ISO 3951-3:2007
(Main)Sampling procedures for inspection by variables - Part 3: Double sampling schemes indexed by acceptance quality limit (AQL) for lot-by-lot inspection
Sampling procedures for inspection by variables - Part 3: Double sampling schemes indexed by acceptance quality limit (AQL) for lot-by-lot inspection
ISO 3951-3:2007 specifies an acceptance sampling system of double sampling schemes for inspection by variables for percent nonconforming. It is indexed in terms of the acceptance quality limit (AQL). The objectives of the methods laid down in ISO 3951-3:2007 are to ensure that lots of acceptable quality have a high probability of acceptance and that the probability of non-accepting inferior lots is as high as practicable. This is achieved by means of the switching rules, which provide automatic protection to the consumer (by means of a switch to tightened inspection or discontinuation of sampling inspection) should a deterioration in quality be detected, and an incentive (at the discretion of the responsible authority) to reduce inspection costs (by means of a switch to a smaller sample size) should consistently good quality be achieved. In ISO 3951-3:2007, the acceptability of a lot is implicitly or explicitly determined from an estimate of the percentage of nonconforming items in the process, based on either one or two random samples of items from the lot. ISO 3951-3:2007 is primarily designed for use under the following conditions: where the inspection procedure is to be applied to a continuing series of lots of discrete products all supplied by one producer using one production process; where the items of product have a single quality characteristic; where the quality characteristic is measurable on a continuous scale; where the measurement error is negligible (i.e. with a standard deviation no more than 10 % of the corresponding process standard deviation); where production is stable (under statistical control) and the quality characteristic is distributed, at least to a close approximation, according to a normal distribution; where the possibility of having to select and inspect a second sample is administratively acceptable; and where a contract or standard defines an upper specification limit, a lower specification limit, or both on the quality characteristic. The procedures in ISO 3951-3:2007 are not suitable for application to lots that have been screened previously for nonconforming items.
Règles d'échantillonnage pour les contrôles par mesures — Partie 3: Plans d'échantillonnage doubles pour le contrôle lot par lot, indexés d'après le niveau de qualité acceptable (NQA)
General Information
Overview
ISO 3951-3:2007 - Sampling procedures for inspection by variables - Part 3 describes an acceptance sampling system of double sampling schemes indexed by acceptance quality limit (AQL) for lot-by-lot inspection. The standard specifies how to decide lot acceptability from one or two random samples by estimating the percentage nonconforming (items outside specified limits). Its objectives are to give a high probability of acceptance for acceptable lots and strong protection against inferior lots through automatic switching rules (normal, tightened, reduced inspection).
Key topics and requirements
- Double sampling by variables: Inspect a first random sample; accept or reject immediately if results are decisive, otherwise draw a second sample and combine results for a final decision.
- Indexed by AQL: Plans are referenced to the Acceptance Quality Limit (AQL) to align operating characteristics with consumer/producer risk expectations.
- Methods for process variance:
- “s” method - process standard deviation unknown (estimate from sample).
- “σ” method - process standard deviation known or well estimated.
- Switching rules: Automatic switching to tightened inspection or discontinuation on quality deterioration; possible switch to reduced inspection when quality is consistently good.
- Assumptions / applicability conditions:
- Continuing series of lots from a single producer/process.
- Single quality characteristic measured on a continuous scale.
- Measurement error negligible (≤ 10% of process SD).
- Production stable (statistical control) and approximately normally distributed.
- Administrative acceptance of a potential second sample.
- A contract/standard defines upper and/or lower specification limits.
- Limitations: Not suitable for lots already screened for nonconforming items.
Practical applications
ISO 3951-3 is practical for quality and inspection programs where more efficient variable-data sampling is desired compared with attribute plans. Typical users:
- Quality engineers and statisticians designing lot acceptance procedures.
- Purchasing and inspection authorities specifying acceptance criteria in contracts.
- Manufacturers seeking to reduce inspection cost while maintaining consumer protection.
- Third-party inspectors implementing lot-by-lot variable sampling.
Benefits:
- Substantial inspection effort savings (first-sample size often ~40% smaller than corresponding single-sample plans).
- Fast decisions when quality is very good or poor; second sample only needed when results are equivocal.
- Clear framework for switching between inspection levels to balance consumer protection and inspection cost.
Related standards
- ISO 3951 parts 1, 2 and 5 (single sampling, multi-characteristic, sequential plans).
- ISO 2859-1 - attribute-based sampling plans (ISO 3951-3 is complementary and aligned in operating characteristics).
Standards Content (Sample)
INTERNATIONAL ISO
STANDARD 3951-3
First edition
2007-05-01
Sampling procedures for inspection
by variables —
Part 3:
Double sampling schemes indexed
by acceptance quality limit (AQL)
for lot-by-lot inspection
Règles d'échantillonnage pour les contrôles par mesures —
Partie 3: Plans d'échantillonnage doubles pour le contrôle lot par lot,
indexés d'après le niveau de qualité acceptable (NQA)
Reference number
©
ISO 2007
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ii © ISO 2007 – All rights reserved
Contents Page
Foreword. v
Introduction . vi
1 Scope. 1
2 Normative references. 2
3 Terms and definitions. 2
4 Symbols and abbreviations . 7
5 Acceptance quality limit (AQL). 9
6 Switching rules for normal, tightened and reduced inspection . 10
7 Relation to ISO 2859-1. 10
8 Limiting quality protection. 11
9 Planning. 12
10 Choice between variables and attributes. 12
11 Choice of method. 13
12 Choice between single and double sampling plans . 13
13 Choice of inspection level and AQL . 14
14 Choice of sampling scheme . 14
15 Preliminary operations. 15
16 Standard univariate “s” method procedures. 16
17 Standard univariate “σ” method procedures. 25
18 Procedure during continuing inspection . 32
19 Normality and outliers. 32
20 Records. 32
21 Operation of switching rules . 33
22 Discontinuation and resumption of inspection . 33
23 Switching between the “s” and “σ ” methods. 34
Annex A (informative) Standard multivariate “s” method procedures for double sampling with
independent quality characteristics . 72
Annex B (informative) Standard multivariate “σ” method procedures for double sampling with
independent quality characteristics . 74
Annex C (informative) Standard multivariate combined “s” and “σ” method procedures for double
sampling with independent quality characteristics . 76
Annex D (informative) Location of text on key features. 78
Annex E (normative) Estimating the process fraction nonconforming. 81
Annex F (informative) Form k “s” method single sampling plans matched to the corresponding
single sampling plans by attributes. 87
Annex G (informative) Form k “σ” method single sampling plans matched to the corresponding
single sampling plans by attributes. 91
Annex H (informative) Average sample sizes for double sampling by variables: “s” method . 95
Annex I (informative) Producer’s risks for the “s” method . 98
Annex J (informative) Tabulated operating characteristics for double sampling plans with known
process standard deviation . 100
Annex K (informative) Ratios of ASSIs of double sampling plans under normal inspection to the
sample size of the corresponding single sampling plan by variables . 107
Annex L (informative) Ratios of the ASSIs of double sampling plans by variables to the ASSIs of
corresponding plans by attributes. 109
Annex M (informative) Design methodology . 112
Bibliography . 113
iv © ISO 2007 – All rights reserved
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 through ISO
technical committees. Each member body interested in a subject for which a technical committee has been
established has the right to be represented on that committee. International organizations, governmental and
non-governmental, in liaison with ISO, also take part in the work. ISO collaborates closely with the
International Electrotechnical Commission (IEC) on all matters of electrotechnical standardization.
International Standards are drafted in accordance with the rules given in the ISO/IEC Directives, Part 2.
The main task of technical committees is to prepare International Standards. Draft International Standards
adopted by the technical committees are circulated to the member bodies for voting. Publication as an
International Standard requires approval by at least 75 % of the member bodies casting a vote.
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.
ISO 3951-3 was prepared by Technical Committee ISO/TC 69, Applications of statistical methods,
Subcommittee SC 5, Acceptance sampling.
ISO 3951 consists of the following parts, under the general title Sampling procedures for inspection by
variables:
⎯ Part 1: Specification for single sampling plans indexed by acceptance quality limit (AQL) for lot-by-lot
inspection for a single quality characteristic and a single AQL
⎯ Part 2: General specification for single sampling plans indexed by acceptance quality limit (AQL) for lot-
by-lot inspection of independent quality characteristics
⎯ Part 3: Double sampling schemes indexed by acceptance quality limit (AQL) for lot-by-lot inspection
⎯ Part 5: Sequential sampling plans indexed by acceptance quality limit (AQL) for inspection by variables
(known standard deviation)
The following part is under preparation:
⎯ Part 4: Procedures for assessment of declared quality levels
Introduction
Inspection by variables for percentage nonconforming items, as described in this part of ISO 3951, includes
several possible modes, the combination of which leads to a presentation which may appear quite
complicated to the user:
a) procedures for unknown process standard deviation (the “s” method), or procedures for where the
process standard deviation is originally unknown then estimated with fair precision, or known since the
start of inspection (the “σ” method);
b) a single specification limit, or double specification limits with separate, combined or complex control;
c) normal inspection, tightened inspection or reduced inspection;
d) Form k plans and Form p* plans;
e) a single quality characteristic (the univariate case) or a number of unrelated quality characteristics (the
multivariate independent case).
The text has been arranged so that the simpler procedures may be implemented without necessarily
understanding the more complicated procedures. The main text of this part of ISO 3951 is confined to the
univariate case. The multivariate independent cases are treated separately in Annex A for the “s” method, in
Annex B for the “σ ” method and in Annex C for combined “s” method and “σ” method procedures. Annex D
facilitates the use of the main text of the standard by directing the user to the clauses and tables concerning
any univariate situation with which he might be confronted; it only deals with Clauses 16, 17, 21, 22 and 23
and, in every case, it is necessary to have read Clauses 1 to 15 and Clauses 18 to 20 first.
This part of ISO 3951 is complementary to the double sampling plans and procedures of ISO 2859-1. When
specified by the responsible authority, it would be valid to reference both ISO 3951-3 and ISO 2859-1 in a
product specification, a contract, inspection instructions, or other documents, and the provisions set forth
therein shall govern. The “responsible authority” can then be designated in one of these documents.
In all parts of ISO 3951:
⎯ the acronym AQL stands for “acceptance quality limit” rather than “acceptable quality level”, in order to
more accurately reflect its function;
⎯ procedures are given for the case where the process standard is unknown (the “s” method) and for the
case where it may be presumed to be known (the “σ” method);
⎯ the sampling plans have been chosen so that their operating characteristic curves closely match those of
the corresponding single sampling plans in ISO 2859-1;
⎯ minimal statistical theory has been given (it being planned ultimately to provide this in a guidance
document to sampling procedures for inspection by variables);
⎯ text, charts and tables that are only informative have been consigned to annexes wherever practicable.
In none of the parts have methods been given based on the sample range, now that the availability of
computers and calculators with a standard deviation function key is so widespread. Data for acceptance
sampling by variables is often substantially more expensive to acquire than data for sampling by attributes,
and the “s” method makes more efficient use of these data.
vi © ISO 2007 – All rights reserved
The coverage of ISO 3951-1 is constrained to the case of a single, normally distributed, quality characteristic
with a single class of nonconformity, and includes the case of combined control of double specification limits.
ISO 3951-2 provides a more comprehensive treatment of single sampling plans by variables, including
procedures for separate and complex control of double specification limits. Procedures are also given for
multiple independent quality characteristics and/or multiple AQLs.
ISO 3951-3 provides plans for double sampling by variables, which on average provide substantial savings of
inspection effort in comparison with plans for single sampling by variables. The savings are achieved by first
selecting from the lot and inspecting a random sample that is typically nearly 40 % smaller than that of the
corresponding single sampling plan. If these inspection results satisfy an acceptance criterion, an immediate
decision is made to accept the lot without further inspection. Alternatively, if the inspection results satisfy a
non-acceptance criterion, an immediate decision not to accept the lot is made without further inspection. Thus,
when quality is very good or very poor, the saving in inspection effort can amount to nearly 40 %. Only when
the inspection results from the first sample are equivocal is a second random sample, of the same size as the
first, selected; the acceptability of the lot is then resolved by combining the results of the first and second
samples and determining whether they satisfy a second acceptance criterion.
This publication does not purport to include all the necessary provisions of a contract. Users are responsible
for its correct application.
INTERNATIONAL STANDARD ISO 3951-3:2007(E)
Sampling procedures for inspection by variables —
Part 3:
Double sampling schemes indexed by acceptance quality limit
(AQL) for lot-by-lot inspection
1 Scope
This part of ISO 3951 specifies an acceptance sampling system of double sampling schemes for inspection by
variables for percent nonconforming. It is indexed in terms of the acceptance quality limit (AQL).
The objectives of the methods laid down in this part of ISO 3951 are to ensure that lots of acceptable quality
have a high probability of acceptance and that the probability of non-accepting inferior lots is as high as
practicable. This is achieved by means of the switching rules, which provide
⎯ automatic protection to the consumer (by means of a switch to tightened inspection or discontinuation of
sampling inspection) should a deterioration in quality be detected, and
⎯ an incentive (at the discretion of the responsible authority) to reduce inspection costs (by means of a
switch to a smaller sample size) should consistently good quality be achieved.
In this part of ISO 3951, the acceptability of a lot is implicitly or explicitly determined from an estimate of the
percentage of nonconforming items in the process, based on either one or two random samples of items from
the lot.
This part of ISO 3951 is primarily designed for use under the following conditions:
a) where the inspection procedure is to be applied to a continuing series of lots of discrete products all
supplied by one producer using one production process; if there are different producers or production
processes, apply this part of ISO 3951 to each one separately;
b) where the items of product have a single quality characteristic (for multiple quality characteristics, see
informative Annexes A, B and C);
c) where the quality characteristic is measurable on a continuous scale;
d) where the measurement error is negligible (i.e. with a standard deviation of no more than 10 % of the
corresponding process standard deviation);
e) where production is stable (under statistical control) and the quality characteristic is distributed, at least to
a close approximation, according to a normal distribution;
CAUTION — The procedures in this part of ISO 3951 are not suitable for application to lots that have
been screened previously for nonconforming items.
f) where the possibility of having to select and inspect a second sample is administratively acceptable;
g) where a contract or standard defines an upper specification limit U, a lower specification limit L or both
on the quality characteristic. An item is deemed to conform if its measured quality characteristic x
satisfies the appropriate one of the following inequalities:
1) x W L (i.e. the lower specification limit is not violated);
2) x u U (i.e. the upper specification limit is not violated);
3) x W L and x u U (i.e. neither the lower nor the upper specification limit is violated).
NOTE Inequalities 1) and 2) are called cases with a “single specification limit”, and 3) is the case with “double
specification limits”. For double specification limits, a further distinction is made between combined control, separate
control and complex control, as follows:
— combined control is where a single AQL applies to nonconformity beyond both limits;
— separate control is where separate AQLs apply to nonconformity beyond each of the limits;
— complex control is where one AQL applies to nonconformity beyond the limit that is of greater seriousness, and a
larger AQL applies to the total nonconformity beyond both limits.
2 Normative references
The following referenced documents are indispensable for the application of this document. For dated
references, only the edition cited applies. For undated references, the latest edition of the referenced
document (including any amendments) applies.
ISO 3534-1, Statistics — Vocabulary and symbols — Part 1: General statistical terms and terms used in
probability
ISO 3534-2:2006, Statistics — Vocabulary and symbols — Part 2: Applied statistics
3 Terms and definitions
For the purposes of this part of ISO 3951, the definitions given in ISO 3534-1, ISO 3534-2 and the following
apply. References are given in square brackets for definitions that have been re-expressed in the vocabulary
of this part of ISO 3951 for the user’s convenience.
3.1
inspection by variables
inspection by measuring the magnitude(s) of the characteristic(s) of an item
[ISO 3534-2:2006, definition 4.1.4]
3.2
sampling inspection
inspection of selected items in the group under consideration
[ISO 3534-2:2006, definition 4.1.6]
3.3
acceptance sampling inspection
acceptance inspection where the acceptability is determined by means of sampling inspection
[ISO 3534-2:2006, definition 4.1.8]
2 © ISO 2007 – All rights reserved
3.4
double sampling inspection, double sampling
acceptance sampling inspection based initially on a first sample, of size n , which leads to a decision to
accept, non-accept, or to inspect a second sample, of size n , before taking the decision whether or not to
accept
NOTE 1 The decisions are made according to defined rules.
NOTE 2 In this part of ISO 3951, both sample sizes are equal and denoted by i.e. n = n = n.
n,
1 2
3.5
acceptance sampling inspection by variables
acceptance sampling inspection in which the acceptability of the process is determined statistically from
measurements on specified quality characteristics of each item in a sample from a lot
[ISO 3534-2:2006, definition 4.2.11]
NOTE An acceptable process is a process that generates nonconforming items at a rate no worse than the AQL.
3.6
process average
rate at which nonconforming items are generated by a process
3.7
acceptance quality limit
AQL
worst tolerable product quality level
NOTE See Clause 5.
3.8
quality level
quality expressed as a rate of nonconforming units
3.9
limiting quality
LQ
quality level, when a lot is considered in isolation, which, for the purposes of acceptance sampling inspection,
is limited to a low probability of acceptance (in this part of ISO 3951: 10 %)
NOTE See Clause 8.
3.10
nonconformity
non-fulfilment of a requirement
[ISO 9000:2005, definition 3.6.2]
NOTE 1 Nonconformity will generally be classified by its degree of seriousness, such as:
Class A. Nonconformity of a type considered to be of the highest concern for the product or service. Such types of
nonconformity will typically be assigned very small AQL values.
Class B. Nonconformity of a type considered to have the next lower degree of concern; this is typically assigned a larger
AQL value than that in class A and smaller than that in class C if a third class exists, and so on.
The number of classes and the assignment into a class should be appropriate to the quality requirements of the specific
situation.
NOTE 2 The main text of this part of ISO 3951 deals with the univariate case, for which there will be either one or two
classes of nonconformity.
3.11
nonconforming unit
unit with one or more nonconformities
[ISO 3534-2:2006, definition 1.2.15]
3.12
“s” method acceptance sampling plan
acceptance sampling plan by variables using the sample mean(s) and sample standard deviation(s)
NOTE See Clause 16.
3.13
“σ” method acceptance sampling plan
acceptance sampling plan by variables using the sample mean(s) and the presumed value(s) of the process
standard deviation(s)
NOTE See Clause 17.
3.14
specification limit
limiting value stated for a characteristic
[ISO 3534-2:2006, definition 3.1.3]
3.15
lower specification limit
L
specification limit that defines the lower limiting value
[ISO 3534-2:2006, definition 3.1.5]
3.16
upper specification limit
U
specification limit that defines the upper limiting value
[ISO 3534-2:2006, definition 3.1.4]
3.17
combined control
requirement when nonconformity beyond both the upper and the lower specification limits of a quality
characteristic belongs to the same class to which a single AQL is applied
NOTE 1 See 5.3, 16.4 and 17.4.
NOTE 2 The use of a combined AQL requirement implies that nonconformities beyond either specification limit are
believed to be of equal, or at least roughly equal, importance to the lack of integrity of the product.
3.18
separate control
requirement when nonconformity beyond the upper and the lower specification limits of a quality characteristic
belongs to different classes, to which separate AQLs are applied
NOTE See 5.3, 16.3 and 17.3.
4 © ISO 2007 – All rights reserved
3.19
complex control
requirement when nonconformity beyond both the upper and the lower specification limits of a quality
characteristic belongs to one class and nonconformity beyond either the upper or the lower specification limit
belongs to a different class, with separate AQLs being applied to the two classes
NOTE See 5.3, 16.5 and 17.5.
3.20
acceptability constants
k, p*
constants depending on the specified value of the acceptance quality limit, sample size and inspection
severity, used in the criteria for accepting the lot in an acceptance sampling plan by variables
NOTE 1 See Clauses 16 and 17.
NOTE 2 For double sampling, there will be three such pairs of acceptability constants, one for acceptance at the first
sample, one for non-acceptance at the first sample and one for acceptance with the combined first and second samples.
3.21
quality statistic
Q
〈acceptance sampling〉 function of the specification limit, the sample mean, and the sample or process
standard deviation, used in assessing the acceptability of a lot
[ISO 3534-2:2006, definition 4.4.9]
NOTE See also 3.22 and 3.23.
3.22
lower quality statistic
Q
L
function of the lower specification limit, the sample mean, and the sample or process standard deviation
NOTE See Clause 4 for further details.
3.23
upper quality statistic
Q
U
function of the upper specification limit, the sample mean, and the sample or process standard deviation
NOTE See Clause 4 for further details.
3.24
maximum sample standard deviation
MSSD
s
max
largest sample standard deviation for a given sample size code letter and acceptance quality limit for which it
is possible to satisfy an acceptance criterion for double specification limits when the process variability is
unknown
NOTE 1 The MSSD depends on whether the double specification limits are under combined, separate or complex
control and on the inspection severity (i.e. normal, tightened or reduced).
NOTE 2 See 16.4.2 and Table 16, 17 or 18.
NOTE 3 For double sampling plans, there are two MSSDs under each combination of inspection severity and type of
control, one for the first sample and one for the combined first and second samples.
3.25
maximum process standard deviation
MPSD
σ
max
largest process standard deviation for a given sample size code letter and acceptance quality limit for which it
is possible to satisfy an acceptance criterion for double specification limits under all inspection severities (i.e.
normal, tightened or reduced) when the process variability is known
NOTE 1 An MPSD depends on whether the double specification limits are under combined, separate or complex
control, but does not depend on the inspection severity or on whether the sample is the first or second.
NOTE 2 See 17.3, 17.4 and 17.5 and Tables 19, 20 and 21.
3.26
switching rule
instruction within an acceptance sampling scheme for changing from one acceptance sampling plan to
another of greater or lesser severity based on demonstrated quality history
NOTE 1 Normal, tightened or reduced inspection, or discontinuation of inspection, are examples of severity of sampling.
[ISO 3534-2:2006, definition 4.3.4]
NOTE 2 See Clause 21.
3.27
measurement
set of operations having the object of determining the value of a quantity
[ISO 3534-2:2006, definition 3.2.1]
3.28
average sample size
ASSI
average number of units in a sample inspected per lot in reaching decisions to accept or not to accept when
using a given acceptance sampling scheme
NOTE ASSI is dependent on the actual quality level of the submitted lots.
[ISO 3534-2:2006, definition 4.7.3]
3.29
responsible authority
concept used to maintain the neutrality of this part of ISO 3951, irrespective of whether it is being invoked or
applied by the first, second or third party
NOTE 1 The responsible authority may be:
a) the quality department within a supplier's organization (first party);
b) the purchaser or procurement organization (second party);
c) an independent verification or certification authority (third party);
d) any of a), b) or c), differing according to function (see Note 2) as described in a written agreement between two of the
parties, for example a document between supplier and purchaser.
NOTE 2 The duties and functions of a responsible authority are outlined in this part of ISO 3951 (see 5.3, 6, 10, 11,
16.4.3.2.1, 17.1, 19.1, 20.2, 21.4, 23.1, 23.2 and 23.3).
6 © ISO 2007 – All rights reserved
4 Symbols and abbreviations
4.1 Symbols
For the purposes of this part of ISO 3951, the following symbols apply.
Ac acceptance number
factor given in Table 29 for determining the upper control limit for sample standard deviations
c
u
(see 23.2)
factor given in Tables 16, 17 and 18 for combined control of double specification limits, relating the
f
s
maximum sample standard deviation (MSSD) to the difference between U and L, for normal,
tightened and reduced inspection respectively (see 16.4.2 and 16.4.3.1)
NOTE 1 f and f represent respectively the factors applicable to the standard deviation of the first
s,1 s,c
sample and to the combined standard deviation of the first and second samples.
factor given in Tables 19, 20 and 21 that relates the maximum process standard deviation (MPSD)
f
σ
to the difference between U and L, for combined, separate and complex control respectively
(see 17.4 and 17.5)
Form k acceptability constant
k
NOTE 2 k , k and k represent respectively the Form k acceptability and non-acceptability constants at the
a r c
first sample and the acceptability constant for the combined first and second samples.
L lower specification limit (as a suffix to a variable, denotes its value at L).
µ process mean
N lot size (number of items in a lot)
n sample size (number of items in each sample)
p process fraction nonconforming
pˆ estimate of the process fraction nonconforming
ˆ
p estimate of the process fraction nonconforming below the lower specification limit
L
pˆ estimate of the process fraction nonconforming above the upper specification limit
U
*
Form p* acceptability constant, the largest acceptable value of the estimate of the process fraction
p
nonconforming
** *
NOTE 3 pp, and p represent respectively the Form p* acceptability and non-acceptability constants at
ar c
the first sample and the acceptability constant for the combined first and second samples.
P probability of acceptance
a
Q quality statistic
lower quality statistic
Q
L
NOTE 4 Q is defined as ()xL−/s when the process standard deviation is unknown, and ()xL−/σ when
L
it is presumed to be known.
NOTE 5 Q is defined as ()xL−/s or ()xL−/σ; Q is defined as ()xL−/s or ()xL−/σ.
L,1 11 1 L,c cc c
upper quality statistic
Q
U
NOTE 6 Q is defined as ()Ux−/s when the process standard deviation is unknown, and ()Ux−/σ when
U
it is presumed to be known.
NOTE 7 Q is defined as ()Ux− /s or ()Ux− /σ; Q is defined as ()Ux− /s or ()Ux− /σ.
U ,1 11 1 U,c cc c
s
sample standard deviation of the measured values of the quality characteristic, also an estimate of
the process standard deviation, i.e.
⎛⎞
nn
n
⎟
⎜
2 ⎟
⎜
nx − x ⎟
()xx−
⎜
∑ ∑∑jj
j ⎟
⎜
⎟
⎜ ⎟
jj==11⎝⎠
j=1
s==
nn−−11()n
maximum allowable sample standard deviation (see 3.24)
s
max
NOTE 8 s and s represent, respectively, the maximum standard deviation for the first sample and
1,max c,max
the maximum standard deviation for the combined first and second samples (see also f ).
s
σ standard deviation of a process whose inherent variability is under statistical control
NOTE 9 σ , the square of the standard deviation, is known as the process variance.
σ maximum allowable process standard deviation (see 3.25 and also f )
max σ
U upper specification limit (as a suffix to a variable, denotes its value at U)
x measured value of the quality characteristic for the jth item of a sample
j
x arithmetic mean of the measured values of the quality characteristic in a sample, i.e.
n
x
∑ j
j=1
x=
n
NOTE 10 xx, and x represent, respectively, the mean of the first sample, the mean of the second sample
12 c
and the mean of the first and second samples combined. As the first and second sample sizes are equal, the
combined sample mean takes the simple form xx=+()x/2.
c1 2
x lower acceptance value for x
L
x upper acceptance value for x
U
4.2 Abbreviations
AQL acceptance quality limit
ASSI average sample size
LQ limiting quality
MSSD maximum sample standard deviation
MPSD maximum process standard deviation
MVUE minimum variance unbiased estimator
OC operating characteristic
8 © ISO 2007 – All rights reserved
5 Acceptance quality limit (AQL)
5.1 Concept
The AQL is the quality level that is the worst tolerable process average when a continuing series of lots is
submitted for acceptance sampling. Although individual lots with quality as bad as the acceptance quality limit
might be accepted with fairly high probability, the designation of an acceptance quality limit does not suggest
that this is a desirable quality level. The sampling schemes found in this part of ISO 3951, with their rules for
switching and for discontinuation of sampling inspection, are designed to encourage suppliers to have process
averages consistently better than the AQL, thereby protecting the consumer from the situation where the long
run process average is worse than the AQL. Otherwise, there is a high risk that the inspection severity will be
switched to tightened inspection, under which the criteria for lot acceptance become more demanding. Once
on tightened inspection, unless action is taken to improve the process, it is very likely that the rule requiring
discontinuation of sampling inspection will be invoked pending such improvement.
5.2 Use
The AQL, together with the sample size code letter, is used to index the sampling plans in this part of
ISO 3951.
5.3 Specifying AQLs
The AQL to be used will be designated in the product specification, in the contract or by the responsible
authority. In the case
a) where an upper specification limit for the quality characteristic is given, or
b) where a lower specification limit is given,
then a single AQL applies to the indicated limit.
Where both upper and lower specification limits are given for the quality characteristic, three further cases can
be identified:
c) combined control of double specification limits, where a single AQL applies to the total percentage
nonconforming beyond both limits;
d) separate control, where separate AQLs apply to the percent nonconforming beyond each limit;
e) complex control, where one AQL applies to the percent nonconforming beyond the limit that is of greater
seriousness, while a larger AQL applies to the total percent nonconforming beyond both limits.
Acceptance tests shall be carried out according to the provisions of this part of ISO 3951 for each AQL. The
lot shall only be accepted if the AQL requirement is satisfied in cases a), b) or c), or if both AQL requirements
are satisfied in cases d) or e).
5.4 Preferred AQLs
The sixteen AQLs given in this part of ISO 3951, ranging in value from 0,01 % to 10 % nonconforming, are
described as preferred AQLs. If, for any product or service, an AQL is designated other than a preferred AQL,
then this part of ISO 3951 is not applicable. (See 14.2.)
5.5 Caution
From the above description of the AQL concept, it follows that the desired protection can only be assured
when a continuing series of lots is provided for inspection.
5.6 Limitation
The designation of an AQL does not imply that the supplier has the right to knowingly supply any
nonconforming items of product.
6 Switching rules for normal, tightened and reduced inspection
Switching rules discourage the producer from operating at a quality level that is worse than the AQL. This part
of ISO 3951 prescribes a switch to tightened inspection when inspection results indicate that the process
average is not satisfactory. It further prescribes a discontinuation of sampling inspection altogether if tightened
inspection fails to stimulate the producer into rapidly improving his production process.
Tightened inspection and the discontinuation rule are integral, and therefore obligatory, procedures of this part
of ISO 3951 if the protection implied by the AQL is to be maintained.
This part of ISO 3951 also provides the possibility of switching to reduced inspection when inspection results
indicate that the quality level is stable and reliable at a level significantly better than the AQL. This practice is,
however, optional (at the discretion of the responsible authority).
When there is sufficient evidence from the control charts (see 20.1) that the variability is in statistical control,
consideration should be given to switching to the “σ” method. If this appears advantageous, the consistent
value of s (the sample standard deviation) shall be taken as σ (see 23.1).
When it has been necessary to discontinue sampling inspection, inspection should not be resumed until action
has been taken by the producer to improve the quality of the submitted product.
Details of the operation of the switching rules are given in Clauses 21, 22 and 23.
7 Relation to ISO 2859-1
7.1 Similarities to ISO 2859-1
a) The double sampling plans by variables in this part of ISO 3951 are complementary to the double
sampling plans by attributes provided in ISO 2859-1; the two documents share a common philosophy and,
as far as possible, their procedures and vocabulary are the same.
b) Both standards use the AQL to index the sampling plans and the preferred values used in this document
are identical to those given for percent nonconforming in ISO 2859-1 (i.e. from 0,01 % to 10 %).
c) In this part of ISO 3951, lot size and inspection level (inspection level II in default of other instructions)
determine a sample size code letter. Then, general tables give the sample sizes to be taken and the
acceptability criteria, indexed by the sample size code letter and the AQL. Separate tables are given for
the “s” and “σ ” methods, and for normal, tightened and reduced inspection.
d) In this part of ISO 3951, the first and second sample sizes of the double sampling plans are the same.
e) The switching rules are essentially equivalent.
f) The operating characteristic (OC) curves of the variables plans in this part of ISO 3951 are closely
matched to those of the corresponding single sampling attributes plans in ISO 2859-1 (see Annex M).
g) The classification of nonconformities by degree of seriousness into class A, class B, etc., remains
unchanged.
10 © ISO 2007 – All rights reserved
7.2 Differences from ISO 2859-1
a) Determination of acceptability. Acceptability for an ISO 2859-1 attributes double sampling plan for
percent nonconforming is determined by the numbers of nonconforming items found in the samples.
Acceptability for a plan for inspection by variables is based on the distances of the estimated process
means from the specification limit(s) in terms of the estimated or known process standard deviations or,
by implication, the estimated process fractions nonconforming. In this part of ISO 3951, two methods are
considered: the “s” method for use when the process standard deviation σ is unknown and the “σ” method
for use when σ is presumed to be known. In the case of a single specification limit, or for separate control
of double specification limits, acceptability is determined most easily by comparing quality statistics with
“Form k” acceptability constants (see 16.2, 16.3, 17.2 and 17.3). For combined or complex control of
double specification limits, acceptability is determined by comparing estimates of the process percent
nonconforming for each class of nonconformity with “Form p*” constants (see 16.4, 16.5, 17.4 and 17.5).
(Annexes A, B and C provide procedures for two or more unrelated quality characteristics.)
b) Normality. In ISO 2859-1, there is no requirement relating to the distribution of the characteristics.
However, in this part of ISO 3951, it is necessary for the efficient operation of the plans that the
measurements should be distributed according to a normal distribution (or at least a close approximation
to a normal distribution), either originally or after a known transformation.
c) Sample sizes. Unlike the sample sizes in ISO 2859-1, the sample sizes along rows of the master tables
in this part of ISO 3951 are not constant. This was necessary to obtain closely matched OC curves [see
7.1 f)].
d) Producer’s risk. For process quality precisely at the AQL, the producer’s risk (see 8.3) that a lot will not
be accepted is similar, but not identical, to the corresponding producer’s risk in ISO 2859-1 (see Annex I).
e) Average sample sizes (ASSIs). The ASSIs of double sampling schemes by variables are generally
much smaller than the ASSIs for corresponding schemes by attributes at any given process quality level
(see Annex L).
f) Multiple sampling plans. No multiple sampling plans are given in this part of ISO 3951.
g) Average outgoing quality limit (AOQL). The AOQL concept applies when 100 % inspection and
rectification is feasible for non-accepted lots. It follows that the AOQL concept cannot be applied under
destructive or expensive testing. As variables plans will generally be used under these circumstances, no
tables of AOQL have been included in this part of ISO 3951.
8 Limiting quality protection
8.1 Use of individual plans
This part of ISO 3951 is intended to be used as a system employing tightened, normal and reduced inspection
on a continuing series of lots to provide consumer protection while assuring the producer that acceptance will
be very likely to occur if quality is better than the AQL.
Sometimes specific individual plans are selected from this part of ISO 3951 and used without the switching
rules. For example, a purchaser might be using the plans for verification purposes only. This is not the
intended application of the system given in this part of ISO 3951 and its use in this way should not be referred
to as “inspection in compliance with ISO 3951-3”. When used in such a way, ISO 3951-3 simply represents a
collection of individual double sampling plans indexed by AQL. The operating characteristic curves and other
measures of a plan so chosen should be assessed individually from the tables provided.
8.2 Consumer’s risk quality tables
If the series of lots is not long enough to allow the switching rules to be applied, it might be desirable to limit
the selection of sampling plans to those, associated with a designated AQL value, that give consumer’s risk
quality not more than the specified limiting quality protection. Sampling plans for this purpose may be selected
by choosing a consumer’s risk quality (CRQ) and a consumer’s risk to be associated with it, and then referring
to the tables on Charts C to R (see Figures 2 to 15).
8.3 Producer’s risk tables
The producer’s risk is the probability of non-acceptance under either the “s” or “σ ” methods for lots produced
when the process average equals the AQL. The producer’s risks of the double sampling plans of this part of
...
Frequently Asked Questions
ISO 3951-3:2007 is a standard published by the International Organization for Standardization (ISO). Its full title is "Sampling procedures for inspection by variables - Part 3: Double sampling schemes indexed by acceptance quality limit (AQL) for lot-by-lot inspection". This standard covers: ISO 3951-3:2007 specifies an acceptance sampling system of double sampling schemes for inspection by variables for percent nonconforming. It is indexed in terms of the acceptance quality limit (AQL). The objectives of the methods laid down in ISO 3951-3:2007 are to ensure that lots of acceptable quality have a high probability of acceptance and that the probability of non-accepting inferior lots is as high as practicable. This is achieved by means of the switching rules, which provide automatic protection to the consumer (by means of a switch to tightened inspection or discontinuation of sampling inspection) should a deterioration in quality be detected, and an incentive (at the discretion of the responsible authority) to reduce inspection costs (by means of a switch to a smaller sample size) should consistently good quality be achieved. In ISO 3951-3:2007, the acceptability of a lot is implicitly or explicitly determined from an estimate of the percentage of nonconforming items in the process, based on either one or two random samples of items from the lot. ISO 3951-3:2007 is primarily designed for use under the following conditions: where the inspection procedure is to be applied to a continuing series of lots of discrete products all supplied by one producer using one production process; where the items of product have a single quality characteristic; where the quality characteristic is measurable on a continuous scale; where the measurement error is negligible (i.e. with a standard deviation no more than 10 % of the corresponding process standard deviation); where production is stable (under statistical control) and the quality characteristic is distributed, at least to a close approximation, according to a normal distribution; where the possibility of having to select and inspect a second sample is administratively acceptable; and where a contract or standard defines an upper specification limit, a lower specification limit, or both on the quality characteristic. The procedures in ISO 3951-3:2007 are not suitable for application to lots that have been screened previously for nonconforming items.
ISO 3951-3:2007 specifies an acceptance sampling system of double sampling schemes for inspection by variables for percent nonconforming. It is indexed in terms of the acceptance quality limit (AQL). The objectives of the methods laid down in ISO 3951-3:2007 are to ensure that lots of acceptable quality have a high probability of acceptance and that the probability of non-accepting inferior lots is as high as practicable. This is achieved by means of the switching rules, which provide automatic protection to the consumer (by means of a switch to tightened inspection or discontinuation of sampling inspection) should a deterioration in quality be detected, and an incentive (at the discretion of the responsible authority) to reduce inspection costs (by means of a switch to a smaller sample size) should consistently good quality be achieved. In ISO 3951-3:2007, the acceptability of a lot is implicitly or explicitly determined from an estimate of the percentage of nonconforming items in the process, based on either one or two random samples of items from the lot. ISO 3951-3:2007 is primarily designed for use under the following conditions: where the inspection procedure is to be applied to a continuing series of lots of discrete products all supplied by one producer using one production process; where the items of product have a single quality characteristic; where the quality characteristic is measurable on a continuous scale; where the measurement error is negligible (i.e. with a standard deviation no more than 10 % of the corresponding process standard deviation); where production is stable (under statistical control) and the quality characteristic is distributed, at least to a close approximation, according to a normal distribution; where the possibility of having to select and inspect a second sample is administratively acceptable; and where a contract or standard defines an upper specification limit, a lower specification limit, or both on the quality characteristic. The procedures in ISO 3951-3:2007 are not suitable for application to lots that have been screened previously for nonconforming items.
ISO 3951-3:2007 is classified under the following ICS (International Classification for Standards) categories: 03.120.30 - Application of statistical methods. The ICS classification helps identify the subject area and facilitates finding related standards.
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