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Shaoliang Yang

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#large language models Open access Sep 2026

Large language models as optimization controllers: Adaptive continuation for SIMP topology optimization

We present a framework in which a large language model (LLM) acts as a state-conditioned software control layer for solid isotropic material with penalization (SIMP) topology optimization, selecting continuation parameters from the current solver state rather than a fixed open-loop schedule. Every k th iteration, the L...

Shaoliang Yang, Jun Wang, Yunsheng Wang · 0 citations

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