic response complementarity and other key operation indicators. (3) Lack of scientific modeling process in standard formulation: Most existing standards have not adopted a systematic analysis and modeling method, and have problems such as strong experientiality, poor adaptability to promotion and lagging updates, which cannot meet the development needs of new power systems. (4) Unable to adapt to the operation needs of multiple scenarios: The operation mechanisms of hydropower, wind power, solar power and energy storage systems are different in different scenarios such as peak shaving and valley filling, isolated grid operation and source-load interaction, and the current standards have significant deficiencies in adaptability and scalability. Summary of the Invention

[0003] Purpose of the invention: The purpose of this invention is to provide a method, system, equipment, and storage medium for constructing a standard system for the complementary operation of water, wind, solar, and storage technologies, thereby solving the problems existing in the background technology.

[0004] Technical Solution: The present invention describes a method for constructing a water-wind-solar-storage complementary operation standard system, comprising the following steps: collecting existing standards to construct a three-dimensional standard model; extracting keywords and performing semantic association analysis on existing standards through low-level analysis to obtain the classification of technologies and functions, and generating a tree-like standard model based on the classification; including a basic standard layer, an application standard layer, and a guiding specification layer, each layer being further divided into multiple functional modules; and bidirectionally integrating the three-dimensional standard model and the tree-like standard model to finally form a composite architecture standard system.

[0005] Furthermore, the three-dimensional standard model is constructed as follows: Based on the coupling relationships and collaborative operation paths among heterogeneous energy units including hydropower, wind power, photovoltaic power generation, and energy storage systems, a functional model of a photovoltaic-storage multi-energy complementary system is constructed. The Analytic Hierarchy Process (AHP) is used to evaluate the various standard contents included in the standard system. The evaluation includes: analyzing the hierarchical role, importance, and implementation logic of each standard content within the standard system; prioritizing the standard contents based on the evaluation results to determine the standard development sequence and resource allocation plan; using logical reasoning based on the prioritization results to clarify the inherent logical relationships and connections between the standards; logical relationships include causal relationships and hierarchical dependencies; and eliminating conflicts and redundancies between standards based on the clarification results. The three-dimensional standard model includes dimensions of professional categories, operation and control links, and functional sequences.

[0006] Furthermore, the specific process of applying the Analytic Hierarchy Process (AHP) is as follows: Construct a hierarchical model, taking "scientific construction of a standard system" as the target layer, the action level as the criterion layer, and each specific standard content as the solution layer; construct a judgment matrix, and quantitatively evaluate the importance of each element in the criterion layer and each element in the solution layer relative to each element in the criterion layer through pairwise comparisons; calculate the weight vector and perform a consistency check to determine the relative weights of each element; based on the calculated comprehensive weights, prioritize each standard content in the solution layer.

[0007] Furthermore, logical reasoning methods include deductive reasoning and inductive reasoning.

[0008] Furthermore, eliminating conflicts and redundancies between standards includes: coordinating conflicting standards by modifying technical specifications or scope of application; and merging or eliminating redundant standards.

[0009] Further, the underlying analysis is as follows: National standards, industry norms, and group standards in key areas related to the complementary operation of hydropower, wind power, solar power, and energy storage are collected and organized; key information of the standards is extracted using a hybrid "rule + AI" approach; based on a large model or a fine-tuned NLP model, deep semantic extraction and relation mapping are performed on the standard content, and the text content is structured and stored as a standard knowledge base; relational graphs are used to represent the relationships between terms and technical items; based on the stored standard knowledge base, standards are divided according to different dimensions such as technical aspects, standard types, and operational scenarios.

[0010] Furthermore, the two-way integration achieves the connection between top-level goals and bottom-level standards through dimensional mapping and dynamic expansion mechanisms, supporting the updating of the standard system.

[0011] The present invention discloses a system for constructing a standard system for the complementary operation of hydropower, wind power, solar power, and energy storage, comprising: 3D Standards Module: Used to collect existing standards and construct 3D standard models; The underlying analysis module is used to extract keywords and perform semantic association analysis on existing standards to classify technologies and functions, and generate a tree-shaped standard model based on the classification. It includes a basic standard layer, an application standard layer, and a guiding specification layer, with each layer further divided into multiple functional modules. Fusion Module: Used to bidirectionally fuse the 3D standard model and the tree-structured standard model to ultimately form a composite architecture standard system.

[0012] Furthermore, in the three-dimensional standard module, the construction of the three-dimensional standard model is as follows: Based on the coupling relationship and collaborative operation path among heterogeneous energy units including hydropower, wind power, photovoltaic power generation, and energy storage systems, a functional model of a photovoltaic-storage multi-energy complementary system is constructed. The Analytic Hierarchy Process (AHP) is used to evaluate the various standard contents included in the standard system. The evaluation includes: analyzing the hierarchical role, importance, and implementation logic of each standard content within the standard system; prioritizing the various standard contents based on the evaluation results to determine the standard development sequence and resource allocation scheme; using logical reasoning methods based on the prioritization results to clarify the inherent logical relationships and connections between the various standards; logical relationships include causal relationships and hierarchical dependencies; and eliminating conflicts and redundancies between standards based on the clarification results. The three-dimensional standard model includes professional category dimensions, operation and control link dimensions, and functional sequence dimensions.

[0013] Furthermore, in the three-dimensional standard module, the specific process of applying the Analytic Hierarchy Process (AHP) is as follows: A hierarchical model is constructed, with "scientifically constructing a standard system" as the target layer, the action level as the criterion layer, and each specific standard content as the scheme layer; a judgment matrix is ​​constructed, and the importance of each element in the criterion layer and each element in the scheme layer relative to each element in the criterion layer is quantitatively evaluated through pairwise comparisons; a weight vector is calculated and a consistency check is performed to determine the relative weights of each element in each layer; based on the calculated comprehensive weights, the standard content of the scheme layer is prioritized.

[0014] Furthermore, in the three-dimensional standard module, logical reasoning methods include deductive reasoning and inductive reasoning.

[0015] Furthermore, in the three-dimensional standards module, conflicts and redundancies between standards are eliminated, including: for conflicting standards, coordination is achieved by modifying technical indicators or scope of application; for redundant standards, they are merged or eliminated.

[0016] Furthermore, in the underlying analysis module, the specific underlying analysis is as follows: National standards, industry norms, and group standards in important fields related to the complementary operation of hydropower, wind power, solar power, and energy storage are collected and organized; key information of the standards is extracted using a hybrid "rule + AI" method; based on a large model or a fine-tuned NLP model, deep semantic extraction and relation mapping are performed on the standard content, and the text content is structured and stored as a standard knowledge base; relational graphs are used to represent the relationships between terms and technical items; based on the stored standard knowledge base, standards are divided according to different dimensions such as technical aspects, standard types, and operational scenarios.

[0017] Furthermore, in the fusion module, the fusion architecture achieves the connection between the top-level goals and the underlying standards through dimensional mapping and dynamic expansion mechanisms, supporting the updating of the standard system.

[0018] An electronic device according to the present invention includes a memory and a processor. The memory stores a computer program, and the processor executes the program to implement the steps of the method.

[0019] The present invention discloses a computer-readable storage medium storing a computer program, which, when executed by a processor, implements the steps of the method.

[0020] Beneficial Effects: Compared with existing technologies, this invention has the following significant advantages: Strong Standard System Integrity: It integrates technical specifications for multiple energy forms, including hydropower, wind power, photovoltaics, and energy storage, constructing a unified and coordinated standard system. Scientific and Systematic Analysis Methods: Combining expert experience and data analysis, it achieves a combination of qualitative and quantitative methods, and collaborative advancement of top-level design and bottom-level modeling. Strong Adaptability: The standard system can be flexibly adjusted according to the operational needs of multi-energy systems in different scenarios, possessing broad engineering applicability; it also supports dynamic updates. Attached Figure Description

[0021] Figure 1 This is a schematic diagram of the overall principle of the present invention; Figure 2 This is the standard three-dimensional model of the present invention; Figure 3 This is the underlying analysis of the present invention. Detailed Implementation

[0022] The technical solution of the present invention will be further described below with reference to the accompanying drawings.

[0023] like Figure 1As shown, this embodiment of the invention provides a method for constructing a water-wind-solar-storage complementary operation standard system, including the following steps: collecting existing standards to construct a three-dimensional standard model; extracting keywords and performing semantic association analysis on existing standards through low-level analysis to obtain the classification of technologies and functions, and generating a tree-like standard model based on the classification; including a basic standard layer, an application standard layer, and a guiding specification layer, each layer is further divided into multiple functional modules; and bidirectionally integrating the three-dimensional standard model and the tree-like standard model to finally form a composite architecture standard system.

[0024] The construction of the three-dimensional standard model is as follows: Based on the coupling relationships and collaborative operation paths among heterogeneous energy units including hydropower, wind power, photovoltaic power generation, and energy storage systems, a functional model of a photovoltaic-storage multi-energy complementary system is constructed. The Analytic Hierarchy Process (AHP) is used to evaluate the various standard contents included in the standard system. The evaluation includes: analyzing the hierarchical role, importance, and implementation logic of each standard content within the standard system; prioritizing the standard contents based on the evaluation results to determine the standard development sequence and resource allocation plan; using logical reasoning based on the prioritization results to clarify the inherent logical relationships and connections between the standards; logical relationships include causal relationships and hierarchical dependencies; and eliminating conflicts and redundancies between standards based on the clarification results. The three-dimensional standard model includes dimensions of professional categories, operation and control links, and functional sequences.

[0025] The specific process of applying the Analytic Hierarchy Process (AHP) is as follows: Construct a hierarchical model, with "scientifically constructing a standard system" as the target layer, the hierarchical level of action as the criterion layer, and the specific standard contents as the solution layer; construct a judgment matrix, and quantitatively evaluate the importance of each element in the criterion layer and each element in the solution layer relative to each element in the criterion layer through pairwise comparisons; calculate the weight vector and perform a consistency check to determine the relative weights of elements in each layer; based on the calculated comprehensive weights, prioritize the standard contents of the solution layer. Logical reasoning methods include deductive reasoning and inductive reasoning.

[0026] Eliminating conflicts and redundancies among standards includes: coordinating conflicting standards by modifying technical specifications or scope of application; and merging or eliminating redundant standards.

[0027] The underlying analysis is as follows: National standards, industry norms, and group standards in key areas related to the complementary operation of hydropower, wind power, solar power, and energy storage are collected and organized. A hybrid approach of "rules + AI" is used to extract key information from the standards. Based on a large model or a fine-tuned NLP model, deep semantic extraction and relation mapping are performed on the standard content, and the text content is structured and stored as a standard knowledge base. Relationship graphs are used to represent the relationships between terms and technical items. Based on the stored standard knowledge base, standards are categorized according to different dimensions such as technical aspects, standard types, and operational scenarios.

[0028] The bidirectional integration achieves the alignment between top-level goals and bottom-level standards through dimensional mapping and dynamic expansion mechanisms, supporting the updating of the standard system. Dimensional mapping and dynamic expansion are specifically as follows: Dimensional mapping aims to bidirectionally associate and integrate the three-dimensional standard model (including professional category dimensions, operation and control link dimensions, and functional sequence dimensions) with the tree-like standard model generated from the underlying analysis (including the basic standard layer, application standard layer, and guidance and specification layer). Specific steps include: Establishing mapping rules: Defining the correspondence between each dimension of the three-dimensional model and each layer of the tree-like model. For example: Professional category dimensions (such as hydropower, wind power, photovoltaic power generation, energy storage systems, and grid operation) are mapped to technical modules in the underlying analysis (such as energy conversion and access, operation scheduling and control, etc.). Operation and control link dimensions (such as basic support, monitoring and forecasting, scheduling operation, market trading, and digital management) are mapped to relevant standards in the application standard layer and guidance and specification layer of the tree-like model. Functional sequence dimensions (such as information collection, state prediction, strategy optimization, execution control, monitoring and evaluation, and security assurance) are mapped to specific standard items in the basic standard layer and application standard layer. Generate a cross-mapping matrix: Utilize AI-assisted tools (such as natural language processing models) to automatically analyze standard content and construct a cross-mapping matrix, recording the association strength between 3D model elements and tree-structured model modules. For example, through semantic similarity calculation, keywords in the standard text are matched with 3D dimensional terms, and weights are assigned. Achieve bidirectional alignment: Based on the mapping matrix, perform bidirectional verification and adjustment: From top to bottom: Retrieve matching standards from the bottom-level standard library according to the needs of the 3D model, ensuring coverage of all dimensions. From bottom to top: When a new standard is added to the bottom level, it is automatically categorized into the corresponding position in the 3D model, and its consistency is verified through logical reasoning. Construct a standard graph: Visualize the mapping results as a dynamic standard graph, where nodes represent standard elements and edges represent the relationships between dimensions. This graph supports multi-dimensional navigation and retrieval; for example, users can query standards related to operational control processes by professional category.

[0029] Dynamic expansion allows the standards system to be updated as technology advances and scenarios change without requiring a complete system reconstruction. Specifically: Demand-driven updates: When new operational scenarios or technologies emerge, the system receives external demand input and automatically collects relevant new standards or revises existing standards through the underlying analysis module. For example, a hybrid "rule + AI" approach is used to extract key information from new standards and integrate it into the standards knowledge base. Model-driven adjustments: Based on the Analytic Hierarchy Process (AHP) and logical reasoning, the completeness and consistency of the standards system are periodically evaluated. If missing or conflicting information is found, the system automatically triggers an optimization process: For new standards, they are integrated into 3D and tree models through dimensional mapping, and the mapping matrix is ​​updated. For outdated standards, they are marked for revision or obsolescence, and a handling plan is determined through a democratic decision-making process (such as expert review).

[0030] This invention also provides a system for constructing a standard system for the complementary operation of hydropower, wind power, solar power, and energy storage, comprising: 3D Standards Module: Used to collect existing standards and construct 3D standard models; The underlying analysis module is used to extract keywords and perform semantic association analysis on existing standards to classify technologies and functions, and generate a tree-shaped standard model based on the classification. It includes a basic standard layer, an application standard layer, and a guiding specification layer, with each layer further divided into multiple functional modules. Fusion Module: Used to bidirectionally fuse the 3D standard model and the tree-structured standard model to ultimately form a composite architecture standard system.

[0031] The three-dimensional standard module involves constructing a three-dimensional standard model as follows: Based on the coupling relationships and collaborative operation paths among heterogeneous energy units including hydropower, wind power, photovoltaic power generation, and energy storage systems, a functional model of a photovoltaic-storage multi-energy complementary system is constructed. The Analytic Hierarchy Process (AHP) is used to evaluate the various standard contents included in the standard system. The evaluation includes: analyzing the hierarchical role, importance, and implementation logic of each standard content within the standard system; prioritizing the standard contents based on the evaluation results to determine the standard development sequence and resource allocation plan; using logical reasoning based on the prioritization results to clarify the inherent logical relationships and connections between the standards; logical relationships include causal relationships and hierarchical dependencies; and eliminating conflicts and redundancies between standards based on the clarification results. The three-dimensional standard model includes dimensions of professional categories, operation and control links, and functional sequences. Furthermore, in the three-dimensional standard module, the specific process of applying the Analytic Hierarchy Process (AHP) is as follows: A hierarchical model is constructed, with "scientifically constructing a standard system" as the target layer, the action level as the criterion layer, and each specific standard content as the scheme layer; a judgment matrix is ​​constructed, and the importance of each element in the criterion layer and each element in the scheme layer relative to each element in the criterion layer is quantitatively evaluated through pairwise comparisons; a weight vector is calculated and a consistency check is performed to determine the relative weights of each element in each layer; based on the calculated comprehensive weights, the standard content of the scheme layer is prioritized.

[0032] In the three-dimensional standard module, logical reasoning methods include deductive reasoning and inductive reasoning.

[0033] In the three-dimensional standards module, conflicts and redundancies between standards are eliminated, including: for conflicting standards, coordination is achieved by modifying technical specifications or scope of application; for redundant standards, they are merged or eliminated.

[0034] In the underlying analysis module, the specific underlying analysis is as follows: National standards, industry norms, and group standards in important fields related to the complementary operation of hydropower, wind power, solar power, and energy storage are collected and organized; key information of the standards is extracted using a hybrid "rule + AI" method; based on a large model or a fine-tuned NLP model, deep semantic extraction and relation mapping are performed on the standard content, and the text content is structured and stored as a standard knowledge base; relational graphs are used to represent the relationships between terms and technical items; based on the stored standard knowledge base, standards are divided according to different dimensions such as technical aspects, standard types, and operational scenarios.

[0035] The converged architecture achieves the connection between top-level goals and underlying standards through dimensional mapping and dynamic expansion mechanisms, and supports the updating of the standard system.

[0036] This invention also provides an electronic device, including a memory and a processor, wherein the memory stores a computer program, and the processor executes the program to implement the steps of the method.

[0037] This invention also provides a computer-readable storage medium storing a computer program that, when executed by a processor, implements the steps of the method.

Claims

1. A method for constructing a standard system for the complementary operation of hydropower, wind power, solar power, and energy storage, characterized in that, Includes the following steps: The existing standards are collected to construct a three-dimensional standard model; through low-level analysis, keywords are extracted from the existing standards and semantic association analysis is performed to classify the technologies and functions, and a tree-like standard model is generated based on the classification; including a basic standard layer, an application standard layer, and a guiding specification layer, each layer is further divided into multiple functional modules; the three-dimensional standard model and the tree-like standard model are bidirectionally integrated to finally form a composite architecture standard system.

2. The method for constructing a water-wind-solar-storage complementary operation standard system according to claim 1, characterized in that, The construction of the three-dimensional standard model is as follows: Based on the coupling relationships and collaborative operation paths among heterogeneous energy units including hydropower, wind power, photovoltaic power generation, and energy storage systems, a functional model of a photovoltaic-storage multi-energy complementary system is constructed. The Analytic Hierarchy Process (AHP) is used to evaluate the various standard contents included in the standard system. The evaluation includes: analyzing the hierarchical role, importance, and implementation logic of each standard content within the standard system; prioritizing the standard contents based on the evaluation results to determine the standard development sequence and resource allocation scheme; using logical reasoning methods based on the prioritization results to clarify the inherent logical relationships and connections between the standards; logical relationships include causal relationships and hierarchical dependencies; and eliminating conflicts and redundancies between standards based on the clarification results. The three-dimensional standard model includes dimensions of professional categories, operation and control links, and functional sequences.

3. The method for constructing a water-wind-solar-storage complementary operation standard system according to claim 2, characterized in that, The specific process of applying the Analytic Hierarchy Process (AHP) is as follows: Construct a hierarchical structure model, with "scientific construction of a standard system" as the target layer, the level of action as the criterion layer, and the specific standard contents as the scheme layer; Construct a judgment matrix and quantify the importance of each element in the criterion layer and each element in the scheme layer relative to each element in the criterion layer by comparing them pairwise. Calculate the weight vector and perform a consistency check to determine the relative weights of elements in each layer; Based on the calculated comprehensive weights, the various standard contents of the scheme layer are prioritized.

4. The method for constructing a water-wind-solar-storage complementary operation standard system according to claim 2, characterized in that, Logical reasoning methods include deductive reasoning and inductive reasoning.

5. The method for constructing a water-wind-solar-storage complementary operation standard system according to claim 2, characterized in that, Eliminating conflicts and redundancies among standards includes: coordinating conflicting standards by modifying technical specifications or scope of application; and merging or eliminating redundant standards.

6. The method for constructing a water-wind-solar-storage complementary operation standard system according to claim 1, characterized in that, The underlying analysis is as follows: National standards, industry norms, and group standards in key areas related to the complementary operation of hydropower, wind power, solar power, and energy storage are collected and organized. A hybrid "rule + AI" approach is used to extract key information from the standards. Based on a large model or a fine-tuned NLP model, deep semantic extraction and relation mapping are performed on the standard content, and the text content is structured and stored as a standard knowledge base. Relationship graphs are used to represent the relationships between terms and technical items. Based on the stored standard knowledge base, standards are categorized according to different dimensions such as technical aspects, standard types, and operational scenarios.

7. The method for constructing a water-wind-solar-storage complementary operation standard system according to claim 1, characterized in that, Two-way integration achieves the connection between top-level goals and bottom-level standards through dimensional mapping and dynamic expansion mechanisms, supporting the updating of the standard system.

8. A system for constructing a standard system for the complementary operation of hydropower, wind power, solar power, and energy storage, characterized in that, include: 3D Standards Module: Used to collect existing standards and construct 3D standard models; The underlying analysis module is used to extract keywords and perform semantic association analysis on existing standards to classify technologies and functions, and generate a tree-shaped standard model based on the classification. It includes a basic standards layer, an application standards layer, and a guidance and specification layer, with each layer further divided into multiple functional modules; Fusion module: Used to bidirectionally fuse the 3D standard model and the tree-structured standard model to ultimately form a composite architecture standard system.

9. The system for constructing a water-wind-solar-storage complementary operation standard system according to claim 8, characterized in that, In the three-dimensional standard module, the construction of the three-dimensional standard model is as follows: Based on the coupling relationship and collaborative operation path among heterogeneous energy units including hydropower, wind power, photovoltaic power generation, and energy storage systems, a functional model of a photovoltaic-storage multi-energy complementary system is constructed. The Analytic Hierarchy Process (AHP) is used to evaluate the various standard contents included in the standard system. The evaluation includes: analyzing the hierarchical role, importance, and implementation logic of each standard content in the standard system; prioritizing the various standard contents based on the evaluation results to determine the standard development sequence and resource allocation scheme; using logical reasoning methods based on the prioritization results to sort out the inherent logical relationships and connections between the various standards; logical relationships include causal associations and hierarchical dependencies; and eliminating conflicts and redundancies between standards based on the sorting results. The three-dimensional standard model includes professional category dimensions, operation and control link dimensions, and functional sequence dimensions.

10. The system for constructing a water-wind-solar-storage complementary operation standard system according to claim 9, characterized in that, In the three-dimensional standard module, the specific process of using the Analytic Hierarchy Process (AHP) is as follows: Construct a hierarchical structure model, taking "scientific construction of a standard system" as the target layer, the level of action as the criterion layer, and the specific standard contents as the scheme layer; Construct a judgment matrix and quantify the importance of each element in the criterion layer and each element in the scheme layer relative to each element in the criterion layer by comparing them pairwise. Calculate the weight vector and perform a consistency check to determine the relative weights of elements in each layer; Based on the calculated comprehensive weights, the various standard contents of the scheme layer are prioritized.

11. The system for constructing a standard system for complementary operation of hydropower, wind power, solar power, and energy storage as described in claim 9, characterized in that, In the three-dimensional standard module, logical reasoning methods include deductive reasoning and inductive reasoning.

12. The system for constructing a standard system for complementary operation of hydropower, wind power, solar power, and energy storage as described in claim 9, characterized in that, In the three-dimensional standards module, conflicts and redundancies between standards are eliminated, including: for conflicting standards, coordination is achieved by modifying technical specifications or scope of application; for redundant standards, they are merged or eliminated.

13. The system for constructing a water-wind-solar-storage complementary operation standard system according to claim 8, characterized in that, In the underlying analysis module, the specific underlying analysis is as follows: National standards, industry norms, and group standards in important fields related to the complementary operation of hydropower, wind power, solar power, and energy storage are collected and organized; key information of the standards is extracted using a hybrid "rule + AI" method; based on a large model or a fine-tuned NLP model, deep semantic extraction and relation mapping are performed on the standard content, and the text content is structured and stored as a standard knowledge base; relational graphs are used to represent the relationships between terms and technical items; based on the stored standard knowledge base, standards are divided according to different dimensions such as technical aspects, standard types, and operational scenarios.

14. The method for constructing a water-wind-solar-storage complementary operation standard system according to claim 8, characterized in that, In the fusion module, the fusion architecture achieves the connection between the top-level goals and the underlying standards through dimensional mapping and dynamic expansion mechanisms, and supports the updating of the standard system.

15. An electronic device, characterized in that, It includes a memory and a processor, the memory storing a computer program, and the processor executing the program to implement the steps of the method according to claims 1-7.

16. A computer-readable storage medium, characterized in that, The device contains a computer program that, when executed by a processor, implements the steps of the method described in claims 1-7.

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