activity
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 2021 · cs.ROShow all

8 papers · 2 filters

cs.RO2021

Differential Flatness and Flatness Inspired Control of Aerial Manipulators based on Lagrangian Reduction

Skylar X. Wei, Peder Harderup, Joel Burdick

This paper shows that the dynamics of a general class of aerial manipulators, consist of an underactuated multi-rotor base with an arbitrary k-linked articulated manipulator, are d…

cs.RO2021★ 1 cited

Quadrotor Trajectory Tracking with Learned Dynamics: Joint Koopman-based Learning of System Models and Function Dictionaries

Carl Folkestad, Skylar X. Wei, Joel W. Burdick

Nonlinear dynamical effects are crucial to the operation of many agile robotic systems. Koopman-based model learning methods can capture these nonlinear dynamical system effects in…

cs.RO2021

Koopman NMPC: Koopman-based Learning and Nonlinear Model Predictive Control of Control-affine Systems

Carl Folkestad, Joel W. Burdick

Koopman-based learning methods can potentially be practical and powerful tools for dynamical robotic systems. However, common methods to construct Koopman representations seek to l…

cs.RO2021★ 3 cited

Limits of Probabilistic Safety Guarantees when Considering Human Uncertainty

Richard Cheng, Richard M. Murray, Joel W. Burdick

When autonomous robots interact with humans, such as during autonomous driving, explicit safety guarantees are crucial in order to avoid potentially life-threatening accidents. Man…

cs.RO2021★ 20 cited

NeBula: Quest for Robotic Autonomy in Challenging Environments; TEAM CoSTAR at the DARPA Subterranean Challenge

Ali Agha, Kyohei Otsu, Benjamin Morrell +69

This paper presents and discusses algorithms, hardware, and software architecture developed by the TEAM CoSTAR (Collaborative SubTerranean Autonomous Robots), competing in the DARP…

cs.RO2021★ 11 cited

STEP: Stochastic Traversability Evaluation and Planning for Risk-Aware Off-road Navigation

David D. Fan, Kyohei Otsu, Yuki Kubo +3

Although ground robotic autonomy has gained widespread usage in structured and controlled environments, autonomy in unknown and off-road terrain remains a difficult problem. Extrem…