数据驱动的双足控制

Yoonsang Lee, Sungeun Kim, Jehee Lee
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引用次数: 194

摘要

我们提出了一个动态控制器来物理模拟欠驱动的三维全身双足运动。我们的数据驱动控制器采用动作捕捉参考数据,通过实时的基于物理的模拟再现真实的人体运动。关键思想是连续无缝地调制参考轨迹,这样即使是一个简单的动态跟踪控制器也可以在保持平衡的情况下跟随参考轨迹。在我们的框架中,双足控制可以通过大量现有的数据驱动动画技术来实现,因为我们的控制器可以在运行时获取动态生成的参考数据流。我们通过一些例子来证明我们的方法的有效性,这些例子允许两足动物在交互控制方向的同时转弯、旋转和行走。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Data-driven biped control
We present a dynamic controller to physically simulate under-actuated three-dimensional full-body biped locomotion. Our data-driven controller takes motion capture reference data to reproduce realistic human locomotion through realtime physically based simulation. The key idea is modulating the reference trajectory continuously and seamlessly such that even a simple dynamic tracking controller can follow the reference trajectory while maintaining its balance. In our framework, biped control can be facilitated by a large array of existing data-driven animation techniques because our controller can take a stream of reference data generated on-the-fly at runtime. We demonstrate the effectiveness of our approach through examples that allow bipeds to turn, spin, and walk while steering its direction interactively.
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