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Learning provably stable local Volt/Var controllers for efficient network operation
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 …
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
Distribution grids are challenged by rapid voltage fluctuations induced by variable power
injections from distributed energy resources (DERs). To regulate voltage, the IEEE Standard …
injections from distributed energy resources (DERs). To regulate voltage, the IEEE Standard …
Constraints on OPF surrogates for learning stable local Volt/Var controllers
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 …
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 …
passive to active as the growing installations of renewable energy resources (RES) like …
Learning stable local Volt/Var controllers in distribution grids
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 …
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 …
approach starts from learning separable surrogates that take both local voltages and …