activity
20172026
most citedEncoding Frequency Constraints in Preventive Unit Commitment Using Deep Learning with Region-of-Interest Active Sampling

117 citations · 205 across the 8 of their papers we have counts for

collaborators

8 papers

eess.SY2026

Decision-focused Conservation Voltage Reduction to Consider the Cascading Impact of Forecast Errors

Qintao Du, Ran Li, Weiyi Lv +3

Conservation Voltage Reduction (CVR) relies on the effective coordination of slow-acting devices, such as OLTCs and CBs, and fast-acting devices, such as SVGs and PV inverters, typ…

math.OC2023

Distribution System Flexibility Characterization: A Network-Informed Data-Driven Approach

Qi Li, Jianzhe Liu, Bai Cui +2

A distribution system can flexibly adjust its substation-level power output by aggregating its local distributed energy resources (DERs). Due to DER and network constraints, charac…

math.OC2022★ 19 cited

Ensuring Transient Stability with Guaranteed Region of Attraction in DC Microgrids

Jianzhe Liu, Yichen Zhang, Antonio J. Conejo +1

DC microgrids have promising applications in renewable integration due to their better energy efficiency when connecting DC components. However, they might be unstable since many l…

eess.SY2021★ 117 cited

Encoding Frequency Constraints in Preventive Unit Commitment Using Deep Learning with Region-of-Interest Active Sampling

Yichen Zhang, Hantao Cui, Jianzhe Liu +4

With the increasing penetration of renewable energy, frequency response and its security are of significant concerns for reliable power system operations. Frequency-constrained uni…

cs.LG2020

Deep Active Learning for Solvability Prediction in Power Systems

Yichen Zhang, Jianzhe Liu, Feng Qiu +2

Traditional methods for solvability region analysis can only have inner approximations with inconclusive conservatism. Machine learning methods have been proposed to approach the r…

eess.SY2020★ 64 cited

Attack Identification and Correction for PMU GPS Spoofing in Unbalanced Distribution Systems

Ying Zhang, Jianhui Wang, Jianzhe Liu

Due to the vulnerability of civilian global positioning system (GPS) signals, the accuracy of phasor measurement units (PMUs) can be greatly compromised by GPS spoofing attacks (GS…

math.OC2019★ 4 cited

Optimal Power Flow for DC Networks with Robust Feasibility and Stability Guarantees

Jianzhe Liu, Bai Cui, Daniel K. Molzahn +3

With high penetrations of renewable generation and variable loads, there is significant uncertainty associated with power flows in DC networks such that stability and operational c…

math.OC2017★ 1 cited

Robust stability analysis of DC microgrids with constant power loads

Jianzhe Liu, Wei Zhang, Giorgio Rizzoni

This paper studies stability analysis of DC microgrids with uncertain constant power loads (CPLs). It is well known that CPLs have negative impedance effects, which may cause insta…