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Evaluation of Geometric Deviations in Sculptured Surfaces Using Probability Density Estimation

机译:使用概率密度估计评估雕刻表面的几何偏差

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The number and location of samples acquired during coordinate measurement are among the most important parameters that affect the accuracy of evaluating the actual geometric deviations and comparing them with tolerance specifications. A method based on iterative sampling of discrete 3D points is presented for evaluating actual geometry deviations of machined sculptured surfaces and for assisting the important accept/reject decisions making process. The strategy relies on estimating the density function of the geometric deviations between the actual and substitute surfaces, using the Parzen windows technique. The computed error density function is used to identify portions of the surface that require further iterative sampling of measurement points until the desired accuracy is achieved. This method may be used for assessing any geometry deviations due to systematic or non-systematic error sources. No prior assumptions about the fundamental form of the underlying probability density function of errors are required. Examples are presented to both illustrate the proposed methodology and validate its performance. The use of this method reduces inspection cost as well as the cost of rejecting good parts or accepting bad parts.
机译:坐标测量过程中获取的样本数量和位置是影响评估实际几何偏差并将其与公差规格进行比较的准确性的最重要参数之一。提出了一种基于离散3D点迭代采样的方法,用于评估机械加工雕刻表面的实际几何偏差,并协助进行重要的接受/拒绝决策过程。该策略依赖于使用Parzen窗口技术估算实际表面和替代表面之间的几何偏差的密度函数。计算出的误差密度函数用于识别需要对测量点进行进一步迭代采样的表面部分,直到获得所需的精度为止。该方法可用于评估由于系统或非系统误差源而引起的任何几何偏差。不需要关于错误的潜在概率密度函数的基本形式的先前假设。给出了示例以说明所提出的方法并验证其性能。这种方法的使用降低了检查成本以及拒绝合格零件或接受不良零件的成本。

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