A statistics-based fuzzy inference technique to evaluate machining quality level of product involving multiple independent characteristics

机械加工 统计 推论 模糊推理 质量(理念) 产品(数学) 计算机科学 模糊逻辑 统计推断 数据挖掘 自适应神经模糊推理系统 数学 人工智能 工程类 模糊控制系统 机械工程 哲学 几何学 认识论
作者
Tsang-Chuan Chang
标识
DOI:10.1177/09544089241282479
摘要

Manufacturers aim to produce products that meet customer expectations. To this end, they must monitor and assess the machining quality of product to ensure high-quality reliable products. With the rise of consumer awareness, the products that customers can choose from are not only becoming more and more diverse, but also have multiple independent quality characteristics. Therefore, this study adopts the loss-based Six Sigma quality index [Formula: see text], which fully reflects quality level, loss, and yield for machining process of each characteristic l, to develop an assessment model for the machining quality of products with multiple independent quality characteristics of symmetric bilateral specifications. We also construct an analysis chart to simultaneously evaluate and determine the machining performance of all quality characteristics. In practice, [Formula: see text] must be estimated based on sample data expressed in precise values. However, uncertainty in sample data is natural and unavoidable in measurement, which increases the risk of misjudgment in assessing machining quality. In view of this, this study proposes the fuzzy statistical testing of [Formula: see text] based on the defined fuzzy estimation of [Formula: see text] to more accurately determine quality level of machining and reduce consumer risk for each characteristic. A real-world case involving five-way pipe product illustrates the applicability of the proposed technique.

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