activity
20142026
most citedReduced-Dimensional Reinforcement Learning Control using Singular Perturbation Approximations

57 citations · 136 across the 36 of their papers we have counts for

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Showing 2021Show all

6 papers · 1 filter

eess.SY2021★ 1 cited

Hierarchical Frequency and Voltage Control using Prioritized Utilization of Inverter Based Resources

Rahul Chakraborty, Aranya Chakrabortty, Evangelos Farantatos +3

We propose a novel hierarchical frequency and voltage control design for multi-area power system integrated with inverter-based resources (IBRs). The design is based on the idea of…

eess.SY2021★ 9 cited

Asynchronous Distributed Reinforcement Learning for LQR Control via Zeroth-Order Block Coordinate Descent

Gangshan Jing, He Bai, Jemin George +2

Recently introduced distributed zeroth-order optimization (ZOO) algorithms have shown their utility in distributed reinforcement learning (RL). Unfortunately, in the gradient estim…

eess.SY2021★ 19 cited

Designing Optimal Key Lengths and Control Laws for Encrypted Control Systems based on Sample Identifying Complexity and Deciphering Time

Kaoru Teranishi, Tomonori Sadamoto, Aranya Chakrabortty +1

In the state-of-the-art literature on cryptography and control theory, there has been no systematic methodology of constructing cyber-physical systems that can achieve desired cont…

eess.SY2021

Learning Distributed Stabilizing Controllers for Multi-Agent Systems

Gangshan Jing, He Bai, Jemin George +2

We address the problem of model-free distributed stabilization of heterogeneous multi-agent systems using reinforcement learning (RL). Two algorithms are developed. The first algor…

math.OC2021

A Robust Stackelberg Game for Cyber-Security Investment in Networked Control Systems

Pratishtha Shukla, Lu An, Aranya Chakrabortty +1

We present a resource-planning game for cyber-security of networked control systems (NCS). The NCS is assumed to be operating in closed-loop using a linear state-feedback $\mathcal…

math.OC2021

Optimal Co-Designs of Communication and Control in Bandwidth-Constrained Cyber-Physical Systems

Nandini Negi, Aranya Chakrabortty

We address the problem of sparsity-promoting optimal control of cyber-physical systems (CPSs) in the presence of communication delays. The delays are categorized into two types - n…