Search Results for author: Sonam Kharade

Found 2 papers, 1 papers with code

CURE: Simulation-Augmented Auto-Tuning in Robotics

no code implementations8 Feb 2024 Md Abir Hossen, Sonam Kharade, Jason M. O'Kane, Bradley Schmerl, David Garlan, Pooyan Jamshidi

This paper proposes CURE -- a method that identifies causally relevant configuration options, enabling the optimization process to operate in a reduced search space, thereby enabling faster optimization of robot performance.

Bayesian Optimization

CaRE: Finding Root Causes of Configuration Issues in Highly-Configurable Robots

1 code implementation18 Jan 2023 Md Abir Hossen, Sonam Kharade, Bradley Schmerl, Javier Cámara, Jason M. O'Kane, Ellen C. Czaplinski, Katherine A. Dzurilla, David Garlan, Pooyan Jamshidi

Finding the root cause of such faults is challenging due to the exponentially large configuration space and the dependencies between the robot's configuration settings and performance.

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