Design of experiments and statistical process control using wavelets analysis

被引:22
|
作者
Cohen, Achraf [1 ]
Tiplica, Teodor [1 ]
Kobi, Abdessamad [1 ]
机构
[1] LUNAM, ISTIA Engn Sch, LARIS Syst Engn Res Lab, 62 Ave Notre Dame du Lac, F-49000 Angers, France
关键词
Fault detection; Control charts; Design of experiments; Likelihood ratio; Wavelets transformations; Change time; Multiscale SPC; PRINCIPAL-COMPONENT ANALYSIS; FAULT-DETECTION; MULTIRESOLUTION ANALYSIS; ECONOMIC DESIGN; CLASSIFICATION; TRANSFORM; CORROSION;
D O I
10.1016/j.conengprac.2015.07.013
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, three new connections between Wavelets analysis and Statistical Quality Control are proposed. Firstly, we show that the Discrete Wavelet Transform, using Haar wavelet, is equivalent to the Xbar-R control scheme. Results concerning the distribution of wavelets coefficients, using others wavelets families, are presented, and then a new control chart, called DeWave, is proposed, in order to monitor the variability of the process. Secondly, the equivalence between the Likelihood Ratio and the Continuous Wavelet Transform, in terms of estimating the change time, is presented. Finally, we demonstrate that the Discrete Wavelet Transform is an equivalent representation of factorial Design Of Experiments. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:129 / 138
页数:10
相关论文
共 50 条
  • [41] A comprehensive analysis of the IMRT dose delivery process using statistical process control (SPC)
    Gerard, Karine
    Grandhaye, Jean-Pierre
    Marchesi, Vincent
    Kafrouni, Hanna
    Husson, Francois
    Aletti, Pierre
    MEDICAL PHYSICS, 2009, 36 (04) : 1275 - 1285
  • [42] Dynamic Risk Analysis in Metro Construction Using Statistical Process Control
    Wang, Yichen
    Zheng, Hong
    Lu, Xinyue
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 2020
  • [43] Using Bayesian networks for root cause analysis in statistical process control
    Alaeddini, Adel
    Dogan, Ibrahim
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (09) : 11230 - 11243
  • [44] STATISTICAL DESIGN AND ANALYSIS OF INDUSTRIAL EXPERIMENTS - GHOSH,S
    PERAKIS, AN
    INTERFACES, 1991, 21 (06) : 126 - 128
  • [45] The Design and Statistical Analysis of Animal Experiments: Introduction to this Issue
    Festing, Michael F. W.
    Nevalainen, Timo
    ILAR JOURNAL, 2014, 55 (03) : 379 - 382
  • [46] Guidelines for the design and statistical analysis of experiments in papers submitted
    Festing, MFW
    ATLA-ALTERNATIVES TO LABORATORY ANIMALS, 2001, 29 (04): : 427 - 446
  • [47] Simulation experiments in practice: statistical design and regression analysis
    Kleijnen, J. P. C.
    JOURNAL OF SIMULATION, 2008, 2 (01) : 19 - 27
  • [48] STATISTICAL ASPECTS OF DESIGN AND ANALYSIS OF EXPERIMENTS WITH ANIMALS IN PENS
    GILL, JL
    JOURNAL OF ANIMAL BREEDING AND GENETICS-ZEITSCHRIFT FUR TIERZUCHTUNG UND ZUCHTUNGSBIOLOGIE, 1989, 106 (05): : 321 - 334
  • [49] A parametric study of acetabular cup design variables using finite element analysis and statistical design of experiments
    Mantell, SC
    Chanda, H
    Bechtold, JE
    Kyle, RF
    JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME, 1998, 120 (05): : 667 - 675
  • [50] A parametric study of acetabular cup design variables using finite element analysis and statistical design of experiments
    Mantell, S.C.
    Chanda, H.
    Bechtold, J.E.
    Kyle, R.F.
    Journal of Biomechanical Engineering, 1998, 120 (05): : 667 - 675