π Hello there, Iβm Jinhao
π§βπ I am a first-year PhD student at the Department of Data Science and AI, Faculty of Information and Technology, Monash University, Melbourne, VIC, Australia, supervised by Dr. Hao Wang. I received my Bachelorβs degree in Smart Grid Information Engineering with a double degree in Mathematics from the University of Electronic Science and Technology of China (UESTC), Chengdu, China, supervised by Prof. Yanru Zhang.
π§ My research interests are machine learning and deep learning applications in power system analysis. I am currently focusing on:
- Energy Storage Bidding
- Battery energy storage system (BESS) joint bidding in spot and contingency FCAS markets in the context of Australian National Electricity Market β NeurIPS Workshop TCCML 2022; IEEE TEMPR
- Co-located renewable-BESS bidding
- Wind-BESS bidding in the spot market β IEEE PESGM 2023
- Wind-BESS joint-bidding in the spot and regulation FCAS markets β EGYAI
- Solar-BESS bidding β IEEE TII
- Electric Vehicle Charging Infrastructure Planning
- Multi-Objective Planning Framework β IEEE I&CPS Asia 2023
- Review on EVCI Planning β Progress in Energy
News
[08/2024] One review paper about electric vehicle charging infrastructure planning is accepted by Progress in Energy! Paper Link
[02/2024] One paper about BESS joint-market bidding is accepted by IEEE Transactions on Energy Markets, Policy and Regulation! Paper Link
[12/2023] One paper about solar-BESS bidding with attentive convolutional DRL is accepted by IEEE Transactions on Industrial Informatics! Paper Link
[12/2023] I gave a talk about co-located renewable-BESS bidding at AI-OPT 23 in Melbourne, Australia.
[07/2023] I gave a 15-min presentation of IEEE I&CPS Asia 2023 in Chongqing, China.
[06/2023] One paper about wind-BESS joint-bidding via decoupled DRL is accepted by Energy and AI! Paper Link
[05/2023] One paper about optimal power flow with reinforcement learning is accepted by IEEE Transactions on Sustainable Energy! Paper Link
[05/2023] One paper about electric vehicle charging infrastructure planning is accepted by IEEE I&CPS Asia 2023! Paper Link
[03/2023] One paper about solar-BESS bidding via multi-agent DRL is accepted by ICLR Workshop TCCML 2023! Paper Link
[02/2023] One paper about wind-BESS bidding is accepted by IEEE PESGM 2023! Paper Link
[12/2022] One paper about fair solar curtailment is accepted by ACM e-Energy 2023! Paper Link
[10/2022] One paper about BESS joint-bidding is accepted by NeurIPS Workshop TCCML 2022 as Poster! Paper Link; Presentation Link
Education
Ph.D in Information Technology, Monash University, 2023 - Now.
B.En. in Smart Grid Information Engineering, B.Sc in Mathematics, University of Electronic Science and Technology of China (UESTC), Chengdu, China, 2018 - 2022.