Deep reinforcement learning based model-free optimization for unit commitment against wind power uncertainty

An adaptive deep-learning load forecasting framework by integrating transformer and domain knowledge

(2023) Jiaxin Gao et al.   Advances in Applied Energy

Energy-efficient AI-based Control of Semi-closed Greenhouses Leveraging Robust Optimization in Deep Reinforcement Learning

(2022) Akshay Ajagekar et al.   Advances in Applied Energy

Dynamic energy dispatch strategy for integrated energy system based on improved deep reinforcement learning

(2021) Ting Yang et al.   ENERGY

A deep reinforcement learning method for managing wind farm uncertainties through energy storage system control and external reserve purchasing

(2020) J.J. Yang et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Combined heat and power system intelligent economic dispatch: A deep reinforcement learning approach

(2020) Suyang Zhou et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Power system planning with increasing variable renewable energy: A review of optimization models

(2019) Xu Deng et al.   JOURNAL OF CLEANER PRODUCTION

On the complexity of the Unit Commitment Problem

(2018) Pascale Bendotti et al.   ANNALS OF OPERATIONS RESEARCH

Distributed Economic Dispatch in Microgrids Based on Cooperative Reinforcement Learning

(2018) Weirong Liu et al.   IEEE Transactions on Neural Networks and Learning Systems

Robust hydrothermal unit commitment: A mixed-integer linear framework

(2018) Seyed-Ehsan Razavi et al.   ENERGY

Stochastic Optimization for Unit Commitment—A Review

(2015) Qipeng P. Zheng et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

Solving two-stage robust optimization problems using a column-and-constraint generation method

(2013) Bo Zeng et al.   OPERATIONS RESEARCH LETTERS

A Stochastic Optimization Formulation of Unit Commitment With Reliability Constraints

(2013) Peng Xiong et al.   IEEE Transactions on Smart Grid

Robust Unit Commitment With Wind Power and Pumped Storage Hydro

(2011) Ruiwei Jiang et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

MATPOWER: Steady-State Operations, Planning, and Analysis Tools for Power Systems Research and Education

(2010) Ray Daniel Zimmerman et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

Natural Actor-Critic

(2008) Jan Peters et al.   NEUROCOMPUTING