Deep Reinforcement Learning for Strategic Bidding in Electricity Markets

Yujian Ye, Dawei Qiu, Mingyang Sun, +2

IEEE Transactions on Smart Grid

Artificial IntelligenceBenchmark Rl MethodsPower MarketEngineeringMachine Learning +12

Model-Free Real-Time Autonomous Control for a Residential Multi-Energy System Using Deep Reinforcement Learning

Yujian Ye, Dawei Qiu, Xiaodong Wu, +2

IEEE Transactions on Smart Grid

EngineeringDeep Reinforcement LearningSmart GridEnergy ManagementEnergy Efficiency +11

Scalable coordinated management of peer-to-peer energy trading: A multi-cluster deep reinforcement learning approach

Dawei Qiu, Yujian Ye, Dimitrios Papadaskalopoulos, +1

Applied Energy

Multi-cluster Deep ReinforcementEngineeringDeep Reinforcement LearningData ScienceEnergy Management +7

A Scalable Privacy-Preserving Multi-Agent Deep Reinforcement Learning Approach for Large-Scale Peer-to-Peer Transactive Energy Trading

Yujian Ye, Yi Tang, Huiyu Wang, +2

IEEE Transactions on Smart Grid

A Deep Reinforcement Learning Method for Pricing Electric Vehicles With Discrete Charging Levels

Dawei Qiu, Yujian Ye, Dimitrios Papadaskalopoulos, +1

IEEE Transactions on Industry Applications

EngineeringMachine LearningIncluding Vehicle-to-gridEducationReinforcement Learning (Educational Psychology) +16

Multi-Agent Deep Reinforcement Learning for Coordinated Energy Trading and Flexibility Services Provision in Local Electricity Markets

Yujian Ye, Dimitrios Papadaskalopoulos, Quan Yuan, +2

IEEE Transactions on Smart Grid

Clustering-Based Residential Baseline Estimation: A Probabilistic Perspective

Mingyang Sun, Yi Wang, Fei Teng, +3

IEEE Transactions on Smart Grid

EngineeringMachine LearningProbabilistic PerspectiveData ScienceDr Trials +15

A novel non-intrusive load monitoring method based on ResNet-seq2seq networks for energy disaggregation of distributed energy resources integrated with residential houses

Yuanshi Zhang, Wenyan Qian, Yujian Ye, +4

Applied Energy

Electrical EngineeringEnergy DisaggregationEngineeringSmart GridEnergy Management +9

Computationally Efficient Pricing and Benefit Distribution Mechanisms for Incentivizing Stable Peer-to-Peer Energy Trading

Jing Li, Yujian Ye, Dimitrios Papadaskalopoulos, +1

IEEE Internet of Things Journal

Benefit Distribution MechanismsEngineeringGame TheoryEnergy TradingMarket Equilibrium Computation +18

Safe Deep Reinforcement Learning for Microgrid Energy Management in Distribution Networks With Leveraged Spatial–Temporal Perception

Yujian Ye, Hongru Wang, Peiling Chen, +2

IEEE Transactions on Smart Grid