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Image Credit: Arxiv

Generative Reliability-Based Design Optimization Using In-Context Learning Capabilities of Large Language Models

  • Large Language Models (LLMs) have in-context learning capabilities for reasoning, problem-solving, and pattern recognition.
  • A generative design method is proposed that combines LLMs with metaheuristic algorithms for reliability-based design optimization.
  • Reliability analysis is performed using LLMs and Kriging surrogate modeling to reduce computational burden.
  • Experimental results demonstrate the effectiveness of the proposed approach in identifying feasible solutions.

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