Search Results for author: Aaron M. Dollar

Found 3 papers, 2 papers with code

Vision-driven Compliant Manipulation for Reliable, High-Precision Assembly Tasks

1 code implementation26 Jun 2021 Andrew S. Morgan, Bowen Wen, Junchi Liang, Abdeslam Boularias, Aaron M. Dollar, Kostas Bekris

Highly constrained manipulation tasks continue to be challenging for autonomous robots as they require high levels of precision, typically less than 1mm, which is often incompatible with what can be achieved by traditional perception systems.

Motion Planning Object +2

Model Predictive Actor-Critic: Accelerating Robot Skill Acquisition with Deep Reinforcement Learning

1 code implementation25 Mar 2021 Andrew S. Morgan, Daljeet Nandha, Georgia Chalvatzaki, Carlo D'Eramo, Aaron M. Dollar, Jan Peters

Substantial advancements to model-based reinforcement learning algorithms have been impeded by the model-bias induced by the collected data, which generally hurts performance.

Model-based Reinforcement Learning Model Predictive Control +2

Dimensionality Reduction and Motion Clustering during Activities of Daily Living: 3, 4, and 7 Degree-of-Freedom Arm Movements

no code implementations17 Feb 2020 Yuri Gloumakov, Adam J. Spiers, Aaron M. Dollar

The wide variety of motions performed by the human arm during daily tasks makes it desirable to find representative subsets to reduce the dimensionality of these movements for a variety of applications, including the design and control of robotic and prosthetic devices.

Clustering Dimensionality Reduction +1

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