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A bat algorithm for polynomial B??zier surface parameterization from clouds of irregularly sampled data points

机译:一种从不规则采样数据点云中多项式B ?? zier曲面参数化的蝙蝠算法

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This paper presents a novel method for polynomial Bézier surface parameterization from clouds of irregularly sampled data points. This problem is a crucial step in surface reconstruction for reserve engineering, a field with very important applications in many industrial and technological domains such as computer-aided design (CAD), computer aided manufacturing (CAM), virtual reality, computer graphics, medical imaging, computer animation, and many others. Regrettably, it is also a high-dimensional, nonlinear, over-determined, continuous optimization problem. As a consequence, classical mathematical methods fail to solve it in its generality. Our approach is based on a powerful nature-inspired optimization method called bat algorithm, which has been recently proposed to solve hard continuous optimization problems. To analyze the performance of our approach, it has been applied to three illustrative examples of irregularly sampled Bézier surfaces. The numerical and visual results confirm the excellent performance of this method even for clouds of strong irregular patterns, a very challenging issue for many other optimization techniques.
机译:本文提出了一种从不规则采样数据点云中进行多项式贝塞尔曲面参数化的新方法。这个问题是储备工程表面重建的关键步骤,该领域在许多工业和技术领域具有非常重要的应用,例如计算机辅助设计(CAD),计算机辅助制造(CAM),虚拟现实,计算机图形学,医学成像,计算机动画等。遗憾的是,它也是一个高维,非线性,超定,连续的优化问题。结果,经典的数学方法无法解决它的一般性。我们的方法基于一种称为蝙蝠算法的强大自然启发式优化方法,该方法最近被提出来解决困难的连续优化问题。为了分析我们方法的性能,已将其应用于不规则采样Bézier曲面的三个说明性示例。数值和视觉结果证实了该方法的出色性能,即使对于强烈的不规则图案的云而言,这对于许多其他优化技术也是一个非常具有挑战性的问题。

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