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Planar Curve Fitting by Simulated Annealing with Feature Points Determination

机译:特征点确定的模拟退火拟合曲线

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摘要

The determination of an approximation curve from a given sequence of points is an important task in CAD. However, the determination of the minimum number of required parameters to represent the curve is an open issue. This work proposes a semi-automatic method to determine a piecewise curve that approximates the given sequence of sampled points, in which a manual step is done to determine the number of required parameters and an automatic step is done to determine the curve parameters. Feature points are manually chosen within a simplified sequence of points of the sampled sequence. These feature points determine the number of cubic Bézier curves segments, and a simulated annealing algorithm is used to minimize the discrepancy between the given sequence of sampled points and the piecewise curve by adjusting the curve parameters. The curve length is used as regularization to avoid the overfitting problem.
机译:从给定的点序列确定逼近曲线是CAD中的重要任务。然而,确定代表曲线的所需参数的最小数量是一个未解决的问题。这项工作提出了一种半自动方法,用于确定逼近给定采样点序列的分段曲线,其中手动步骤确定所需参数的数量,自动步骤确定曲线参数。在采样序列的简化点序列内手动选择特征点。这些特征点确定三次贝塞尔曲线段的数量,并使用模拟退火算法通过调整曲线参数来最小化给定采样点序列与分段曲线之间的差异。曲线长度用作正则化以避免过度拟合问题。

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