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Real-time subspace integration for St. Venant-Kirchhoff deformable models

机译:圣维南-基尔霍夫变形模型的实时子空间集成

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摘要

In this paper, we present an approach for fast subspace integration of reduced-coordinate nonlinear deformable models that is suitable for interactive applications in computer graphics and haptics. Our approach exploits dimensional model reduction to build reduced-coordinate deformable models for objects with complex geometry. We exploit the fact that model reduction on large deformation models with linear materials (as commonly used in graphics) result in internal force models that are simply cubic polynomials in reduced coordinates. Coefficients of these polynomials can be precomputed, for efficient runtime evaluation. This allows simulation of nonlinear dynamics using fast implicit Newmark subspace integrators, with subspace integration costs independent of geometric complexity. We present two useful approaches for generating low-dimensional subspace bases: modal derivatives and an interactive sketching technique. Mass-scaled principal component analysis (mass-PCA) is suggested for dimensionality reduction. Finally, several examples are given from computer animation to illustrate high performance, including force-feedback haptic rendering of a complicated object undergoing large deformations.
机译:在本文中,我们提出了一种用于缩减坐标的非线性可变形模型的快速子空间集成的方法,该方法适用于计算机图形和触觉中的交互应用。我们的方法利用降维模型简化为具有复杂几何形状的对象建立坐标简化的可变形模型。我们利用这样的事实,即使用线性材料(在图形中通常使用)对大型变形模型进行模型归约会导致内力模型成为简化坐标中的三次多项式。可以预先计算这些多项式的系数,以进行有效的运行时评估。这允许使用快速隐式Newmark子空间积分器模拟非线性动力学,并且子空间积分成本与几何复杂度无关。我们介绍了两种用于生成低维子空间基础的有用方法:模态导数和交互式草绘技术。建议使用大规模主成分分析(mass-PCA)来减少尺寸。最后,从计算机动画中给出了一些示例来说明高性能,包括对经历大变形的复杂对象进行力反馈触觉渲染。

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