Nov 27, 2024, new publication: G. Chen, H. Zhang, and Y. Song, “Adversarial Constraint Learning for Robust Dispatch of Distributed Energy Resources in Distribution Systems,” to appear in IEEE Transactions on Sustainable Energy, 2024.

Oct 23, 2024, our PhD students, Lingming Kong, and Yanqi Liu, successfully defended their thesis. Congratulations, Dr. Kong and Dr. Liu! 

Oct 12, 2024, Lyuzhu Pan received the Best Paper Award at the 2024 IEEE Transportation Electrification Conference and Expo, Asia-Pacific. Cheers! 

Oct 4, 2024, new publication: J. Su, H. Zhang, H. Liu, and D. Liu, “Lyapunov-based distributed secondary frequency and voltage control for distributed energy resources in islanded microgrids with expected dynamic performance improvement,” Applied Energy, vol. 377, Part C, No. January, p. 124539, 2025.

Sep 26, 2024, new publication: H. Li, H. Zhang, J. Zhang, Q. Wu, and C. K. Wong, “A frequency-secured planning method for integrated electricity-heat microgrids with virtual inertia suppliers,” Applied Energy, vol. 377, Part B, No. January, p. 124540, 2025.

Sep 23, 2024, Yanqi Liu and Lingming Kong’s PhD Oral Defense is scheduled to be held on Oct 23, 2024, 9:45 am to 13:15 pm, at UM E11-4045. 

Sep 23, 2024, Prof. Hongcai Zhang is recognized as the world’s top 2% scientist by Stanford University and Elsevier for the fourth year. 

Sep 23, new publication: P. Yu, H. Zhang, Z. Hu, and Y. Song, “Voltage control of distribution grid with district cooling systems based on scenario-classified reinforcement learning,” Applied Energy, vol. 377, Part B, No. January, p. 124415, 2025.

Aug 28, new publication: Z. Wang, H. Zhang, R. Yang, and Y. Chen, “Improving Model Generalization for Short-Term Customer Load Forecasting with Causal Inference,” to appear in IEEE Transactions on Smart Grid, 2024.

Aug 25, our PhD student, Zhenyi Wang, joined KU Leuven as a visiting student researcher. He will come back to UM in early 2025. 

Aug 7, Zeng Jianfeng joined our group as a PhD student. Jianfeng received his bachelor’s and master’s degrees both in Electrical Engineering from Nothern China Electric Power University. Welcome! 

Aug 7, new publication: L. He, N. Ke, R. Mao, W. Qi, and H. Zhang, “From Curtailed Renewable Energy to Green Hydrogen: Infrastructure Planning for Hydrogen Fuel-Cell Vehicles,” to appear in Manufacturing & Service Operations Management, 2024.

June 28, 2024, new publication: G. Chen, H. Zhang, J. Qin, and Y. Song, “Replicating Power Flow Constraints Using Only Smart Meter Data for Coordinating Flexible Sources in Distribution Network,” IEEE Transactions on Sustainable Energy, 2024. 

May 20, 2024, our master students, Zifei Wang, and Zhaoxi Liu, successfully defended their thesis. Congratulations! 

May 16, 2024, our PhD students, Peipei Yu, and Hongyi Li, successfully defended their thesis. Congratulations, Dr. Yu and Dr. Li! 

May 16, 2024, our PhD students, Zhenyi Wang, and Zuntao Hu, passed their thesis proposal assessment. Congratulations! 

May 4, 2024, new publication: L. Kong, H. Zhang, D. Xie, and N. Dai, “Leveraging Electric Vehicles to Enhance Resilience of Interconnected Power-Transportation System Under Natural Hazards,” to appear in IEEE Transactions on Transportation Electrification, 2024.

Apr. 29, 2024, new publication: Y. Liu, D. Su, and H. Zhang, “Frequency-constrained Unit Commitment with Offshore Wind Integration under Typhoon Conditions,” to appear in Journal of Modern Power Systems and Clean Energy, 2024.

Apr. 29, 2024, new publication: Z. Hu, H. Zhang, R. Yang, Y. Chen, and H. Wu, “Optimal Power Flow Based on Physical-Model-Integrated Neural Network with Worth-Learning Data Generation,” to appear in CSEE Journal of Power and Energy Systems, 2024. 

Mar. 24, 2024, new publication: J. Su, H. Zhang, C. K. Wong, L. Yu, and Z. Tan, “Hierarchical Control of Inverter Air Conditioners for Frequency Regulation Service of Islanded Microgrids with Fair Power Participation,” to appear in IEEE Transactions on Smart Grid, 2024.

Mar. 19, 2024, new publication: Z. Yang, H. Liu, and H. Zhang, “Dynamic Collaborative Pricing for Managing Refueling Demand of Hydrogen Fuel Cell Vehicles,” to appear in IEEE Transactions on Transportation Electrification, 2024.

Mar. 17, 2024, new publication: P. Yu, H. Zhang, and Y. Song, “Adaptive Tie-line Power Smoothing with Renewable Generation Based on Risk-aware Reinforcement Learning,” to appear in IEEE Transactions on Power Systems, 2024.

Feb. 13, 2024, new publication: T. Zeng, H. Zhang, S. J. Moura, and Z. M. Shen, “Economic and Environmental Benefits of Automated Electric Vehicle Ride-Hailing Services in New York City” to appear in Scientific Reports, 2024. 

Feb. 10, 2024, new publication: Z. Wang, and H. Zhang, “Customized Load Profiles Synthesis for Electricity Customers Based on Conditional Diffusion Models,” to appear in IEEE Transactions on Smart Grid, 2024.

Jan. 10, 2024, our paper “C. Huang, H. Zhang, L. Wang, X. Luo, and Y. Song, “Mixed Deep Reinforcement Learning Considering Discrete-Continuous Hybrid Action Space for Smart Home Energy Management,” Journal of Modern Power Systems and Clean Energy, vol. 10, no. 3, pp. 743-754, 2022.” is recognized as the Best Paper by the Journal of Modern Power Systems and Clean Energy. 

Jan. 10, 2024, new publication: B. Zou, G. Chen, H. Zhang, and Y. Song, “Improved Divergence-based Distributionally Robust Chance-Constrained Scheduling for Geo-distributed Internet Data Centers,” to appear in CSEE Journal of Power and Energy Systems, 2024.

Dec 27, 2023, new publication: Z. Wang, and H. Zhang, “Customer baseline load estimation for virtual power plants in demand response: An attention mechanism-based generative adversarial networks approach,” Applied Energy, vol. 357, no. March, p. 122544, 2024.

Dec 12, 2023, Prof. Hongcai Zhang is nominated as an Associate Editor of IEEE Transactions on Power Systems, which will be effective starting from Jan 2024.

Nov 9, 2023, new review paper accepted by Nature Reviews Electrical Engineering: H. Zhang, X. Hu, Z. Hu, and S. Moura, “Sustainable plug-in electric vehicle integration into power systems,” to appear in Nature Reviews Electrical Engineering, 2024.  

Oct 4, 2023, Prof. Hongcai Zhang is recognized as the world’s top 2% scientist by Stanford University and Elsevier for the third year. 

July 14, 2023, Wu Tong and Zhang Jinxi successfully defended their thesis. They will join our group at the Zhuhai UM Research & Technology Research Institute as assistant researchers. Cheers! 

July 6, 2023, new publication: Y. Liu, D. Liu, and H. Zhang, “Stochastic Unit Commitment with High-penetration Offshore Wind Generation under Typhoon Conditions,” to appear in Journal of Modern Power Systems and Clean Energy, 2023.

June 20, 2023, new publication: P. Yu, H. Zhang, and Y. Song, “Equivalent System Model of District Cooling System in Frequency Domain to Provide Primary Frequency Regulation,” to appear in CSEE Journal of Power and Energy Systems, 2023.

June 16, 2023, new publication: H. Li, H. Hui, and H. Zhang, “Blockchain-Assisted Operating Reserve Framework for Virtual Power Plant with Various Distributed Energy Resources,” to appear in iEnergy, 2023.

June 4, 2023, new publication: P. Yu, H. Zhang, and Y. Song, “District Cooling System Control for Providing Regulation Services based on Safe Reinforcement Learning with Barrier Functions,” to appear in Applied Energy, 2023.

May 25, 2023, Chen Ge is awarded the 2023 FST PhD Student Research Award by the Faculty of Science and Technology at UM. Cheers!

May 25, 2023, Cheong Wang and Huang Yongyu’s final year project “Data-driven modeling and operation of complex energy networks” is selected as the FST Dean’s Final Year Project List. Cheers! 

May 15, 2023, Hong Jiatu and Chen Ge successfully defended their PhD dissertation. Cheers! 

Apr 6, 2023, new publication: J. Su, H. Zhang, H. Liu, L. Yu, and Z. Tan, “Membership-function-based Secondary Frequency Regulation for Distributed Energy Resources in Islanded Microgrids with Communication Delay Compensation,” IEEE Transactions on Sustainable Energy, pp. 1–18, 2023.

Mar 15, 2023, new publication: H. Li, H. Hui, and H. Zhang, “Decentralized Energy Management of Microgrid Based on Blockchain-Empowered Consensus Algorithm with Collusion Prevention,” IEEE Transactions on Sustainable Energy, pp. 1–13, 2023. DOI: 10.1109/TSTE.2023.3258452

Feb 26, 2023, new publication: G. Chen, H. Zhang, and Y. Song, “Efficient constraint learning for data-driven active distribution network operation,” IEEE Transactions on Power Systems, pp. 1–13, 2023.

Jan 30, 2023, new publication: H. Li, H. Hui, and H. Zhang, “Consensus-based Energy Management of Microgrid with Random Packet Drops,” IEEE Transactions on Smart Grid, pp. 1–14, 2023. DOI: 10.1109/TSG.2023.3241653

Jan 16, 2023, new publication: P. Yu, H. Zhang, Y. Song, H. Hui, and G. Chen, “District Cooling System Control for Providing Operating Reserve based on Safe Deep Reinforcement Learning,” IEEE Transactions on Power Systems, pp. 1–14, 2023. DOI: 10.1109/TPWRS.2023.3237888

Dec 29, 2022, new publication: G. Chen, H. Zhang, H. Hui, and Y. Song, “Scheduling HVAC loads to promote renewable generation integration with a learning-based joint chance-constrained approach,” to appear in CSEE Journal of Power and Energy Systems, 2022.

Dec 19, 2022, Chen Ge (PhD student) and Wu Tong (master student) won the Best Oral Presentation Award at the 2022 International Conference on Frontiers of Energy and Environment Engineering (CFEEE 2022), respectively. Cheers!

Dec 19, 2022, new publication: Z. Wang, P. Yu, and H. Zhang, “Privacy-Preserving Regulation Capacity Evaluation for HVAC Systems in Heterogeneous Buildings based on Federated Learning and Transfer Learning,” IEEE Transactions on Smart Grid, pp. 1–14, 2022.

Nov 19, 2022, new publication: G. Chen, H. Zhang, H. Hui, and Y. Song, “Deep-quantile-regression-based surrogate model for joint chance-constrained optimal power flow with renewable generation,” IEEE Transactions on Sustainable Energy, pp. 1–15, 2022. DOI: 10.1109/TSTE.2022.3223764

Nov 16, 2022, our group (Yonghua Song, Man Chung Wong, Hongcai Zhang, Ningyi Dai, and Keng Weng Lao)  won the second prize of the Macao Science and Technology Award – Natural Science Award. Our students, Ge Chen (Phd) and Qilin Hou (master), won the  Scientific and Technological R&D Award for Postgraduates. Cheers!

Nov 13, 2022, Zhenyi Wang received the Best Paper Award at the 6th IEEE Conference on Energy Internet and Energy System Integration (EI2). Cheers! 

Nov 6, 2022, new publication: P. Yu, H. Zhang, Y. Song, H. Hui, and C. Huang, “Frequency Regulation Capacity Offering of District Cooling System: An Intrinsic-motivated Reinforcement Learning Method,” IEEE Transactions on Smart Grid, pp. 1–12, 2022.

Nov 3, 2022, Prof. Hongcai Zhang is recognized as the world’s top 2% scientist 2022 by Stanford University. 

Oct 31, 2022, new research proposal approved: Chi Kong Wong (PI), and Hongcai Zhang (co-PI), “Multi-energy system coordination and carbon management in low-carbon park,” Macao Science and Technology Development Fund and Ministry of Science and Technology of China Joint Project, MOP 1,864,000, 2022-2025. We are hiring a new Postdoc Scholar for this project. Welcome to drop me an email for application! Cheers! 

Oct 11, 2022, Dr. Hui LI from Chongqing University joined us as a postdoctoral scholar. Welcome!

Oct 11, 2022, new publication: L. Kong, H. Zhang, W. Li, H. Bai, and N. Dai, “Spatial-temporal Scheduling of Electric Bus Fleet in Power-Transportation Coupled Network,” to appear in IEEE Transactions on Transportation Electrification, 2022.

Sep 21, 2022, Kong Lingming, Yu Peipei, and Wang Zhenyi, will give presentations at the forthcoming 6th IEEE Conference on Energy Internet and Energy System Integration (EI2), Chengdu, from Oct 28 to 30. 

Sep 8, 2022, UM, China Southern Power Grid build joint laboratory to promote research and development of carbon-neutral power and energy systems, check the exciting news. 

June 5, 2022, new publication: G. Chen, H. Zhang, H. Hui, and Y. Song, “Chance-constrained regulation capacity offering for HVAC systems under non-Gaussian uncertainties with mixture-model-based convexification,” to appear in IEEE Transactions on Smart Grid, 2022.

June 1, 2022, Chen Ge is awarded the “Scientific and Technological R&D Award for Postgraduates” by FDCT, Macao. 

Apr. 28, 2022, new research proposal approved: Hogncai Zhang (PI) and Hongxun Hui (Co-PI), “Key technologies and applications of network-load-storage interaction of virtual power station in smart city,” Science and Technology Development Fund, Macao, China, MOP 1,100,000, 2022-2024.

Apr. 26, 2022, new publication: Y. Dong, S. Ma, H. Zhang, and G. Yang, “Multi-Class ARMA-based Wind Power Prediction with Logistic Function based Classification,” to appear in Journal of Modern Power Systems and Clean Energy, 2022.

Apr. 16, 2022, Prof. Hongcai Zhang gave an invited talk, “Data-driven Nonparametric Operation of Distribution Systems with Uncertainties”, at Chongqing University. Check the news.

Apri. 15, 2022, new publication: H. Hui, P. Yu, H. Zhang, N. Dai, W. Jiang and Y. Song, “Regulation Capacity Evaluation of Large-scale Residential Air Conditioners for Improving Flexibility of Urban Power Systems,” to appear in International Journal of Electrical Power & Energy Systems, 2022.

Mar. 08, 2022, Dr. Ji Zhang from the Ocean University of China has joined our group as a postdoctoral scholar. Cheers! 

Jan. 15, 2022, Prof. Hongxun Hui received the Best Paper Award of the 3rd IEEE Conference on Sustainable Power and Energy (iSPEC 2021). Check the great news here. The paper is: H. Hui, P. Yu, H. Zhang, N. Dai, W. Jiang and Y. Song, “Regulation Capacity Evaluation of Large-scale Heterogeneous Residential Air Conditioning Loads,” the 3rd IEEE Conference on Sustainable Power and Energy (iSPEC 2021). 

Jan. 01, 2022,  Dr. Hongxun Hui is promoted to be a Research Assistant Professor with the State Key Laboratory of Internet of Things for Smart City. Congrats to Prof. Hui. 

Dec. 17, 2021, Prof. Hongcai Zhang gave an invited talk on the “new distribution system online workshop” organized by the State Grid Electric Power Research Institute Co., Ltd. Check the flier of this workshop here and Prof. Zhang’s slides here. 

Nov 19, 2021, our students, i.e., Lingming Kong, and Jinxi Zhang, won the Award of Excellence in the 2021 X-Game Shanghai New Energy Vehicle Big Data Competition. Prof. Hongcai Zhang received the Best Mentor Award as the supervisor. Check the exciting news in Chinese or English!

Nov 14, new publication: D. Zhang, H. Zhu, H. Zhang, H. H. Goh, H. Liu, and T. Wu, “Multi-objective Optimization for Smart Integrated Energy System Considering Demand Responses and Dynamic Prices,” to appear in IEEE Transactions on Smart Grid, 2021. DOI: 10.1109/TSG.2021.3128547

Nov 10, Hongcai Zhang gave an invited speech on “Electric vehicle and development of low-carbon Macao” on the “Electric and connected vehicle workshop” organized by IEEE Macao. Check the news here.  

Nov 5, new publication: C. Huang, H. Zhang, L. Wang, X. Luo, and Y. Song, “Safe deep reinforcement learning with discrete-continuous hybrid action space for smart home energy management,” to appear in Journal of Modern Power Systems and Clean Energy, 2021.

Oct 28, congratulations to our student, Hongyi Li, who has just received the prize for outstanding achievement in master of sience at Imperial College London. Cheers!

Oct 27, Prof. Jingrui Zhang, Associate Professor with Xiamen University, joined us as a visiting scholar. Cheers! 

Oct 23, our group attend the 5th IEEE EI2 conference on Oct 22-24, 2021 in Taiyuan. We have in total of 3 papers presented in this conference that are first authored by Dr. Dundun Liu, Lingming Kong, and Bin Zou, respectively. Hongcai Zhang gave an invited speach on a special session “Approximate Modeling Techniques in Integrated Energy System Operation and Control” (check the slides here). Cheers!  

Oct 21, 2021, tons of congratulations to our students, i.e., Peipei Yu, Zhenyi Wang, Hongxun Hui, who have won the First Prize and the only Best Innovation Award at the 2021 Contest of AI Application in Power Dispatching organized by China Southern Power Grid. Check the exciting news in Chinese or English!

Aug 11, this semester we have five great new students joining us. They are:  1) Mr Zuntao HU (regular Phd student) who obtained his bachelor and master degrees from Shanghai Jiaotong University; 2) Mr Zhenyi WANG (direct Phd student) who obatained his bachelor degree from Sichuan University; 3) Mr Jinxi ZHANG (master student) who obtained his bachelor degree from the University of Macau; 4) Ms Zifei WANG (master student) who obtained his bachelor degree from Beijing Forestry University; 5) Mr Tong WU who obtained his bathelor degree from University of Macau. Welcome! Cheers! 

Aug 10, new publication: D. Zhang, H. Zhu, H. Zhang, H. H. Goh, H. Liu, T. Wu, “An Optimized Design of Residential Integrated Energy System Considering the Power-to-Gas Technology with Multi-Functional Characteristics,” to appear in Energy, 2021. 

July 25, 2021, new publication: G. Chen, H. Zhang, H. Hui, N. Dai, and Y. Song, “Scheduling thermostatically controlled loads to provide regulation capacity based on a learning-based optimal power flow model,” to appear in IEEE Transactions on Sustainable Energy, 2021.

July 18, new research proposal approved: Yonghua Song (PI), Ningyi Dai (sub-task PI), Hongcai Zhang (sub-task PI), and Keng Weng Lao (sub-task PI), “Intelligent Coordinated Operation, Protection and Application on Integrated Energy IoT,” Science and Technology Development Fund, Macao, China, MOP 7,670,000, 2021-2024.

July 3, 2021, tons of congratulations to our phd student, Lingming Kong, who has won the “Excellent Paper Award” of the 34th International Electric Vehicle Symposium and Exhibition (EVS34) for the paper entitled “Spatial and Temporal Optimal Scheduling of Electric Buses for Active Distribution Network with Soft Open Point”!

July 1, 2021, new publication: D. Zhang, H. Li, H. Zhu, H. Zhang, H. H. Goh, M. C. Wong, and T. Wu,  “Impact of COVID-19 on Urban Energy Consumption of the Commercial Tourism City,” to appear in Sustainable Cities and Society, 2021.

June 26, 2021, Hongcai Zhang gave an invited speech on “Utilizing generalized demand-side energy storage systems to decarbonize future smart cities” in the 34th International Electric Vehicle Symposium and Exhibition (EVS34), Nanjing, China. On the same conference, our PhD student Lingming Kong gave a technical presentation on “Spatial and Temporal Optimal Scheduling of Electric Busesfor Active Distribution Network with Soft Open Point”.

June 6, 2021, new publication: B. Yan, G. Chen, H. Zhang, and M. C. Wong,  “Strategical district cooling system operation with accurate spatiotemporal consumption modeling,” to appear in Energy and Buildings, 2021.

Apr 27, 2021, new publication: G. Chen, B. Yan, H. Zhang, D. Zhang, and Y. Song,  “Time-efficient strategic power dispatch for district cooling systems considering the spatial-temporal evolution of cooling load uncertainties,” to appear in CSEE Journal of Power and Energy Systems, 2021.

Apr 25, 2021, new publication: G. Chen, H. Zhang, H. Hui, and Y. Song,  “Fast Wasserstein-distance-based distributionally robust chance-constrained power dispatch for multi-zone HVAC systems,” to appear in IEEE Transactions on Smart Grid, 2021.

Feb 23, 2021, our student Ge Chen will give a presentation on the coming PES General Meeting during July 25 to 27, 2021: G. Chen, H. Zhang, N. Dai, and Y. Song, “Topology-free optimal power dispatch for distribution network considering security constraints and flexible building thermal inertia,” to be presented on the IEEE PES General Meeting 2021. Download preprint.

Jan 28, 2021, tons of congratulations to our students, i.e., Peipei Yu, Bin Zou, Hongxun Hui, Guangxu Feng, and Qifan Yang, who have won the Second Prize and the only Best Innovation Award at the 2020 Contest of AI Application in Power Dispatching in China. Check the exciting news in Chinese or English!

Jan 15, 2021, new publication: C. Huang, H. Zhang, Y. Song, L. Wang, T. Ahmad, and X. Luo “Demand response for industrial micro-grid considering photovoltaic power uncertainty and battery operational cost,” to appear in IEEE Transactions on Smart Grid, 2021.

Jan 04, 2021, Dr. Xinwei Shen, Research Scientist from Tsinghua-Berkeley Shenzhen Institute, joined us as a visiting scholar (advisor at UM: Prof. Yonghua Song). 

Oct 31, 2020, Hongcai Zhang co-chaired an invited paper session, “Energy Transportation Nexus with Electric Vehicles,” on the 4th IEEE Conference on Energy Internet and Energy System Integration, Wuhan, China; and gave an invited speech, “Power and Transport Nexus: Autonomous Electric Vehicle Fleet Operation and Optimization.”

Oct 30, 2020, founding congress of the IEEE PES Electric Vehicle Satellite Committee-China, at Wuhan, China. Hongcai Zhang is appointed as the Secretary-General of IEEE PES Electric Vehicle Satellite Committee-China Energy and Transportation Nexus Subcommittee. Our group members, Dr. Chao Huang, Dr. Dongdong Zhang, Dr. Xiaohe Yan, Dr. Hongxun Hui etc. are all appointed as the standing director or director of the Subcommittee. 

Oct 14, 2020, Dr. Hongxun Hui graduated from Zhejiang University joined us as a postdoctoral scholar (advisor at UM: Prof. Yonghua Song). 

Sep 20, 2020, new research proposal approved: Hongcai Zhang (PI), “Strategic operation of shared-use autonomous electric fleet considering synergy of power and transportation systems,” Natural Science Foundation of China, RMB 240,000, 2021-2023.

Aug 04, 2020, Hongcai ZHANG will give an invited talk (virtual presentation) on vehicle-to-grid technology on the panel session “Electric Vehicles as Flexible Demand-side Resources: Research Progress, Obstacles and Pilot Projects” in the coming IEEE PES General Meeting 2020, Montreal, Canada. 

July 24, 2020, Hongcai ZHANG gave an invited talk on “Smart Energy in the IoT Era” in the “Smart City and IoT workshop” organized by the IEEE Macau, Macao, China.

July 08, 2020, Hongcai ZHANG gave an invited talk on distributed energy resources in Energy Internet in a Webinar organized by the School of Electrical Engineering, Southeast University, Nanjing, China.

June 29, 2020, Ge CHEN will present a conference paper on the coming 2020 IEEE PES Asia-Pacific Power & Energy Engineering Conference: G. Chen, B. Yan, H. Zhang, Y. Song, “Optimal Power Dispatch for District Cooling System Considering Cooling Water Transport Delay,” IEEE PES Asia-Pacific Power & Energy Engineering Conference (APPEEC), Nanjing, China, Sep 20-Sep 23, 2020.

Apr 16, 2020, new research proposal approved: Hongcai Zhang (PI) and Dongdong Zhang (Co-PI), “Strategic operation and optimization of integrated energy systems in smart city,” the Science and Technology Development Fund, Macao, China, MOP$1,165,000, 2020-2022.