2026 PESGM
Fine-Tuning LLMs to Generate Economical and Reliable Actions for the Power Grid
A fine-tuning framework for language models that generate corrective power-grid actions while balancing cost and reliability.
Research
04 / Research direction
Power Systems Applications
Power-system testbeds for studying learning, optimization, reliability, market participation, and control.
These projects use power systems as a concrete domain where uncertainty, constraints, and model reliability matter immediately.
Papers
Related work in this direction
5 papers connected to this topic.
2026 PESGM
Carbon-aware Market Participation for Building Energy Management Systems
A data-driven market-participation study for building energy systems that weighs energy cost against carbon emissions.
2026 HICSS
NEO-Grid: A Neural Approximation Framework for Optimization and Control in Distribution Grids
A neural digital-twin approach for approximating distribution-grid physics while keeping optimization and control tractable.
2025 TPEC
BOOST: Microgrid Sizing using Ordinal Optimization
A microgrid sizing study using ordinal optimization to search design alternatives efficiently.
2024 NAPS
Should We Use Model-Free or Model-Based Control? A Case Study of Battery Control
A case study comparing model-free and model-based control choices for battery control problems.