PartwiseMPC: Interactive Control of Contact-Guided Motions

IF 2.7 4区 计算机科学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING
N. Khoshsiyar, R. Gou, T. Zhou, S. Andrews, M. van de Panne
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引用次数: 0

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.

PartwiseMPC:接触引导运动的交互式控制
基于物理的角色动作仍然难以创建和控制。我们在简化规范和快速生成基于物理的控制方面做出了两项贡献。首先,我们引入了一种新颖的部分模型预测控制(MPC)方法,在证明对身体各部分有利时,利用独立规划,而在证明更有效时,默认使用全身运动规划。其次,我们引入了一种新的运动规范方法,该方法基于指定一组有序的接触关键帧。这些关键帧分别指定了身体与环境之间的少量成对接触,可作为运动策略的松散规范。与常规的关键帧或传统的轨迹优化约束不同,这些关键帧的约束严重不足,并且具有灵活的时间安排。我们展示了一系列具有挑战性的富接触运动,这些运动可以使用此框架以交互式速率在线生成。我们进一步展示了该方法的通用能力。
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来源期刊
Computer Graphics Forum
Computer Graphics Forum 工程技术-计算机:软件工程
CiteScore
5.80
自引率
12.00%
发文量
175
审稿时长
3-6 weeks
期刊介绍: Computer Graphics Forum is the official journal of Eurographics, published in cooperation with Wiley-Blackwell, and is a unique, international source of information for computer graphics professionals interested in graphics developments worldwide. It is now one of the leading journals for researchers, developers and users of computer graphics in both commercial and academic environments. The journal reports on the latest developments in the field throughout the world and covers all aspects of the theory, practice and application of computer graphics.
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