Zhengmao Li

Multi-energy System Planning and Operation

Assistant Professor

T410 Dept. Electrical Engineering and Automation

Assistant Professor

Department of Electrical Engineering and Automation

Dr. Li received the B.E. degree in information engineering and the M.E. degree in electrical engineering from Shandong University, Ji'nan, China, and the Ph.D. degree in electrical engineering from the School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore, in 2020. During 2019-2021, he was a Research Fellow with the Stevens Institute of Technology, Hoboken, NJ, USA under IEEE Fellow, Prof. Wu Lei. From 2021-2023, he was a Research Fellow at Nanyang Technological University and Singapore ETH Center under IEEE Fellow, Prof. Wang Peng and Prof. Xu Yan.
From April. 2023, Dr.Li joined Aalto University as an Assistant Professor.

His research topics include but not limited to the following aspects:

Planning and operation of integrated-energy systems, such as (islanded/grid-connected) microgrids, ships, seaports, smart buildings, etc., with integrated power, thermal, and gas networks.
Tackling diverse uncertainties such as those from renewable energies, outdoor temperature, gas prices, and ship swinging with the multi-stage (distributional) robust/stochastic optimization methods in multi-energy systems.
Resilience enhancement of integrated-energy systems with demand response scheme and heterogeneous transportable energy storage.
Advanced algorithms development and application in multi-energy operations such as approximate dynamic programming, deep reinforcement learning, machine learning, etc.

Full researcher profile

https://research.aalto.fi/...

E-post

zhengmao.li@aalto.fi

Postadress

Maarintie 8 02150 Espoo Finland

Telefonnummer

+358504413955

Kompetensområde

Multi energy system, electric energy storage, uncertainty handling, smart ships and buildings, deep reinforcement learning, Combined Heat and Power, Hydrogen, 213 Electronic, automation and communications engineering, electronics

Forskningsgrupp

Multi-energy System Planning and Operation

Publikationer

Low-carbon flexible operation strategy of integrated electricity-gas systems considering dynamic hydrogen injection

Xianhui Gao, Junyi Zhai, Gaoyang Hou, Zhengmao Li, Sheng Wang, Jianxiao Wang 2026 Fuel

Optimal design and modeling of hydrogen-based multi-energy system with solid oxide electrolyzer technology considering efficiency degradation

Abubakr Hassan, Ali T. Al-Awami, Zhengmao Li 2026 Energy Conversion and Management

A two-stage distributionally robust low-carbon operation method for antarctic unmanned observation station integrating virtual energy storage and hydrogen waste heat recovery

Longwen Chang, Zening Li, Xingtao Tian, Jia Su, Xinyue Chang, Yixun Xue, Zhengmao Li, Xiaolong Jin, Peng Wang, Hongbin Sun 2025 Applied Energy

Cooperative Operation for Multiagent Energy Systems Integrated With Wind, Hydrogen, and Buildings: An Asymmetric Nash Bargaining Approach

Bing Ding, Zening Li, Zhengmao Li, Yixun Xue, Xinyue Chang, Jia Su, Hongbin Sun 2025 IEEE Transactions on Industrial Informatics

Weather Routing Based Multi-Energy Ship Microgrid Operation Under Diverse Uncertainties: A Risk-Averse Stochastic Approach

Zhineng Fei, Yunyang Zou, Weiqi Hua, Osiris Valdez Banda, Josep M. Guerrero, Zhengmao Li 2025 IEEE Transactions on Smart Grids

Research on the configuration strategy of active support long-and short-term energy storage devices based on ESD-considered short circuit ratio

Bin Hai, Rui Wang, Qiuye Sun, Zhengmao Li, Peng Wang 2025 Scientific Reports

Coordinated operation of source–station–road–network system considering traffic flow uncertainty

Min Hou, Xinrui Liu, Yating Wang, Zhengmao Li, Qiuye Sun 2025 Renewable Energy

Explainable Physical Deep-Learning Model for Overhead Transmission Line Icing-Thickness Prediction

Hui Hou, Yi Wan, Zhenguo Wang, Shaohua Wang, Zhengmao Li, Xiaolu Bai, Jianshuang Lv, Decheng Cai, Yiyang Shen 2025 IEEE Transactions on Industry Applications

Towards intelligent cooperation of urban electric-traffic coupling network: A distributionally robust hierarchical optimization method with dependency of uncertainties

Min Hou, Xinrui Liu, Ming Li, Yushuai Li, Rui Wang, Zhengmao Li, Qiuye Sun 2025 Energy

抽水蓄能灰启动下冷热电互补综合能源系统优化调度

Hui Hou, Yan Wang, Chao Liu, Wei Zhang, Yangjun Zhou, Zhengmao Li, Zhengtian Li, Xiangning Lin 2025 Power Generation Technology

Coordinated operation of multi-energy microgrids considering green hydrogen and congestion management via a safe policy learning approach

Xueyong Jia, Yang Xia, Ziming Yan, Hongjun Gao, Dawei Qiu, Josep M. Guerrero, Zhengmao Li 2025 Applied Energy

A Robust and Fast Reliability Assessment Method for Composite Power Systems with High Wind Power Penetration

Jueyou Li, Zhengmao Li 2025 IEEE Transactions on Power Systems

Enabling sustainable multi-energy systems through hybrid energy storage in operation and planning

Zhengmao Li, Josep M. Guerrero, Yan Xu, Fushuan Wen, Nan Yang 2025 Journal of Energy Storage

Resilience-Oriented Asynchronous Decentralized Restoration Considering Building and E-Bus Co-Response in Electricity-Transportation Networks

Zening Li, Hongbin Sun, Yixun Xue, Zhengmao Li, Xiaolong Jin, Peng Wang 2025 IEEE Transactions on Transportation Electrification

Research on multi-time scale optimization strategy for PV-electrolyzers hydrogen production system based on MPC

Xinrui Liu, Huixin Hong, Yufei Liu, Rui Wang, Junhui Li, Zhengmao Li, Qiuye Sun 2025 International Journal of Hydrogen Energy

Two-stage robust economic dispatch of distribution networks considering electric vehicles charging demand-price uncertainty correlations

Xinghua Liu, Zhonghe Li, Xiang Yang, Zhengmao Li, Zhongbao Wei, Peng Wang 2025 Electric Power Systems Research

Optimal trading strategy for community-based photovoltaic prosumers: Harnessing shared energy storage and dual incentive-driven response

Chen Lu, Sitao Lu, Hui Gao, Qiang Xing, Zhengmao Li, Chuanshen Wu, Tianyu Huang, Wenrui Li 2025 Energy

Robust optimization for integrated production and energy scheduling in low-carbon factories with captive power plants under decision-dependent uncertainty

Quanpeng Lv, Luhao Wang, Zhengmao Li, Wen Song, Fanpeng Bu, Linlin Wang 2025 Applied Energy

Distributionally robust chance-constrained energy management for island DC microgrid with offshore wind power hydrogen production

Yi Shen, Junyi Zhai, Zhongjian Kang, Bei Zhao, Xianhui Gao, Zhengmao Li 2025 Energy

A Distributed Market-Aided Restoration Approach of Multi-Energy Distribution Systems Considering Comprehensive Uncertainties from Typhoon Disaster

Zhuo Wang, Hui Hou, Ruizeng Wei, Zhengmao Li 2025 IEEE Transactions on Smart Grids

Distributed robust coordinated multiple electricity substitution planning under network constraints and uncertainty

Linlin Wang, Luhao Wang, Xinyue Jin, Zhengmao Li, Xingong Cheng, Fanpeng Bu 2025 Energy

Physically-bounded distributionally robust chance-constrained dispatch approach for power system with renewable power-to-ammonia

Tianhao Wu, Yuning Jiang, Simeng Cui, Zhengmao Li, Sheng Wang, Junyi Zhai 2025 Applied Energy

Co-optimized recovery framework for damaged coupled power-water systems with temporal-spatial coordination and MT-SOPs

Yesen Yang, Zhengmao Li, Yan Xu, Gaoxi Xiao, Edmond Y. Lo, Peng Wang 2025 Applied Energy

Data-Driven Decision-Making for SCUC : An Improved Deep Learning Approach Based on Sample Coding and Seq2Seq Technique

Nan Yang, Juncong Hao, Zhengmao Li, Di Ye, Chao Xing, Zhi Zhang, Can Wang, Yuehua Huang, Lei Zhang 2025 Protection and Control of Modern Power Systems

Multi-timescale risk-averse restoration for interdependent water–power networks with joint reconfiguration and diverse uncertainties

Yesen Yang, Zhengmao Li, Edmond Y. Lo 2025 Reliability Engineering and System Safety

Resilience-oriented proactive operation strategy of coupled transportation power systems under exogenous and endogenous uncertainties

Xiang Yang, Xinghua Liu, Zhengmao Li, Gaoxi Xiao, Peng Wang 2025 Reliability Engineering and System Safety

Two-Stage Coordinated Robust Planning of Multi-Energy Ship Microgrids Considering Thermal Inertia and Ship Navigation

Nan Yang, Guobin Xu, Zhineng Fei, Zhengmao Li, Liang Du, Josep M. Guerrero, Yuehua Huang, Jing Yan, Chao Xing, Zhenhua Li 2025 IEEE Transactions on Smart Grids

Risk-averse energy management for integrated electricity and heat systems considering building heating vertical imbalance: An asynchronous decentralized approach

Xiangyu Zhai, Zening Li, Zhengmao Li, Yixun Xue, Xinyue Chang, Jia Su, Xiaolong Jin, Peng Wang, Hongbin Sun 2025 Applied Energy

Incorporating Frequency Security Constraints in Two-Stage Robust Unit Commitment of Integrated Transmission and Distribution System

Rufeng Zhang, Yanjing Chen, Kefei Yan, Zhengmao Li, Tao Jiang, Guoqing Li, Xue Li 2025 IEEE Transactions on Sustainable Energy

Electric Vehicle Charging Planning: A Complex Systems Perspective

Alexis Pengfei Zhao, Shuangqi Li, Zhengmao Li, Zhaoyu Wang, Xue Fei, Zechun Hu, Mohannad Alhazmi, Xiaohe Yan, Chenye Wu, Shuai Lu, Yue Xiang, Da Xie 2025 IEEE Transactions on Smart Grids

Hydrogen as the nexus of future sustainable transport and energy systems

Alexis Pengfei Zhao, Shuangqi Li, Da Xie, Yanjia Wang, Zhengmao Li, Paul Jen-Hwa Hu, Qianzhi Zhang 2025 Nature Reviews Electrical Engineering

Unmanned Aerial Vehicle-Based Cyberattacks on Microgrids

Alexis P. Zhao, Shuangqi Li, Zhengmao Li, Zixiao Ma, Da Huo, Ignacio Hernando-Gil, Mohannad Alhazmi 2025 IEEE Transactions on Industry Applications

A CCP-Based Distributed Cooperative Operation Strategy for Multi-Agent Energy Systems Integrated with Wind, Solar, and Buildings

Bing Ding, Zening Li, Zhengmao Li, Yixun Xue, Jia Su, Xiaolong Jin, Hongbin Sun 2024 Applied Energy

Robust Coordinated Planning of Multi-Region Integrated Energy Systems With Categorized Demand Response

Yingchao Dong, Zhengmao Li, Hongli Zhang, Cong Wang, Xiaojun Zhou 2024 IEEE Transactions on Smart Grids

Coordinated Operation of A Green Multi-Energy Ship Microgrid with Hydrogen and Seawater Desalination

Zhineng Fei, Zhengmao Li 2024 IEEE Power and Energy Society General Meeting

Two-Stage Coordinated Operation of A Green Multi-Energy Ship Microgrid With Underwater Radiated Noise by Distributed Stochastic Approach

Zhineng Fei, Hongming Yang, Liang Du, Josep M. Guerrero, Ke Meng, Zhengmao Li 2024 IEEE Transactions on Smart Grids

Editorial: Smart energy system for carbon reduction and energy saving: planning, operation and equipments

Wenlong Fu, Nan Yang, Zhengmao Li 2024 Frontiers in Energy Research

A Two-stage Multi-agent Deep Reinforcement Learning Method for Urban Distribution Network Reconfiguration Considering Switch Contribution

Hongjun Gao, Siyuan Jiang, Zhengmao Li, Renjun Wang, Youbo Liu, Junyong Liu 2024 IEEE Transactions on Power Systems

Modelling icing growth on overhead transmission lines : Current advances and future directions

Hui Hou, Yan Wang, Xiaolu Bai, Jianshuang Lv, Rongjian Cui, Lin Zhang, Shilong Li, Zhengmao Li 2024 Energy Conversion and Economics

Joint Planning of Utility-Owned Distributed Energy Resources in an Unbalanced Active Distribution Network Considering Asset Health Degradation

Ruoxuan Leng, Zhengmao Li, Yan Xu 2024 IEEE Transactions on Smart Grids

Two stage Stochastic Energy Scheduling for Multi Energy Rural Microgrids With Irrigation Systems and Biomass Fermentation

Wanhao Li, Yunyang Zou, Hongming Yang, Xueqian Fu, Sheng Xiang, Zhengmao Li 2024 IEEE Transactions on Smart Grids

Resilience enhancement of a multi-energy distribution system via joint network reconfiguration and mobile sources scheduling

Zhao Shi, Yan Xu, Zhengmao Li, Dunjian Xie, Amer M. Y. M. Ghias 2024 CSEE Journal of Power and Energy Systems

A Carbon Emission Allowance Bargaining Model For Energy Transactions Among Prosumers

Yue Xiang, Guiping Qing, Mengqiu Fang, Zhengmao Li, Haotian Yao, Junyong Liu, Zekun Guo, Jichun Liu, Pingliang Zeng 2024 IEEE Transactions on Power Systems

Generation of input spectrum for electrolysis stack degradation test applied to wind power PEM hydrogen production

Yanhui Xu, Guanlin Li, Yuyuan Gui, Zhengmao Li 2024 Global Energy Interconnection

Enhancing Resilience of Reconfigurable Power-Water Systems with Mobile Distributed Generators and High-Proportional Renewables

Yesen Yang, Zhengmao Li, Guangxiao Zhang, Alberto Costa, Edmond Y. Lo 2024 2024 IEEE 2nd International Conference on Power Science and Technology, ICPST 2024

Two-stage Robust Operation of Electricity-Gas-Heat Integrated Multi-Energy Microgrids Considering Heterogeneous Uncertainties

Rufeng Zhang, Yan Chen, Zhengmao Li, Tao Jiang, Xue Li 2024 Applied Energy

Improving Building Temperature Forecasting: A Data-driven Approach with System Scenario Clustering

Dafang Zhao, Zheng Chen, Zhengmao Li, Xiaolei Yuan, Ittetsu Taniguchi 2024 2024 IEEE Power and Energy Society General Meeting, PESGM 2024

Peer-to-Peer Energy Trading Under Network Constraints Based on Generalized Fast Dual Ascent

Changsen Feng, Bomiao Liang, Zhengmao Li, Weijia Liu, Fushuan Wen 2023 IEEE Transactions on Smart Grids

Blockchain-enabled Carbon and Energy Trading for Network-Constrained Coal Mines with Uncertainties

Hongxu Huang, Zhengmao Li, L. P.M.I. Sampath, Jiawei Yang, Hung D. Nguyen, Hoay Beng Gooi, Rui Liang, Dunwei Gong 2023 IEEE Transactions on Sustainable Energy

Distributionally robust energy-transportation coordination in coal mine integrated energy systems

Hongxu Huang, Zhengmao Li, Hoay Beng Gooi, Haifeng Qiu, Xiaotong Zhang, Chaoxian Lv, Rui Liang, Dunwei Gong 2023 Applied Energy

Two-stage Stochastic Programming for Coordinated Operation of Distributed Energy Resources in Unbalanced Active Distribution Networks with Diverse Correlated Uncertainties

Ruoxuan Leng, Zhengmao Li, Yan Xu 2023 Journal of Modern Power Systems and Clean Energy

Cooperative Operation of Renewable-Integrated Multi-Energy Microgrids Under Dynamic Rolling Horizon Strategy

Zhengmao Li, Jorma Kyyrä, Yan Xu, Tianyang Zhao, Yunqi Wang 2023 2023 25th European Conference on Power Electronics and Applications, EPE 2023 ECCE Europe

Coordinated preparation and recovery of a post-disaster Multi-energy distribution system considering thermal inertia and diverse uncertainties

Zhengmao Li, Yan Xu, Peng Wang, Gaoxi Xiao 2023 Applied Energy

Distributed tri-layer risk-averse stochastic game approach for energy trading among multi-energy microgrids

Zhengmao Li, Lei Wu, Yan Xu, Luhao Wang, Nan Yang 2023 Applied Energy

Editorial : Data-based resilience-oriented planning and operation of multi-energy systems

Zhengmao Li, Josep M. Guerrero, Mohammad Shahidehpour, Edmond Y.M. Lo, Shunbo Lei 2023 Frontiers in Energy Research

Resilience-oriented Operation of Power Distribution Networks with Line Hardening and Comprehensive Reconfiguration Measures

Zhengmao Li, Zhao Shi, Guangchun Ruan, Yuzhang Lin, Jin Zhao 2023 2023 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm)

Distributed optimization for network-constrained peer-to-peer energy trading among multiple microgrids under uncertainty

Luhao Wang, Zhuo Wang, Zhengmao Li, Ming Yang, Xingong Cheng 2023 International Journal of Electrical Power and Energy Systems

Risk-averse restoration of coupled power and water systems with small pumped-hydro storage and stochastic rooftop renewables

Yesen Yang, Zhengmao Li, Pradeep V. Mandapaka, Edmond Y.M. Lo 2023 Applied Energy

Optimal Operation of Energy Hub

Junjie Zhong, Yong Li, Yan Wu, Yijia Cao, Zhengmao Li, Yanjian Peng, Xuebo Qiao, Yong Xu, Qian Yu, Xusheng Yang, Zuyi Li, Mohammad Shahidehpour 2023 IEEE Transactions on Sustainable Energy

Robust Coordinated Optimization With Adaptive Uncertainty Set for a Multi-Energy Microgrid

Junjie Zhong, Yong Li, Yijia Cao, Yi Tan, Yanjian Peng, Yicheng Zhou, Yosuke Nakanishi, Zhengmao Li 2023 IEEE Transactions on Sustainable Energy

A Comprehensive Literature Review for Optimal Planning of Distributed Energy Resources in Distribution Grids

Ruoxuan Leng, Zhengmao Li, Yan Xu 2022 Proceedings of the 11th International Conference on Innovative Smart Grid Technologies - Asia, ISGT-Asia 2022

Multi-Stage Real-Time Operation of a Multi-Energy Microgrid with Electrical and Thermal Energy Storage Assets

Zhengmao Li, Lei Wu, Yan Xu, Somayeh Moazeni, Zao Tang 2022 IEEE Transactions on Smart Grids

Stochastic-Weighted Robust Optimization Based Bilayer Operation of a Multi-Energy Building Microgrid Considering Practical Thermal Loads and Battery Degradation

Zhengmao Li, Lei Wu, Yan Xu, Xiaodong Zheng 2022 IEEE Transactions on Sustainable Energy

Multi-node load forecasting based on multi-task learning with modal feature extraction

Mao Tan, Chenglin Hu, Jie Chen, Ling Wang, Zhengmao Li 2022 Engineering Applications of Artificial Intelligence

Coordination of Distributed Energy Resources in Microgrids

Yan Xu, Wang Yu, Cuo Zhang, Zhengmao Li 2022

Optimal energy management of a demand response integrated combined-heat-and-electrical microgrid

Yan Xu, Zhengmao Li, Xue Feng, Yumin Chen 2022 Coordinated Operation and Planning of Modern Heat and Electricity Incorporated Networks

Intelligent Data-Driven Decision-Making Method for Dynamic Multisequence : An E-Seq2Seq-Based SCUC Expert System

Nan Yang, Cong Yang, Lei Wu, Xun Shen, Junjie Jia, Zhengmao Li, Daojun Chen, Binxin Zhu, Songkai Liu 2022 IEEE Transactions on Industrial Informatics

A Risk-Averse Adaptively Stochastic Optimization Method for Multi-Energy Ship Operation under Diverse Uncertainties

Zhengmao Li, Yan Xu, Lei Wu, Xiaodong Zheng 2021 IEEE Transactions on Power Systems

Optimal Stochastic Deployment of Heterogeneous Energy Storage in a Residential Multienergy Microgrid with Demand-Side Management

Zhengmao Li, Yan Xu, Xue Feng, Qiuwei Wu 2021 IEEE Transactions on Industrial Informatics

Risk-Averse Coordinated Operation of a Multi-Energy Microgrid Considering Voltage/Var Control and Thermal Flow

Zhengmao Li, Lei Wu, Yan Xu 2021 IEEE Transactions on Smart Grids

Optimal distributed transaction of multiple microgrids in grid-connected and islanded modes considering unit commitment scheme

Zhuo Wang, Luhao Wang, Zhengmao Li, Xingong Cheng, Qiqiang Li 2021 International Journal of Electrical Power and Energy Systems

Addressing the Conditional and Correlated Wind Power Forecast Errors in Unit Commitment by Distributionally Robust Optimization

Xiaodong Zheng, Kaiping Qu, Jiaqing Lv, Zhengmao Li, Bo Zeng 2021 IEEE Transactions on Sustainable Energy

Co-optimisation and settlement of power-gas coupled system in day-ahead market under multiple uncertainties

Xiaodong Zheng, Yan Xu, Zhengmao Li, Haoyong Chen 2021 IET Renewable Power Generation

Multi stage coordinated operation of a multi‐energy microgrid with residential demand response under diverse uncertainties

Yumin Chen, Xue Feng, Zhengmao Li, Yang Xu, Amir Miragha 2020 Energy Conversion and Economics