activity
20172020
most citedImproving Input-Output Linearizing Controllers for Bipedal Robots via Reinforcement Learning

6 citations · 8 across the 2 of their papers we have counts for

collaborators

8 papers

cs.RO20202 cited

Animated Cassie: A Dynamic Relatable Robotic Character

Zhongyu Li, Christine Cummings, Koushil Sreenath

Creating robots with emotional personalities will transform the usability of robots in the real world. As previous emotive social robots are mostly based on statically stable robot…

eess.SY20206 cited

Improving Input-Output Linearizing Controllers for Bipedal Robots via Reinforcement Learning

Fernando Castañeda, Mathias Wulfman, Ayush Agrawal +4

The main drawbacks of input-output linearizing controllers are the need for precise dynamics models and not being able to account for input constraints. Model uncertainty is common…

math.OC2020

Learning Min-norm Stabilizing Control Laws for Systems with Unknown Dynamics

Tyler Westenbroek, Fernando Castaneda, Ayush Agrawal +2

This paper introduces a framework for learning a minimum-norm stabilizing controller for a system with unknown dynamics using model-free policy optimization methods. The approach b…

eess.SY2020

Reinforcement Learning for Safety-Critical Control under Model Uncertainty, using Control Lyapunov Functions and Control Barrier Functions

Jason Choi, Fernando Castañeda, Claire J. Tomlin +1

In this paper, the issue of model uncertainty in safety-critical control is addressed with a data-driven approach. For this purpose, we utilize the structure of an input-ouput line…

cs.RO2019

Multiple quadrotors carrying a flexible hose: dynamics, differential flatness and control

Prasanth Kotaru, Koushil Sreenath

Using quadrotors UAVs for cooperative payload transportation using cables has been actively gaining interest in recent years. Understanding the dynamics of these complex multi-agen…

math.OC2019

Geometric L1 Adaptive Attitude Control for a Quadrotor Unmanned Aerial Vehicle

Prasanth Kotaru, Ryan Edmonson, Koushil Sreenath

In this paper, we study the quadrotor UAV attitude control on SO(3) in the presence of unknown disturbances and model uncertainties. L1 adaptive control for UAVs using Euler angles…