A new right-skewed loss function in process risk assessment

Onur Köksoy, Pelin Ergen, Melis Zeybek
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Abstract

Due to globalisation, competitive companies realise that providing a more reliable, predictable, and robust product/process is a prerequisite for satisfying their customers and running a successful operation. Many quality improvement techniques focus on reducing process variation in line with the 'loss to society' concept. The widespread use of loss functions in industrial applications has increased their popularity with different loss-handling features. Developments relating to the inverted probability density functions (PDFs) have allowed the application of particular loss functions in a wide range. This paper presents the inverted Wald loss function as a new member of the inverted probability loss family. The important features of the proposed right-skewed loss function are discussed, and the risk functions associated with some process distributions of interest are obtained. Moreover, the proposed loss function and its performance are illustrated on the basis of a comparative study and an industrial example, including the monitoring of loss. [Received: 22 May 2018; Revised: 11 August 2018; Revised: 29 October 2018; Revised: 14 January 2019; Accepted: 23 January 2019]
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过程风险评估中一种新的右偏斜损失函数
由于全球化,竞争激烈的公司意识到,提供更可靠、可预测和强大的产品/流程是满足客户和成功运营的先决条件。许多质量改进技术的重点是根据“社会损失”的概念减少过程变化。损失函数在工业应用中的广泛应用,使其具有不同的损失处理特性。与倒概率密度函数(pdf)有关的发展已经允许在广泛的范围内应用特定的损失函数。本文提出了倒Wald损失函数作为倒概率损失族的新成员。讨论了所提出的右偏损失函数的重要特征,并得到了与一些感兴趣的过程分布相关的风险函数。此外,基于一个比较研究和一个工业实例,包括损失监测,说明了所提出的损失函数及其性能。[收稿日期:2018年5月22日;修订日期:2018年8月11日;修订日期:2018年10月29日;修订日期:2019年1月14日;录用日期:2019年1月23日]
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