Article ID Journal Published Year Pages File Type
383081 Expert Systems with Applications 2014 6 Pages PDF
Abstract

•We propose three novel capability indices for multidimensional machining processes.•Consider the variances of machining results on different directions may not be equal.•The statistical properties of the point estimators for the new indices are derived.•The simulation results show that the new indices outperform the predecessors.•Two numerical examples further demonstrate the usefulness of our proposed indices.

Engineering tolerance plays an important role in the process capability analysis for determining whether a manufacturing process is capable of making good quality products. In contrast with the engineering tolerance region in a multivariate manufacturing process, the multidimensional machining process or the nano-cutting process has a special engineering tolerance called the positional tolerance. Positional tolerance is a special type of geometric dimensioning and tolerancing which describes the tolerance region between the actual location of machining results and the target location. In the past few years, several capability indices have been developed for measuring the performance of a multidimensional machining process under the assumption that the variances of machining results on different directions are equal. However, this assumption may not be true in most practical situations. In this paper, we propose three novel capability indices for measuring the performance of a multidimensional machining process under the assumption that the variances of machining results on different directions may not be equal. The statistical properties of the point estimators and their confidence intervals for the new capability indices are derived. Both the simulation results and numerical examples show that the new capability indices outperform the predecessors.

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Physical Sciences and Engineering Computer Science Artificial Intelligence
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