CN-121980891-A - New energy system design scheme generation method, device, equipment and product
Abstract
The application relates to the technical field of artificial intelligence and discloses a method, a device, equipment and a product for generating a new energy system design scheme, wherein the method for generating the new energy system design scheme comprises the steps of obtaining the design requirement of the new energy system; and inputting the design prompt content into the first large language model to drive the first large language model to generate a new energy system design scheme, so that the new energy system design efficiency is improved.
Inventors
- Lu Chenpeng
Assignees
- 阳光电源股份有限公司
Dates
- Publication Date
- 20260505
- Application Date
- 20241031
Claims (17)
- 1. The method for generating the new energy system design scheme is characterized by comprising the following steps: Acquiring the design requirement of a new energy system; constructing design prompt content based on the design requirement; inputting the design prompt content into a first large language model, and driving the first large language model to generate a design scheme of the new energy system.
- 2. The method of claim 1, wherein the step of constructing design hints content based on the design requirements comprises: Inputting the design requirement into a second large language model, and driving the second large language model to extract design parameters in the design requirement; Determining a design template of the new energy system according to the design parameters; and constructing the design prompt content based on the design requirement and the design template.
- 3. The method of claim 2, wherein the step of determining a design template for the new energy system based on the design parameters comprises: converting the design parameters into feature vectors through a semantic embedding model; And determining the design templates according to the similarity between the feature vectors and the feature vectors of all preset design templates in a new energy system design template database.
- 4. The method of claim 3, wherein after the step of inputting the design requirement into a second large language model and driving the second large language model to extract design parameters in the design requirement, further comprising: Constructing an equipment library according to the design parameters; And constructing the design prompt content according to the equipment library, the design template, the design parameters and the system prompt content.
- 5. The method of claim 4, wherein the step of building a library of devices based on the design parameters comprises: Extracting device parameters from the design parameters; converting the equipment parameters into equipment feature vectors through a semantic embedding model; determining similar equipment parameters according to the similarity between the equipment feature vectors and preset equipment feature vectors of all preset equipment parameters in an equipment parameter vector database; And constructing the equipment library according to the similar equipment parameters.
- 6. The method of claim 3, wherein after the step of inputting the design requirement into a second large language model and driving the second large language model to extract design parameters in the design requirement, further comprising: Acquiring feedback prompt contents, wherein the feedback prompt contents are null values or constructed contents according to the output result of the previous large language model; and constructing the design prompt content according to the feedback prompt content, the equipment library, the design template, the design parameters and the system prompt content.
- 7. The method of any one of claims 1 to 6, wherein the step of inputting the design hint content into a first large language model, and driving the first large language model to generate the design solution of the new energy system further comprises: simulating the new energy system design scheme by adopting a new energy system simulation tool to obtain a simulation result; and determining a final new energy system design scheme based on the simulation result.
- 8. The method of claim 7, wherein after the step of simulating the new energy system design using a new energy system simulation tool to obtain a simulation result, further comprising: acquiring user feedback information aiming at the new energy system design scheme and the simulation result; and determining the final new energy system design scheme according to the simulation result and/or the user feedback information.
- 9. The method of claim 8, wherein determining the final new energy system design from the simulation results and/or the user feedback information comprises: determining that the new energy system design scheme meets the design requirement according to the simulation result and/or the user feedback information, and determining that the new energy system design scheme is a final new energy system design scheme; And determining that the new energy system design scheme does not meet the design requirement according to the simulation result and/or the user feedback information, generating a new energy system design scheme, and determining that the new energy system design scheme is the final new energy system design scheme when the new energy system design scheme meets the design requirement.
- 10. The method of claim 9, wherein the generating a new energy system design comprises: Determining a solution corresponding to error information, wherein the error information is information generated in the new energy system design simulation process; constructing new feedback prompt contents according to the simulation result and the solution, or constructing new feedback prompt contents according to the simulation result, the solution and the user feedback information; Updating the design prompt content by adopting the new feedback prompt content; and inputting the updated design prompt content into the first large language model to generate a new energy system design scheme.
- 11. The method of claim 10, wherein the determining the solution for the error information comprises: Converting the error information into an error information feature vector through a semantic embedding model; and determining the solution corresponding to the error information according to the similarity between the error information feature vector and the preset error information feature vector corresponding to each preset solution in the simulation tool knowledge base.
- 12. The method of claim 9, wherein the method further comprises: when the simulation information is that simulation is passed and user feedback information is not received, determining that the new energy system design scheme meets the design requirement; And when the simulation information is simulation failure and/or user feedback information is received, determining that the design scheme of the new energy system does not meet the design requirement.
- 13. The method for generating the new energy system design scheme is characterized by comprising the following steps: Inputting design requirements in a content editing area of a new energy system design interface; Responding to the triggering operation of a design scheme generating component of the new energy system design interface to generate a design scheme of the new energy system; and displaying the design scheme of the new energy system in a result display area of the new energy system design interface.
- 14. A new energy system design generation device, the device comprising: the acquisition module is used for acquiring the design requirement of the new energy system; The construction module is used for constructing design prompt contents based on the design requirements; The generating module is used for inputting the design prompt content into a first large language model and driving the first large language model to generate the design scheme of the new energy system.
- 15. The apparatus of claim 14, wherein the apparatus further comprises: The simulation module is used for simulating the new energy system design scheme by adopting a new energy system simulation tool to obtain a simulation result; And the determining module is used for determining a final new energy system design scheme based on the simulation result.
- 16. An electronic device, characterized in that the device comprises a memory, a processor and a computer program stored on the memory and executable on the processor, the computer program being configured to implement the steps of the method for generating a new energy system design according to any one of claims 1 to 13.
- 17. A computer program product, characterized in that the computer program product comprises a computer program which, when executed by a processor, implements the steps of the method of generating a new energy system design as claimed in any one of claims 1 to 13.
Description
New energy system design scheme generation method, device, equipment and product Technical Field The application relates to the technical field of artificial intelligence, in particular to a method, a device, equipment and a product for generating a new energy system design scheme. Background With the urgent global demand for renewable energy sources, new energy sources are widely utilized as a renewable resource with great potential, and in this process, the economy of new energy sources needs to be considered, and the design of an accurate and efficient new energy system is a key link for realizing the economy of new energy sources. In the related art, a series of new energy system design software is developed, and the new energy system design software provides a powerful tool platform for designers and provides convenience for the design of new energy systems. However, when using these new energy system design software to design a new energy system, a user needs to manually input a series of design parameters, including but not limited to geographic coordinates, meteorological conditions, and specific configuration parameters of a photovoltaic power station, such as a photovoltaic module type, an installation angle, an inverter specification, etc., which affect the design efficiency of the new energy system because the user needs to take a long time to select and test errors in the design parameters. Disclosure of Invention The application mainly aims to provide a method, a device, equipment and a product for generating a new energy system design scheme, aiming at improving the design efficiency of a new energy system. In order to achieve the above object, the present application provides a method for generating a new energy system design scheme, the method comprising: Acquiring the design requirement of a new energy system; Constructing design prompt content based on design requirements; Inputting the design prompt content into a first large language model, and driving the first large language model to generate a design scheme of the new energy system. In one embodiment, the step of constructing the design hint content based on the design requirements includes: Inputting the design requirement into a second large language model, and driving the second large language model to extract design parameters in the design requirement; Determining a design template of the new energy system according to the design parameters; And constructing design prompt contents based on the design requirements and the design templates. In one embodiment, the step of determining the design template of the new energy system according to the design parameters includes: converting design parameters into feature vectors through a semantic embedding model; And determining the design templates according to the similarity between the feature vectors and the feature vectors of all preset design templates in the new energy system design template database. In one embodiment, the step of inputting the design requirement into the second large language model and driving the second large language model to extract the design parameters in the design requirement further comprises: Constructing an equipment library according to the design parameters; and constructing design prompt contents according to the equipment library, the design template, the design parameters and the system prompt contents. In one embodiment, the step of building the library of devices according to the design parameters includes: extracting device parameters from the design parameters; converting the device parameters into device feature vectors through a semantic embedding model; determining similar equipment parameters according to the similarity between the equipment feature vectors and the preset equipment feature vectors of all preset equipment parameters in the equipment parameter vector database; And constructing a device library according to the similar device parameters. In one embodiment, the step of inputting the design requirement into the second large language model and driving the second large language model to extract the design parameters in the design requirement further comprises: Acquiring feedback prompt contents, wherein the feedback prompt contents are null values or constructed contents according to the output result of the last first large language model; And constructing design prompt contents according to the feedback prompt contents, the equipment library, the design template, the design parameters and the system prompt contents. In an embodiment, after the step of inputting the design prompt content into the first large language model and driving the first large language model to generate the design scheme of the new energy system, the method further includes: Simulating a new energy system design scheme by adopting a new energy system simulation tool to obtain a simulation result; and determining a final new energy system design scheme base