Publications

LLM-CECM: A simulation framework for strategic generation behavior in coupled electricity-carbon markets

Renewable Energy 2026, Volume 273, Article 126139

A framework for simulating generation companies as language-model agents in coupled electricity-carbon markets, with adaptive decision frequency and counterfactual reasoning.

Yuheng Cheng, Yike Chen, Xiyuan Zhou, Xuning Tan, Xuanang Gui, Huan Zhao, Wenxuan Liu, Junhua Zhao.

Zero-Shot Strategic Bidding in Coupled Electricity-Carbon Markets via Dual-Layer Reasoning Generative Agents

IEEE PES APPEEC 2026, Singapore

A zero-shot bidder that separates physical cost calculation from strategic markup, using rule-based verification and recent market feedback without parameter updates.

Yike Chen, Yuheng Cheng, Xiyuan Zhou, Junhua Zhao.

Accepted and presented, August 2026. Proceedings not yet indexed.