57 citations · 192 across the 39 of their papers we have counts for
7 papers · 1 filter
Chance-constrained Unit Commitment via the Scenario Approach
Xinbo Geng, Le Xie
Keeping the balance between supply and demand is a fundamental task in power system operational planning practices. This task becomes particularly challenging due to the deepening…
Computing Essential Sets for Convex and Non-convex Scenario Problems: Theory and Application
Xinbo Geng, Le Xie, M. Sadegh Modarresi
The scenario approach is a general data-driven algorithm to chance-constrained optimization. It seeks the optimal solution that is feasible to a carefully chosen number of scenario…
On Distribution Patterns of Power Flow Solutions
Dan Wu, Bin Wang, Kai Sun +1
A fundamental challenge in computer analysis of power flow is the rigorous understanding of the impact of different loading levels on the solutions of the power flow equation. This…
Creation of Synthetic Networked PMU Data: A Generative Adversarial Network Approach
Xiangtian Zheng, Bin Wang, Dileep Kalathil +1
This paper introduces a machine learning-based approach to synthetically creating realistic phasor measurement unit (PMU) data streams of multiple transient types. In contrast to t…
Nested Reinforcement Learning Based Control for Protective Relays in Power Distribution Systems
Dongqi Wu, Xiangtian Zheng, Dileep Kalathil +1
This paper envisions a new control architecture for the protective relay setting in future power distribution systems. With deepening penetration of distributed energy resources at…
Data-driven Decision Making with Probabilistic Guarantees (Part 2): Applications of Chance-constrained Optimization in Power Systems
Xinbo Geng, Le Xie
Uncertainties from deepening penetration of renewable energy resources have posed critical challenges to the secure and reliable operations of future electric grids. Among various…
Data-driven Decision Making with Probabilistic Guarantees (Part 1): A Schematic Overview of Chance-constrained Optimization
Xinbo Geng, Le Xie
Uncertainties from deepening penetration of renewable energy resources have posed critical challenges to the secure and reliable operations of future electric grids. Among various…