ENGLISH

Distribution-Free Methods for Statistical Process Monitoring and Control

By Markos V. Koutras (editor) , Ioannis S. Triantafyllou (editor)

Book information

Publisher
Springer
Year
2020
ISBN
3030250806, 9783030250805
Language
english
Format
PDF
Filesize
3 MB (3581775 bytes)
Edition
1st ed. 2020
Pages
266\261
Time added
2025-02-03 08:45:46

Description

This book explores nonparametric statistical process control. It provides an up-to-date overview of nonparametric Shewhart-type univariate control charts, and reviews the recent literature on nonparametric charts, particularly multivariate schemes. Further, it discusses observations tied to the monitored population quantile, focusing on the Shewhart Sign chart. The book also addresses the issue of practically assuming the normality and the independence when a process is statistically monitored, and examines in detail change-point analysis-based distribution-free control charts designed for Phase I applications. Moreover, it introduces six distribution-free EWMA schemes for simultaneously monitoring the location and scale parameters of a univariate continuous process, and establishes two nonparametric Shewhart-type control charts based on order statistics with signaling runs-type rules. Lastly, the book proposes novel and effective method for early disease detection.

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