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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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37 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…

cs.RO2023

A Learning-Based Framework for Safe Human-Robot Collaboration with Multiple Backup Control Barrier Functions

Neil C. Janwani, Ersin Daş, Thomas Touma +3

Ensuring robot safety in complex environments is a difficult task due to actuation limits, such as torque bounds. This paper presents a safety-critical control framework that lever…

cs.RO2023

The Fractal Hand-II: Reviving a Classic Mechanism for Contemporary Grasping Challenges

Malcolm G. A. Tisdale, Joel W. Burdick

This paper, and its companion, propose a new fractal robotic gripper, drawing inspiration from the century-old Fractal Vise. The unusual synergistic properties allow it to passivel…

cs.RO2023★ 3 cited

An Active Learning Based Robot Kinematic Calibration Framework Using Gaussian Processes

Ersin Daş, Joel W. Burdick

Future NASA lander missions to icy moons will require completely automated, accurate, and data efficient calibration methods for the robot manipulator arms that sample icy terrains…