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Large-language-model-driven multiple algorithm evolution for network-constrained unit commitment model reduction

delete2026-09-01
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PRE
AI
Y
Yanhong Liu
X
Xinfei Yan
Y
Yuanliang Qian
H
Hongxu Huang
钟
钟海旺 (Haiwang Zhong) *
C
Chongqing Kang
DOI:10.1016/j.apenergy.2026.128745delete
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Abstract

Abstract

En 中文
• An LLM-driven multiple algorithm evolution method is developed for the NCUC model reduction. • Code repair strategies and domain-specific knowledge embedding are incorporated to enhance the algorithm evolution method. • Existing NCUC model reduction algorithms are systematically combined with LLMs to improve generalization, accuracy and computational efficiency. • The infeasible solution repair algorithm is integrated to ensure solution feasibility after model reduction.

Journal

Applied Energy cover
Applied Energy
IF:
11
Papers:
2.6W
Citations:
20.2W

Organization

T
Tsinghua University
Scholars:
8.7K
Papers: 3.0K
Citations: 378
Cited Papers

Cited Papers

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