Stable Relay Learning Optimization Approach for Fast Power System Production Cost Minimization Simulation

no code implementations • 19 Dec 2023 • Zishan Guo, Qinran Hu, Tao Qian, Xin Fang, Renjie Hu, Zaijun Wu

The proposed approach shows stable performance, reducing fluctuations by approximately 50% compared with IL.

Imitation Learning Reinforcement Learning (RL)

Electricity Price Prediction for Energy Storage System Arbitrage: A Decision-focused Approach

no code implementations • 30 Apr 2023 • Linwei Sang, Yinliang Xu, Huan Long, Qinran Hu, Hongbin Sun

So this paper proposes a decision-focused electricity price prediction approach for ESS arbitrage to bridge the gap from the downstream optimization model to the prediction model.

Decision Making Management

A Reliability-aware Multi-armed Bandit Approach to Learn and Select Users in Demand Response

no code implementations • 20 Mar 2020 • YingYing Li, Qinran Hu, Na Li

One challenge in the optimization and control of societal systems is to handle the unknown and uncertain user behavior.

Avg Thompson Sampling

Participation of an energy hub in electricity and heat distribution markets: An mpec approach

1 code implementation • IEEE Transactions on Smart Grid 2018 • Rui Li, Wei Wei, Shengwei Mei, Qinran Hu, Qiuwei Wu

A mathematic program with equilibrium constraints (MPEC) model is proposed to study the strategic behaviors of a profit-driven energy hub in the electricity market and heating market under the background of energy system integration.