From the 1 of 4 linked papers with an AI index.
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4 papers
Sparse Robust Optimal Control in Continuous-Time: A Computationally Viable Approach
Siddhartha Ganguly, Ashwin Aravind, Souvik Das +2
The paper introduces a computationally tractable algorithm that solves sparse robust optimal control problems for continuous-time linear noisy systems by reformulating them as semi…
Distributed alternating gradient descent for convex semi-infinite programs over a network
Ashwin Aravind, Debasish Chatterjee, Ashish Cherukuri
This paper presents a first-order distributed algorithm for solving a convex semi-infinite program (SIP) over a time-varying network. In this setting, the objective function associ…
A Moreau Envelope Approach for LQR Meta-Policy Estimation
Ashwin Aravind, Mohammad Taha Toghani, César A. Uribe
We study the problem of policy estimation for the Linear Quadratic Regulator (LQR) in discrete-time linear time-invariant uncertain dynamical systems. We propose a Moreau Envelope-…
Data-driven distributionally robust MPC for systems with multiplicative noise: A semi-infinite semi-definite programming approach
Souvik Das, Siddhartha Ganguly, Ashwin Aravind +1
This article introduces a novel distributionally robust model predictive control (DRMPC) algorithm for a specific class of controlled dynamical systems where the disturbance multip…