PartwiseMPC: Interactive Control of Contact-Guided Motions
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Date
2024
Journal Title
Journal ISSN
Volume Title
Publisher
The Eurographics Association and John Wiley & Sons Ltd.
Abstract
Physics-based character motions remain difficult to create and control.We make two contributions towards simpler specification and faster generation of physics-based control. First, we introduce a novel partwise model predictive control (MPC) method that exploits independent planning for body parts when this proves beneficial, while defaulting to whole-body motion planning when that proves to be more effective. Second, we introduce a new approach to motion specification, based on specifying an ordered set of contact keyframes. These each specify a small number of pairwise contacts between the body and the environment, and serve as loose specifications of motion strategies. Unlike regular keyframes or traditional trajectory optimization constraints, they are heavily under-constrained and have flexible timing. We demonstrate a range of challenging contact-rich motions that can be generated online at interactive rates using this framework. We further show the generalization capabilities of the method.
Description
CCS Concepts: Computing methodologies → Physical simulation; Robotic planning
@article{10.1111:cgf.15174,
journal = {Computer Graphics Forum},
title = {{PartwiseMPC: Interactive Control of Contact-Guided Motions}},
author = {Khoshsiyar, Niloofar and Gou, Ruiyu and Zhou, Tianhong and Andrews, Sheldon and Panne, Michiel van de},
year = {2024},
publisher = {The Eurographics Association and John Wiley & Sons Ltd.},
ISSN = {1467-8659},
DOI = {10.1111/cgf.15174}
}