activity
20162022
most citedEncoding Frequency Constraints in Preventive Unit Commitment Using Deep Learning with Region-of-Interest Active Sampling

117 citations · 343 across the 18 of their papers we have counts for

collaborators
Showing 2020Show all

8 papers · 1 filter

eess.SY2020

Online Detection of Low-Quality Synchrophasor Data Considering Frequency Similarity

Wenyun Ju, Horacio Silva-Saravia, Neeraj Nayak +4

This letter proposes a new approach for online detection of low-quality synchrophasor data under both normal and event conditions. The proposed approach utilizes the features of sy…

eess.SY2020★ 63 cited

Hybrid Imitation Learning for Real-Time Service Restoration in Resilient Distribution Systems

Yichen Zhang, Feng Qiu, Tianqi Hong +2

Self-healing capability is one of the most critical factors for a resilient distribution system, which requires intelligent agents to automatically perform restorative actions onli…

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★ 1 cited

Adaptive Switching Control of Wind Turbine Generators for Necessary Frequency Response

Yang Liu, Yichen Zhang, Kai Sun +1

This letter proposes a new control strategy for wind turbine generators to decide the necessity of switches between the normal operation and frequency support modes. The idea is to…

eess.SY2020★ 3 cited

On the Modeling and Simulation of Anti-Windup Proportional-Integral Controller

Hantao Cui, Yichen Zhang, Federico Milano +1

This paper investigates the chattering and deadlock behaviors of the proportional-integral (PI) controller with an anti-windup (AW) limiter recommended by the IEEE Standard 421.5-2…

eess.SY2020

Robust Trajectory-Constrained Frequency Control for Microgrids Considering Model Linearization Error

Yichen Zhang, Chen Chen, Tianqi Hong +3

The capability to switch between grid-connected and islanded modes has promoted adoption of microgrid technology for powering remote locations. Stabilizing frequency during the isl…

eess.SY2020

Review on Set-Theoretic Methods for Safety Verification and Control of Power System

Yichen Zhang, Yan Li, Kevin Tomsovic +2

Increasing penetration of renewable energy introduces significant uncertainty into power systems. Traditional simulation-based verification methods may not be applicable due to the…

eess.SY2020★ 74 cited

Approximating Trajectory Constraints with Machine Learning -- Microgrid Islanding with Frequency Constraints

Yichen Zhang, Chen Chen, Guodong Liu +2

In this paper, we introduce a deep learning aided constraint encoding method to tackle the frequency-constraint microgrid scheduling problem. The nonlinear function between system…