Control charts — Part 4: Cumulative sum charts

This document describes statistical procedures for setting up cumulative sum (CUSUM) schemes for process and quality control using variables (measured) and attribute data. It describes general‑purpose methods of decision-making using cumulative sum (CUSUM) techniques for monitoring, control and retrospective analysis.

Cartes de contrôle — Partie 4: Cartes de contrôle à somme cumulée

General Information

Status
Published
Publication Date
20-Sep-2021
Current Stage
6060 - International Standard published
Start Date
21-Sep-2021
Due Date
28-Jun-2021
Completion Date
21-Sep-2021
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Standard
ISO 7870-4:2021 - Control charts
English language
50 pages
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Standards Content (Sample)


INTERNATIONAL ISO
STANDARD 7870-4
Second edition
2021-09
Control charts —
Part 4:
Cumulative sum charts
Cartes de contrôle —
Partie 4: Cartes de contrôle à somme cumulée
Reference number
© ISO 2021
All rights reserved. Unless otherwise specified, or required in the context of its implementation, no part of this publication may
be reproduced or utilized otherwise in any form or by any means, electronic or mechanical, including photocopying, or posting on
the internet or an intranet, without prior written permission. Permission can be requested from either ISO at the address below
or ISO’s member body in the country of the requester.
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Published in Switzerland
ii
Contents Page
Foreword .v
Introduction . vi
1 Scope . 1
2 Normative references . 1
3 Terms and definitions, abbreviated terms and symbols . 1
3.1 Terms and definitions . 1
3.2 Abbreviated terms . 2
3.3 Symbols . 2
4 Principal features of cumulative sum (CUSUM) charts . 3
5 Basic steps in the construction of CUSUM charts — Graphical representation .4
6 Example of a CUSUM plot — Motor voltages . 5
6.1 Process . 5
6.2 Simple plot of results . . 5
6.3 Standard control chart for individual results . 6
6.4 CUSUM chart construction . 7
7 Fundamentals of making CUSUM-based decisions . 8
7.1 Need for decision rules . 8
7.2 Basis for making decisions . 8
7.3 Measuring the effectiveness of a decision rule . 9
7.3.1 Basic concepts . 9
7.3.2 Example of calculation of ARL . 10
8 Types of CUSUM decision schemes .10
8.1 V-mask . 10
8.1.1 Configuration and dimensions. 10
8.1.2 Application of the V-mask . 11
8.1.3 Average run lengths . 14
8.1.4 General comments on average run lengths . 15
8.2 Fast-initial response (FIR) CUSUM . 16
8.3 Tabular CUSUM . 16
8.3.1 Rationale . 16
8.3.2 Deployment . 17
9 CUSUM methods for process and quality control .19
9.1 Nature of the changes to be detected . 19
9.1.1 Size of the changes to be detected . 19
9.1.2 ‘Step’ changes . 19
9.1.3 Drifting . 19
9.1.4 Cyclic . 19
9.1.5 Hunting . 19
9.2 Selecting target values . 19
9.2.1 General . 19
9.2.2 Standard (given) value as target . 20
9.2.3 Performance-based target . 20
9.3 CUSUM schemes for monitoring location . . 20
9.3.1 Standard schemes.20
9.3.2 Standard schemes — Limitations . 27
9.3.3 ‘Tailored’ CUSUM schemes . 27
9.4 CUSUM schemes for monitoring variation .28
9.4.1 General .28
9.4.2 CUSUM schemes for subgroup ranges .29
9.4.3 CUSUM schemes for subgroup standard deviations . 32
9.5 Special situations .36
iii
9.5.1 Large between-subgroup variation .36
9.5.2 ‘One-at-a-time’ data .36
9.5.3 Serial dependence between observations .36
9.5.4 Outliers. 37
9.6 CUSUM schemes for discrete data .38
9.6.1 Event count — Poisson data .38
9.6.2 Two classes data — Binomial data .40
Annex A (informative) Example of tabular CUSUM . 44
Annex B (informative) Estimation of the change point when a step change occurs .48
Bibliography .50
iv
Foreword
ISO (the International Organization for Standardization) is a worldwide federation of national standards
bodies (ISO member bodies). The work of preparing International Standards is normally carried out
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ISO collaborates closely with the International Electrotechnical Commission (IEC) on all matters of
electrotechnical standardization.
The procedures used to develop this document and those intended for its further maintenance are
described in the ISO/IEC Directives, Part 1. In particular, the different approval criteria needed for the
different types of ISO documents should be noted. This document was drafted in accordance with the
editorial rules of the ISO/IEC Directives, Part 2 (see www.iso.org/directives).
Attention is drawn to the possibility that some of the elements of this document may be the subject of
patent rights. ISO shall not be held responsible for identifying any or all such patent rights. Details of
any patent rights identified during the development of the document will be in the Introduction and/or
on the ISO list of patent declarations received (see www.iso.org/patents).
Any trade name used in this document is information given for the convenience of users and does not
constitute an endorsement.
For an explanation of the voluntary nature of standards, the meaning of ISO specific terms and
expressions related to conformity assessment, as well as information about ISO's adherence to
the World Trade Organization (WTO) principles in the Technical Barriers to Trade (TBT), see
www.iso.org/iso/foreword.html.
This document was prepared by Technical Committee ISO/TC 69, Applications of statistical methods,
Subcommittee SC 4, Applications of statistical methods in process management.
This second edition of ISO 7870-4 cancels and replaces the first edition (ISO 7870-4: 2011), which has
been technical revised.
The main changes compared to the previous edition are as follows:
— Manhattan diagram removed (former 6.7);
— V-mask types in Types of CUSUM decision schemes reduced to one V-mask;
— von Neumann method removed (former Annex A).
A list of all parts in the ISO 7870 series can be found on the ISO website.
Any feedback or questions on this document should be directed to the user’s national standards body. A
complete listing of these bodies can be found at www.iso.org/members.html.
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