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Spring 2024 GRASP on Robotics: Zac Manchester, Carnegie Mellon University, “Composable Optimization for Robotic Motion Planning and Control”

March 29, 2024 at 10:30 AM - 11:45 AM
Details
Date: March 29, 2024
Time: 10:30 AM - 11:45 AM
Event Category: Seminar
Organizer
General Robotics, Automation, Sensing and Perception (GRASP) Lab
Venue
Wu and Chen Auditorium (Room 101), Levine Hall 3330 Walnut Street
Philadelphia
PA 19104
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This is a hybrid event with in-person attendance in Wu and Chen and virtual attendance on Zoom.

ABSTRACT

Contact interactions are pervasive in real-world robotics tasks like manipulation and walking. However, the non-smooth dynamics associated with impacts and friction remain challenging to model, and motion planning and control algorithms that can fluently and efficiently reason about contact remain elusive. In this talk, I will share recent work from my research group that takes an “optimization-first” approach to these challenges: collision detection, physics, motion planning, state estimation, and control are all posed as constrained optimization problems.  We then build a set of algorithmic and numerical tools that allow us to flexibly compose these optimization sub-problems to solve complex robotics tasks involving discontinuous, unplanned, and uncertain contact mechanics.