6 citations · 8 across the 7 of their papers we have counts for
7 papers
Safe Decentralized Operation of EV Virtual Power Plant with Limited Network Visibility via Multi-Agent Reinforcement Learning
Chenghao Huang, Jiarong Fan, Weiqing Wang +1
As power systems advance toward net-zero targets, behind-the-meter renewables are driving rapid growth in distributed energy resources (DERs). Virtual power plants (VPPs) increasin…
Plug-In Classification of Drift Functions in Diffusion Processes Using Neural Networks
Yuzhen Zhao, Jiarong Fan, Yating Liu
We study supervised multiclass classification for diffusion processes, where each class is characterized by a distinct drift function and trajectories are observed at discrete time…
Weighted Conformal Prediction Provides Adaptive and Valid Mask-Conditional Coverage for General Missing Data Mechanisms
Jiarong Fan, Juhyun Park. Thi Phuong Thuy Vo, Nicolas Brunel
Conformal prediction (CP) offers a principled framework for uncertainty quantification, but it fails to guarantee coverage when faced with missing covariates. In addressing the het…
Agent-Based Decentralized Energy Management of EV Charging Station with Solar Photovoltaics via Multi-Agent Reinforcement Learning
Jiarong Fan, Chenghao Huang, Hao Wang
In the pursuit of energy net zero within smart cities, transportation electrification plays a pivotal role. The adoption of Electric Vehicles (EVs) keeps increasing, making energy…
Safety-Aware Reinforcement Learning for Electric Vehicle Charging Station Management in Distribution Network
Jiarong Fan, Ariel Liebman, Hao Wang
The increasing integration of electric vehicles (EVs) into the grid can pose a significant risk to the distribution system operation in the absence of coordination. In response to…
Deep Reinforcement Learning for Community Battery Scheduling under Uncertainties of Load, PV Generation, and Energy Prices
Jiarong Fan, Hao Wang
In response to the growing uptake of distributed energy resources (DERs), community batteries have emerged as a promising solution to support renewable energy integration, reduce p…
MARL for Decentralized Electric Vehicle Charging Coordination with V2V Energy Exchange
Jiarong Fan, Hao Wang, Ariel Liebman
Effective energy management of electric vehicle (EV) charging stations is critical to supporting the transport sector's sustainable energy transition. This paper addresses the EV c…