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Subhransu Mishra

2 accepted papers

2021

Robust Policy Search for an Agile Ground Vehicle Under Perception Uncertainty

IROS 2021poster

Learning robust policies for robotic systems operating in presence of uncertainty is a challenging task. For safe navigation, in addition to the natural stochasticity of the environment and vehicle dynamics, the perception uncertainty associated with dynamic entities, e.g. pedestrians, must be accou…

Cited by 0SourceScholar
2019

Using Data-Driven Domain Randomization to Transfer Robust Control Policies to Mobile Robots

ICRA 2019poster

This work develops a technique for using robot motion trajectories to create a high quality stochastic dynamics model that is then leveraged in simulation to train control policies with associated performance guarantees. We demonstrate the idea by collecting dynamics data from a 1/5 scale agile grou…

Cited by 17SourceScholar