Learning provably stable local Volt/Var controllers for efficient network operation

Z Yuan, G Cavraro, MK Singh… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This paper develops a data-driven framework to synthesize local Volt/Var control strategies
for distributed energy resources (DERs) in power distribution grids (DGs). Aiming to improve …

Optimal design of Volt/VAR control rules of inverters using deep learning

S Gupta, V Kekatos… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Distribution grids are challenged by rapid voltage fluctuations induced by variable power
injections from distributed energy resources (DERs). To regulate voltage, the IEEE Standard …

Constraints on OPF surrogates for learning stable local Volt/Var controllers

Z Yuan, G Cavraro, J Cortés - IEEE Control Systems Letters, 2023 - ieeexplore.ieee.org
We consider the problem of learning local Volt/Var controllers in distribution grids (DGs). Our
approach starts from learning separable surrogates that take both local voltages and …

[PDF][PDF] Coordinated optimal voltage control in distribution networks with data-driven methods

X Sun - 2023 - core.ac.uk
1.1 Background The distribution networks are now experiencing a transformation from
passive to active as the growing installations of renewable energy resources (RES) like …

Learning stable local Volt/Var controllers in distribution grids

Z Yuan, G Cavraro, J Cortés - Big Data Application in Power Systems, 2024 - Elsevier
This chapter describes a framework to synthesize provably stable local Volt/Var controllers
for distributed energy resources (DERs) in power distribution grids (DGs). The goal is to …

[PDF][PDF] Constraints on OPF Surrogates for Learning Stable Local Volt/Var Controllers

ZYGCJ Cortés - terrano.ucsd.edu
We consider the problem of learning local Volt/Var controllers in distribution grids (DGs). Our
approach starts from learning separable surrogates that take both local voltages and …