Design scheme generation method and device, and related equipment

By receiving text instructions and using diffusion models and knowledge graphs to generate design schemes, the problems of low efficiency and poor quality in traditional industrial design are solved, and design schemes that meet engineering specifications are generated efficiently.

CN122197571APending Publication Date: 2026-06-12DATONG ELECTRIC LOCOMOTIVE OF NCR
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Patent Information

Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
DATONG ELECTRIC LOCOMOTIVE OF NCR
Filing Date
2026-03-09
Publication Date
2026-06-12

AI Technical Summary

Technical Problem

Traditional industrial design relies on manual modeling, which is time-consuming. Generative models lack professional knowledge embedding in the locomotive field, and the generated results are difficult to meet engineering feasibility and industry standards, resulting in low design efficiency and poor quality.

Method used

By receiving text instructions, the system uses a diffusion model combined with a knowledge graph to generate design solutions, including multi-stage sampling and perspective verification, to ensure that the generated results meet engineering specifications and user requirements.

Benefits of technology

It improves the quality and efficiency of industrial design, and the generated design solutions meet industry standards and have high controllability and engineering feasibility.

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Abstract

The present disclosure provides a design scheme generation method and device and related equipment, relating to the technical field of machine learning. The above method comprises: receiving a text instruction of a user, and extracting a first design element from the text instruction; obtaining a knowledge graph, and retrieving engineering specification information from the knowledge graph based on the first design element; generating a constraint condition corresponding to the text instruction based on the engineering specification information; and generating a design scheme corresponding to the text instruction by using a diffusion model based on the first design element and the constraint condition. Through the above technical means, the problems of low efficiency and poor quality of the design scheme generated by the large model in the related art are solved.
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