Statistical procedures for machine and process qualification: with 61 tables
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| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Munich
Hanser
2010
Cincinnati, Ohio |
| Edition: | 6., completely rev. ed. |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Literaturangaben |
| Physical Description: | XII, 748 S. Ill., graph. Darst. 25 cm |
| ISBN: | 9783446422490 9781569904695 |
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MARC
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| 245 | 1 | 0 | |a Statistical procedures for machine and process qualification |b with 61 tables |c Edgar Dietrich ; Alfred Schulze |
| 250 | |a 6., completely rev. ed. | ||
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| 264 | 1 | |a Cincinnati, Ohio |b Hanser | |
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Record in the Search Index
| _version_ | 1804142798182547456 |
|---|---|
| adam_text | IMAGE 1
TABLE OF CONTENTS VII
TABLE OF CONTENTS
PREFACE TO THE 6TH EDITION V
TABLE OF CONTENTS VII
1 INTRODUCTION 1
1.1 STATISTICAL PROCEDURES IN INDUSTRIAL PRODUCTION 1
1.2 REQUIREMENTS FOR STANDARDIZATION 2
1.3 INTERNATIONAL STANDARDIZATION OF STATISTICAL PROCEDURES 6
1.4 MEASUREMENT PROCESS CAPABILITY 8
1.5 STATISTICAL PROCESS CONTROL 9
1.6 DOE - DESIGN OF EXPERIMENTS 13
1.7 SIX SIGMA 15
1.7.1 DEVELOPMENT OF THE SIX SIGMA METHOD 15
1.7.2 DEFINITION OF SIX SIGMA? 15
1.7.3 SIX SIGMA PROJECT PHASES IN PRODUCTION 20
1.7.4 SIX SIGMA IN DEVELOPMENT 22
2 INTRODUCTION TO ENGINEERING STATISTICS 24
2.1 OVERVIEW 24
2.2 BASIC MODEL OF INFERENTIAL STATISTICS 25
2.3 CLASSIFICATION OF PRODUCT CHARACTERISTICS 26
2.3.1 CHARACTERISTIC TYPES 26
2.3.2 RECORDING OF CHARACTERISTIC VALUES 27
2.4 CLASSIFICATION OF DISTRIBUTIONS 29
2.5 DEFINITION OF THE CONFIDENCE INTERVAL 33
2.6 DEFINITION OF THE RANDOM VARIATION RANGE 35
2.7 PURPOSE OF PROBABILITY FUNCTIONS 36
2.8 SUMMARY OF BASIC PROCEDURES 37
3 DETERMINATION OF SAMPLE STATISTICS 40
3.1 TABULAR DISPLAY OF MEASUREMENT VALUES .40
3.2 IMPORTANT STATISTICS OF MEASUREMENT SERIES .44
3.3 DISPLAY OF STATISTICAL VALUES 52
4 IMPORTANT GRAPHICS 58
4.1 REPRESENTATION OF INDIVIDUAL VALUES 58
4.2 ACTUAL VALUE PLOT. 67
4.3 HISTOGRAM 68
4.4 CUMULATIVE LINE 74
4.5 PROBABILITY PLOT 76
IMAGE 2
VIII TABLE OF CONTENTS
4.6 REPRESENTATION OF VALUE PAIRS 78
4.7 REPRESENTATION OF STATISTICAL VALUES 81
4.8 PARETO ANALYSIS 83
4.9 BOX PLOT 86
4.10 OVERVIEW OF CAPABILITY INDICES 89
4.11 GRAPHICAL AND NUMERICAL DISPLAY 95
4.12 SPECIAL TOLERANCE EXAMINATION 97
4.12.1 VIOLATION OF TOLERANCE LIMITS 97
4.12.2 TOLERANCE CAPACITY 100
5 PROBABILITY DISTRIBUTIONS 102
5.1 DISTRIBUTIONS FOR DISCRETE CHARACTERISTICS 102
5.1.1 HYPERGEOMETRIC DISTRIBUTION 102
5.1.2 BINOMIAL DISTRIBUTION 105
5.1.3 POISSON DISTRIBUTION 111
5.2 DISTRIBUTIONS FOR CONTINUOUS CHARACTERISTICS 115
5.2.1 DISTRIBUTION 116
5.2.2 MATHEMATICAL DESCRIPTION OF THE NORMAL DISTRIBUTION 120
5.3 DISTRIBUTION OF SAMPLE STATISTICS 127
5.3.1 T DISTRIBUTION 127
5.3.2 X2 DISTRIBUTION 129
5.3.3 F-DISTRIBUTION 131
5.4 UNIMODAL DISTRIBUTIONS 133
5.4.1 TRANSFORMATION 135
5.4.2 LOGARITHMIC NORMAL DISTRIBUTION 138
5.4.3 FOLDED NORMAL DISTRIBUTION 139
5.4.4 RAYLEIGH DISTRIBUTION 141
5.4.5 WEIBULL DISTRIBUTION 143
5.4.6 PEARSON FUNCTIONS 144
5.4.7 JOHNSON TRANSFORMATIONS 145
5.5 MULTIMODAL DISTRIBUTIONS 147
5.5.1 MIXED DISTRIBUTION DUE TO THE METHOD OF MOMENTS 147
5.5.2 MIXED DISTRIBUTION DUE TO SUPERIMPOSITION 148
5.6 TWO-DIMENSIONAL NORMAL DISTRIBUTION 149
5.7 RANDOM VARIATION RANGES AND CONFIDENCE REGIONS 151
5.7.1 RANDOM VARIATION RANGES 151
5.7.2 CONFIDENCE REGIONS 153
5.7.3 CONFIDENCE REGION FOR CAPABILITY INDICES 155
6 NUMERICAL TEST PROCEDURES 157
6.1 DETERMINATION OF EVALUATION CRITERIA USING GRAPHICS 157
6.2 DESCRIPTION OF NUMERICAL TEST PROCEDURES 159
IMAGE 3
TABLE OF CONTENTS IX
6.2.1 HYPOTHESIS FORMULATION AND TEST SELECTION 159
6.2.2 TEST STATISTIC 160
6.2.3 ERROR PROBABILITY 161
6.2.4 TEST DECISION 162
6.2.5 ERROR RISKS IN TEST DECISIONS 166
6.2.6 OPERATING CHARACTERISTIC 168
6.2.7 POWER (1-~) 169
6.2.8 IMPORTANT INFLUENCES ON THE POWER OF TEST PROCEDURES 170
6.2.9 ONE-SIDED TESTS 173
6.2.10 TEST PLANNING FOR OPTIMAL SAMPLE SIZE 175
6.3 TEST FOR RANDOMNESS 176
6.4 TESTS FOR TREND 178
6.5 TESTS FOR NORMAL DISTRIBUTION 184
6.6 TESTS FOR OUTLIERS 194
6.7 COMPARISON OF VARIANCES AND AVERAGES 198
6.7.1 NORMALLY DISTRIBUTED SERIES OF MEASUREMENTS 198
6.7.2 NON-NORMALLY DISTRIBUTED SERIES OF MEASUREMENTS 204
6.7.3 KRUSKAL-WALLISTEST 204
6.7.4 LEVENE TEST 206
6.8 CLEAR REPRESENTATION OF TEST RESULTS 207
7 QUALITY CONTROL CHARTING 208
7.1 WHAT IS A QUALITY CONTROL CHART? 208
7.2 SAMPLING AND SAMPLING FREQUENCY 212
7.3 COMMON TYPES OF QUALITY CONTROL CHARTS 214
7.4 QUALITY CONTROL CHARTS FOR DISCRETE CHARACTERISTICS 215
7.4.1 CALCULATION OF CONTROL LIMITS 216
7.4.2 X CHART FOR THE NUMBER OF DEFECTIVE UNITS 218
7.4.3 P CHART FOR THE PROPORTION OF DEFECTIVE UNITS 221
7.4.4 NP CHART FOR THE NUMBER OF DEFECTIVE UNITS 224
7.4.5 X CHART FOR THE NUMBER OF DEFECTS PER UNIT 225
7.4.6 C CHART FOR THE NUMBER OF DEFECTS PER UNIT 227
7.4.7 U CHART FOR THE NUMBER OF DEFECTS PER UNIT 228
7.5 ERROR LOG SHEETS 229
7.5.1 CONSTRUCTION OF AN ERROR LOG SHEET.. 229
7.5.2 CREATION OF AN ERROR LOG SHEET.. 231
7.6 CONTROL CHARTS FOR CONTINUOUS CHARACTERISTICS 235
7.6.1 CONSTRUCTION OF CONTROL CHARTS 235
7.6.2 PROCEDURE FOR THE USE OF A X IS CHART 237
7.6.3 STABILITY CRITERIA FOR NORMAL DISTRIBUTION 243
7.6.4 SHEWHART CHARTS 252
7.6.5 EVALUATION OF DIFFERENT LOCATION AND VARIATION CHARTS 258
IMAGE 4
X TABLE OF CONTENTS
7.7 ACCEPTANCE CONTROL CHARTS 259
7.7.1 CONSTRUCTION OF AN ACCEPTANCE CHART 259
7.7.2 CONTROL LIMITS OF ACCEPTANCE CHARTS 262
7.8 SHEWHART CHART WITH MOVING STATISTICS 264
7.9 PEARSON CONTROL CHARTS 267
7.10 SHEWHART CHARTS WITH EXTENDED LIMITS 268
7.10.1 PROCESS WITH RANDOM FLUCTUATIONS 268
7.10.2 PROCESSES WITH SYSTEMATIC TREND 275
7.11 QUALITY CONTROL CHARTS AND TIME-DEPENDENT DISTRIBUTION MODELS 281
7.12 STABILITY LEVELS 283
7.13 SENSITIVITY OF QUALITY CONTROL CHARTS 286
7.14 OTHER TYPES OF QUALITY CONTROL CHARTS 291
7.14.1 PRE-CONTROL CHARTS 291
7.14.2 CUSUM CONTROL CHARTS 292
7.14.3 EWMA CONTROL CHARTS 294
8 PROCESS EVALUATION ON THE BASIS OF DISCRETE CHARACTERISTICS 295
8.1 INTRODUCTION 295
8.2 DPU AND DPO AS INDICES FOR DISCRETE CHARACTERISTICS 296
8.3 CAPABILITY INDICES FOR DISCRETE CHARACTERISTICS 297
9 PROCESS EVALUATION ON THE BASIS OF CONTINUOUS CHARACTERISTICS 301
9.1 TIME-DEPENDENT DISTRIBUTION MODELS 301
9.1.1 TIME-DEPENDENT DISTRIBUTION MODEL A1 303
9.1.2 TIME-DEPENDENT DISTRIBUTION MODEL A2 304
9.1.3 TIME-DEPENDENT DISTRIBUTION MODEL B 305
9.1.4 TIME-DEPENDENT DISTRIBUTION MODEL C1 306
9.1.5 TIME-DEPENDENT DISTRIBUTION MODEL C2 307
9.1.6 TIME-DEPENDENT DISTRIBUTION MODEL C3 308
9.1.7 TIME-DEPENDENT DISTRIBUTION MODEL C4 309
9.1.8 TIME-DEPENDENT DISTRIBUTION MODEL D 310
9.1.9 QUALITY CAPABILITY OF A PROCESS 311
9.2 TYPICAL SAMPLE STATISTICS 312
9.2.1 PROCESS PERFORMANCE (PROCESS POTENTIAL} 312
9.2.2 PROCESS CAPABILITY 314
9.2.3 INDICES AND QUALIFICATION PERIODS 315
9.2.4 CONTROLLED AND STABLE 320
9.2.5 OVERVIEW OF CALCULATION METHODS 321
9.2.6 SELECTION OF THE CALCULATION METHOD 323
9.2.7 PRESENTATION OF RESULTS 325
9.3 QUALITY CAPABILITY INDICES ACCORDING TO METHOD M1 326
9.4 QUALITY CAPABILITY INDICES ACCORDING TO METHOD M2 328
IMAGE 5
TABLE OF CONTENTS XI
9.5 QUALITY CAPABILITY INDICES ACCORDING TO METHOD M3 329
9.6 COMPARISON BETWEEN METHOD M2 AND METHOD M3 331
9.7 QUALITY CAPABILITY INDICES ACCORDING TO METHOD M4 332
9.8 CAPABILITY DETERMINATION WITH NON-DEFINED DISTRIBUTION MODELS 333
9.9 WRONG CALCULATION METHODS 336
9.10 COMPENSATION FOR THE ADDITIONAL X VARIATION 337
9.11 SPECIAL CASE - LESS POTENTIAL THAN CAPABILITY 339
9.12 CALCULATION METHOD ACCORDING TO CNOMO 341
9.13 INDICES FOR TWO-DIMENSIONAL NORMAL DISTRIBUTIONS 344
9.14 LIMIT VALUES FOR QUALITY CAPABILITY INDICES 347
10 PROCESS AND PRODUCT EVALUATION 350
10.1 TIME SEQUENCE OF CAPABILITY STUDIES 350
10.2 SELECTION OF TIME-DEPENDENT DISTRIBUTION MODELS 354
10.2.1 INITIAL SITUATION AND TARGETS 355
10.2.2 PRELIMINARY NOTES 356
10.2.3 EVALUATION STRATEGY IN DETAIL 358
10.2.4 AUTOMATIC SELECTION OF TIME-DEPENDENT DISTRIBUTION MODELS 364
10.3 ACCEPTANCE TERMS OF PRODUCTION FACILITIES 378
10.4 BEST FIT MOVE 388
10.5 PRODUCT EVALUATION 390
10.5.1 EVALUATION BASED ON CHARACTERISTICS RESULTS 390
10.5.2 EVALUATION BASED ON TOLERANCE UTILIZATION ... 394
10.6 DATA COMPRESSION AND LONG-TERM EVALUATION 397
11 REGRESSION ANALYSIS 405
11.1 ANALYZING INTERACTIONS .405
11.1.1 GRAPHICAL ANALYSES .405
11.1.2 ANALYSES USING STATISTICAL METHODS .408
11.2 CORRELATION ANALYSIS AND REGRESSION ANALYSIS .409
11.2.1 CORRELATION ANALYSIS .410
11.2.2 SIMPLE LINEAR REGRESSION .412
11.2.3 MULTIPLE QUASI-LINEAR REGRESSION .422
11.2.4 FURTHER CORRELATIONS .427
12 RELIABILITY 429
12.1 MEANING OF RELIABILITY ANALYSES .429
12.2 CONCEPT OF RELIABILITY .429
12.3 RELIABILITY STUDY .429
12.3.1 GENERAL PROCEDURE OF RELIABILITY STUDIES .430
12.3.2 WEIBULL DISTRIBUTION MODEL .431
12.4 EXAMPLES OF RELIABILITY STUDIES .436
IMAGE 6
XII TABLE OF CONTENTS
12.4.1 END-OF-LIFE TESTS 436
12.5 PLANNING OF A SUCCESS-RUN TEST 442
13 COMPANY GUIDELINES 445
13.1 FORD TEST EXAMPLES 446
13.2 GENERAL MOTORS POWERTRAIN SPQ-MARO 475
13.3 GENERAL MOTORS POWERTRAIN MRO APPLICATION NOTES 515
13.4 ROBERT BOSCH GMBH - MACHINE AND PROCESS CAPABILITY 575
13.5 VOLKSWAGEN GROUP 10130 - MACHINE CAPABILITY 621
13.6 VOLKSWAGEN GROUP 10131 - PROCESS CAPABILITY 657
14 APPENDIX 722
14.1 ANALYSIS OF VARIANCE MODELS 722
14.1.1 PROCESS EVALUATION 722
14.2 FORMULAS FOR DISTRIBUTIONS 726
14.3 TABLES 727
15 REFERENCE 736
15.1 ABBREVIATIONS 736
15.2 BIBLIOGRAPHY 738
16 INDEX 743
/
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| dewey-full | 658.40130727 |
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| discipline | Maschinenbau / Maschinenwesen Technik Fertigungstechnik Wirtschaftswissenschaften Mess-/Steuerungs-/Regelungs-/Automatisierungstechnik / Mechatronik |
| edition | 6., completely rev. ed. |
| format | Book |
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| id | DE-604.BV036127170 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T22:37:29Z |
| institution | BVB |
| isbn | 9783446422490 9781569904695 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-020209551 |
| oclc_num | 640133812 |
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| owner | DE-12 DE-91G DE-BY-TUM DE-210 |
| owner_facet | DE-12 DE-91G DE-BY-TUM DE-210 |
| physical | XII, 748 S. Ill., graph. Darst. 25 cm |
| publishDate | 2010 |
| publishDateSearch | 2010 |
| publishDateSort | 2010 |
| publisher | Hanser |
| record_format | marc |
| spelling | Dietrich, Edgar 1951- Verfasser (DE-588)1035415038 aut Statistical procedures for machine and process qualification with 61 tables Edgar Dietrich ; Alfred Schulze 6., completely rev. ed. Munich Hanser 2010 Cincinnati, Ohio Hanser XII, 748 S. Ill., graph. Darst. 25 cm txt rdacontent n rdamedia nc rdacarrier Literaturangaben Statistische Prozesslenkung (DE-588)4249675-5 gnd rswk-swf Statistische Prozesslenkung (DE-588)4249675-5 s DE-604 Schulze, Alfred 1952- Verfasser (DE-588)1035415313 aut SWB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020209551&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Dietrich, Edgar 1951- Schulze, Alfred 1952- Statistical procedures for machine and process qualification with 61 tables Statistische Prozesslenkung (DE-588)4249675-5 gnd |
| subject_GND | (DE-588)4249675-5 |
| title | Statistical procedures for machine and process qualification with 61 tables |
| title_auth | Statistical procedures for machine and process qualification with 61 tables |
| title_exact_search | Statistical procedures for machine and process qualification with 61 tables |
| title_full | Statistical procedures for machine and process qualification with 61 tables Edgar Dietrich ; Alfred Schulze |
| title_fullStr | Statistical procedures for machine and process qualification with 61 tables Edgar Dietrich ; Alfred Schulze |
| title_full_unstemmed | Statistical procedures for machine and process qualification with 61 tables Edgar Dietrich ; Alfred Schulze |
| title_short | Statistical procedures for machine and process qualification |
| title_sort | statistical procedures for machine and process qualification with 61 tables |
| title_sub | with 61 tables |
| topic | Statistische Prozesslenkung (DE-588)4249675-5 gnd |
| topic_facet | Statistische Prozesslenkung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020209551&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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