16 citations · 89 across the 50 of their papers we have counts for
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Learning to Control under Uncertainty with Data-Based Iterative Linear Quadratic Regulator
Ran Wang, Raman Goyal, Suman Chakravorty
This paper studies the learning-to-control problem under process and sensing uncertainties for dynamical systems. In our previous work, we developed a data-based generalization of…
On Data-Driven Model Identification for Nonlinear Optimal Control
Aayushman Sharma, Suman Chakravorty
In this paper, we study the use of nonlinear model identification techniques for the optimal control of nonlinear systems, also known as model-based Reinforcement Learning. We show…
An Optimal Solution to Infinite Horizon Nonlinear Control Problems
Mohamed Naveed Gul Mohamed, Raman Goyal, Suman Chakravorty
In this paper, we consider the infinite horizon optimal control problem for nonlinear systems. Under the conditions of controllability of the linearized system around the origin, a…