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Piecewise Bézier Curve Fitting of a Point Cloud Boundary by Simulated Annealing

机译:通过模拟退火对点云边界进行分段贝塞尔曲线拟合

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The determination of approximation curves and surfaces from a point clouds is an important task in CAD, in particular on reverse engineering. The determination of an approximation curve from a sequence of points is a known subject, however the surface approximation is still an open research field. This work presents a method to determine curves that approximates the boundaries of a point cloud. Initially, the set of points determining the boundary of the point cloud is presented. These sequences are approximated by piecewise cubic Bézier curve segments. A simulated annealing algorithm is used to determine the approximation curve by minimizing the discrepancy between the sequence of points and the piecewise curve. The curve length is used as regularization to avoid the overfitting problem. The results shows that the algorithm determined the curves that approximates the boundary of a point cloud.
机译:从点云确定近似曲线和曲面是CAD中的重要任务,尤其是在逆向工程中。从点序列确定近似曲线是已知的主题,但是表面近似仍然是开放的研究领域。这项工作提出了一种确定近似点云边界的曲线的方法。首先,介绍确定点云边界的点集。这些序列由分段三次贝塞尔曲线段近似。通过最小化点序列和分段曲线之间的差异,使用模拟退火算法确定近似曲线。曲线长度用作正则化以避免过度拟合问题。结果表明,该算法确定了近似点云边界的曲线。

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