2019 年 06月 - 2019年 08月,New York Power Authority,Advanced Grid Innovation Lab for Energy,
Transmission Planning Developmental Intern
2020 年 10月 - 2023年 02月,北京交通大学,师资博士后
2023 年 03月 - 至今,北京交通大学,讲师
New York State Energy Research and Development Authority, A Flexible Storage plus Distributed Energy Resource (DER) Solution for Warehouse Energy Management,参与
New York State Energy Research and Development Authority, Development of a Low-cost Active DER system,已结题,参与
Avangrid, Central Maine Power Company, Load Forecast and DER Capacity Values,已结题,参与
[1] Z. Liu, Z. Ding, X. Huang and P. Zhang
,
An Online Power System Transient Stability Assessment Method based
on Graph Neural Network and Central Moment Discrepancy
,
Frontiers
in Energy Research Smart Grids
(
SCI
)
[2] Y. Liu, K. Huang, J. Liu, P. Zhang and
Z. Liu*
,
Available Power Estimation of Wind Farms based
on Deep Spatio-temporal Neural Networks
,
Frontiers in
Energy Research Wind Energy
(
SCI
)
[4] Y. Duan, Z. Liu, X. Wang, X. Wang, Q.
Sun, Z. Zhao, "Deep Reinforcement Learning-based Electric Vehicle Charging
Optimization with Renewable Generations," 2023 IEEE 6th International
Electrical and Energy Conference (CIEEC), 2023
[5] Z. Liu, Y. Liu, J. He, X. Huang, Z.
Ding, "Double DQN-based Power System Transient Stability Emergency Control
with Protection Coordinations," 2023 IEEE 6th International Electrical and
Energy Conference (CIEEC), 2023
[1] Q. Sun, X. Wang, Z. Liu*, S. Mirsaeidi,
J. He, W. Pei, Multi-agent energy management optimization for integrated energy
systems under the energy and carbon co-trading market, Applied Energy, 2022.
(SCI)
[2] Q. Sun, X. Wang, Z. Liu, Dynamic Energy
Dispatch Strategy for Integrated Energy System Based on Constrained
Reinforcement Learning, in CSEE Journal of Power and Energy Systems, 2022. (SCI)
[3] Z. Shi, Y. Xu, Y. Wang, J. He, G. Li,
and Z. Liu, “Coordinating Multiple Resources for Emergency Frequency Control in
the Energy Receiving-End Power System with HVDCs,” IEEE Transactions on Power
Systems, 2022. (SCI)
[4] Z. Liu, J. Li, P. Zhang, Z. Ding, Y.
Zhao, An AGC Dynamic Optimization Method Based on Proximal Policy Optimization,
in Frontiers in Energy Research, section Smart Grids, 2022 (SCI)
[5] Z. Ding, X. Huang and Z. Liu*,
"Active Exploration by Chance-Constrained Optimization for Voltage
Regulation with Reinforcement Learning." Energies 15.2 (2022): 614.
(
SCI
)
[6] Z. Zhu, P. Zhang, Z. Liu*, J. Wang,
Static Voltage Stability Assessment Using Random Under Sampling Bagging BP
Method, Processes, 2022. (SCI)
[7] X. Wang, X. Wang, Y. Liu, C. Xiao, R.
Zhao, Y. Yang, Z. Liu*, A Sustainability Improvement Strategy of Interconnected
Data Centers Based on Dispatching Potential of Electric Vehicle Charging
Stations. Sustainability 2022, 14, 6814.
(
SCI
)
[14] X. Huang, Z. Zhang, Z. Ding and Z.
Liu, "Optimal Aggressive Level-based Offering Method for Hybrid PV Plants,"
2022 IEEE 5th International Electrical and Energy Conference (CIEEC), 2022, pp.
109-114, doi: 10.1109/CIEEC54735.2022.9846641. (Best Paper Award)
[15] Z. Liu, X. Wang, C. Xiao, Y. Liu, X.
Wang, Y. Li, Q. Han, "Dispatch Potential Evaluation of Generalized
Electric Vehicle Charging Stations Based on Traffic Flow," 2022 IEEE 5th
International Electrical and Energy Conference (CIEEC), 2022, pp. 4226-4231,
doi: 10.1109/CIEEC54735.2022.9846457.
[16] G. Xue, C. Wu, Z. Xu and Z. Liu,
"An Economic study of Power Secondary Frequency Regulation with Different
Energy Storage Systems," 2022 IEEE 5th International Electrical and Energy
Conference (CIEEC), 2022, pp. 4448-4454, doi: 10.1109/CIEEC54735.2022.9846511.
[1] Z. Ding, X. Huang, Z. Liu and Z. Zhang,
"A Two-level Scheduling Algorithm for Battery Systems and Load Tap
Changers Coordination in Distribution Networks," in IEEE Transactions on
Power Delivery, doi: 10.1109/TPWRD.2021.3121368.
(
SCI
)
[2] W. Huang, G. Luo, M. Cheng, J. He, Z.
Liu and Y. Zhao, "Protection Method Based on Wavelet Entropy for MMC-HVDC
Overhead Transmission Lines", Energies, 2021, 14.
(
SCI
)
[4] Z. Ding, X. Huang, Z. Liu and Z. Zhang,
"Validation of a Behind-the-meter BESS Control with degradation Cost by
Hardware Experiments," 2021 IEEE 2nd China International Youth Conference
on Electrical Engineering (CIYCEE), 2021, pp. 1-5, doi: 10.1109/CIYCEE53554.2021.9676800.
(Best Presentation Award)
[1] Z. Liu, X. He, Z. Ding and Z. Zhang, “A
Basin Stability Based Metric for Ranking the Transient Stability of
Generators,” in IEEE Transactions on Industrial Informatics, vol. 15, no. 3,
pp. 1450-1459, March 2019. Doi: 10.1109/TII.2018.2846700.
(
SCI
)
[2] Che, C. Cheng, Z. Liu, Z. Zhang, “Fast
basin stability estimation for dynamic systems under large perturbations with
sequential support vector machine,” in Physica D: Nonlinear Phenomena, February
2020. Doi: 10.1016/j.physd.2020.132381.
(
SCI
)
[3] Z. Liu, Z. Zhang and Y. Lin, "
Reinforcement Learning-based Parameter Tuning for Virtual Synchronous Machine
on Grid Transient Stability Enhancement," IECON 2020 - 46th Annual
Conference of the IEEE Industrial Electronics Society,
[4] Z. Liu and Z. Zhang,
“Probabilistic-Based Transient Stability Assessment of Power Systems with
Virtual Synchronous Machines.” The 28th IEEE International Symposium on
Industrial Electronics, Vancouver, Canada, 2019.
[5] Z. Liu, Z. Zhang and Y. Lin,
"Impact of Inverter-Interfaced Renewable Generation on Transient Stability
at Varying Levels of Penetration," IECON 2018 - 44th Annual Conference of
the IEEE Industrial Electronics Society, Washington, DC, 2018, pp. 4027-4032.
Doi: 10.1109/IECON.2018.8591490.
[6] Z. Ding, Z. Liu and Z. Zhang,
"Dynamic Hosting Capacity Management and Demand Charge Reduction via a
Hybrid Storage System," IECON 2018 - 44th Annual Conference of the IEEE
Industrial Electronics Society, Washington, DC, 2018, pp. 3827-3832. Doi:
10.1109/IECON.2018.8591533.
[7] Z. Liu and Z. Zhang, "Quantifying
transient stability of generators by basin stability and Kuramoto-like
models," 2017 North American Power Symposium (NAPS), Morgantown, WV, 2017,
pp. 1-6. Doi: 10.1109/NAPS.2017.8107260.
[8] Z. Liu and Z. Zhang, "Solar
forecasting by K-Nearest Neighbors method with weather classification and
physical model," 2016 North American Power Symposium (NAPS), Denver, CO,
2016, pp. 1-6. Doi: 10.1109/NAPS.2016.7747859.
[9] S. Tutun, H. Wang, Z. Liu, M. F. Yıldırım
and S. Khanmohammadi, “An Agent Based Approach for Understanding Complex
Terrorism Behaviors,” Proceedings of the 2016 Industrial and Systems
Engineering Research Conference
IEEE Transactions on Industrial Informatics,Journal of Modern Power Systems and Clean Energy,IEEE Access 等国际期刊审稿人。ACC, IEEE PES GM, IEEE IECON, IEEE ISIE, IEEE ISGT 等国际会议审稿人
中国电工技术学会会员,中国电机工程学会会员
IEEE Member,IEEE PES,IES,SYPA Member