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Applied Energy· 2026Q1

LLM-assisted semantic scenario editing and constraint-aware capped stable fixing for renewable-rich SCUC acceleration

Wenhu Tang, Zeng Ruochen, Tong Qian, Wanfang Huang et al.

Short summary

A new framework uses LLMs to translate qualitative operating descriptions into structured power system scenarios and employs Constraint-aware Capped Stable Fixing (CCSF) to accelerate Security-Constrained Unit Commitment (SCUC) by up to 5.16x with minimal objective difference (0.42%).

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Field: Hardware and Architecture

Hardware and ArchitectureComputer Science