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20122024
most citedParallelizing Exploration-Exploitation Tradeoffs with Gaussian Process Bandit Optimization

69 citations · 462 across the 66 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

cs.RO2024

Mobile Robot Sensory Coverage in 2-D Environments: An Optimization Approach with Efficiency Bounds

E. Fourney, J. W. Burdick, E. D. Rimon

This paper considers three related mobile robot multi-target sensory coverage and inspection planning problems in 2-D environments. In the first problem, a mobile robot must find t…

cs.RO2024

A Safety-Critical Framework for UGVs in Complex Environments: A Data-Driven Discrepancy-Aware Approach

Skylar X. Wei, Lu Gan, Joel W. Burdick

This work presents a novel data-driven multi-layered planning and control framework for the safe navigation of a class of unmanned ground vehicles (UGVs) in the presence of unknown…

cs.RO2024

Risk-Aware Robotics: Tail Risk Measures in Planning, Control, and Verification

Prithvi Akella, Anushri Dixit, Mohamadreza Ahmadi +5

The need for a systematic approach to risk assessment has increased in recent years due to the ubiquity of autonomous systems that alter our day-to-day experiences and their need f…

eess.SY2024★ 7 cited

Rollover Prevention for Mobile Robots with Control Barrier Functions: Differentiator-Based Adaptation and Projection-to-State Safety

Ersin Das, Aaron D. Ames, Joel W. Burdick

This paper develops rollover prevention guarantees for mobile robots using control barrier function (CBF) theory, and demonstrates the method experimentally. We consider a safety m…

eess.SY2024

Robust Control Barrier Functions using Uncertainty Estimation with Application to Mobile Robots

Ersin Das, Joel W. Burdick

This paper proposes a safety-critical control design approach for nonlinear control affine systems in the presence of matched and unmatched uncertainties. Our constructive framewor…