Fuzzy and neural: interactions and applications
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | German |
| Veröffentlicht: |
Heidelberg [u.a.]
Physica-Verl.
1999
|
| Schriftenreihe: | Studies in fuzziness and soft computing
25 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XII, 160 S. graph. Darst. |
| ISBN: | 379081170X |
Internformat
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| 245 | 1 | 0 | |a Fuzzy and neural |b interactions and applications |c James J. Buckley ; Thomas Feuring |
| 264 | 1 | |a Heidelberg [u.a.] |b Physica-Verl. |c 1999 | |
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Datensatz im Suchindex
| _version_ | 1804126922077110272 |
|---|---|
| adam_text | JAMES J. BUCKLEY * THOMAS FEURING FUZZY AND NEURAL: INTERACTIONS AND
APPLICATIONS WITH 59 FIGURES AND 3 TABLES PHYSICA-VERLAG A
SPRINGER-VERLAG COMPANY TABLE OF CONTENTS 1. INTRODUCTION 1 2. FUZZY
SETS AND FUZZY FUNCTIONS 3 2.1 FUZZY SETS 3 2.1.1 FUZZY NUMBERS 3 2.1.2
DISCRETE FUZZY SETS 4 2.1.3 ALPHA-CUTS 5 2.1.4 INEQUALITIES 6 2.1.5
FUZZY RELATION 6 2.2 ALGEBRA OF FUZZY SETS 6 2.2.1 TF-NORMS 6 2.2.2 SET
ALGEBRA 8 2.2.3 PROPERTIES 8 2.3 FUZZY ARITHMETIC 13 2.3.1 EXTENSION
PRINCIPLE 13 2.3.2 INTERVAL ARITHMETIC 14 2.3.3 FUZZY ARITHMETIC . 15
2.4 FUZZY EXPRESSIONS 16 2.5 FUZZY FUNCTIONS 17 2.5.1 EXTENSION
PRINCIPLE 17 2.5.2 ALPHA-CUTS AND INTERVAL ARITHMETIC 17 2.5.3
DIFFERENCES 18 REFERENCES CHAPTER 2 19 3. NEURAL NETS 21 3.1 UNIVERSAL
APPROXIMATORS 25 3.2 BACKPROPAGATION ALGORITHM 25 3.2.1 BACKWARD PASS 27
REFERENCES CHAPTER 3 33 4. FIRST APPROXIMATION RESULTS 35 4.1 FUZZY
EXPERT SYSTEMS 35 4.2 DISCRETE FUZZY EXPERT SYSTEM 36 4.3 FUZZY
CONTROLLER 39 VIII TABLE OF CONTENTS 4.3.1 SUGENO-TYPE FC 40 4.3.2
EXPERT SYSTEM 41 4.3.3 OTHER FUZZY CONTROLLERS 42 4.4 SUMMARY * 42 4.5
APPLICATIONS 45 REFERENCES CHAPTER 4 47 5. HYBRID NEURAL NETS 49 5.1
DISCRETE FUZZY EXPERT SYSTEMS 50 5.1.1 FITA 51 5.1.2 FATI 52 5.2 FUZZY
CONTROLLER 55 5.2.1 SUGENO 55 5.2.2 EXPERT SYSTEM 57 5.2.3 MAMDANI 58
5.3 SUMMARY 61 REFERENCES CHAPTER 5 63 6. NEURAL NETS SOLVE FUZZY
PROBLEMS 65 6.1 FUZZY EQUATIONS 67 6.1.1 TRAINING JUSTIFICATION 71 6.2
APPROXIMATE FUZZY FUNCTIONS 71 6.3 SUMMARY 73 REFERENCES CHAPTER 6 75 7.
FUZZY NEURAL NETS 77 7.1 EVALUATION 78 7.1.1 -EXTENSION PRINCIPLE 78
7.1.2 ALPHA-CUTS PLUS INTERVAL ARITHMETIC 79 7.1.3 MONOTONE 80 7.2
TRAINING 80 7.2.1 FUZZIFIED DELTA RULE 83 7.2.2 BACKPROPAGATION 84 7.2.3
TWO STEP TRAINING 85 7.2.4 EVOLUTIONARY ALGORITHM 88 7.3 SUMMARY 93
REFERENCES CHAPTER 7 95 8. SECOND APPROXIMATION RESULTS 97 8.1 UNIVERSAL
APPROXIMATORS 98 8.1.1 EXTENSION PRINCIPLE 99 8.1.2 SIMPLIFIED FUZZY
ARITHMETIC 101 8.1.3 CAPABILITIES 103 8.2 APPROXIMATIONS 105 8.2.1 FUZZY
EXPERT SYSTEMS 105 TABLE OF CONTENTS IX 8.2.2 FUZZY INPUT-OUTPUT
CONTROLLERS 106 8.3 SUMMARY 107 REFERENCES CHAPTER 8 109 9. HYBRID FUZZY
NEURAL NETS ILL 9.1 UNIVERSAL APPROXIMATOR 112 REFERENCES CHAPTER 9 .
117 10. APPLICATIONS OF HYBRID FUZZY NEURAL NETS AND FUZZY NEURAL NETS
119 10.1 FUZZY EXPERT SYSTEM 119 10.2 FUZZY INPUT-OUTPUT CONTROLLERS 122
10.3 FUZZY FUNCTIONS 122 10.4 SUMMARY ON HFNNS 124 10.5 OVERFITTING 125
10.5.1 COVERING 125 10.5.2 OUTPUT ESTIMATION 126 10.5.3 OVERFITTING FOR
CRISP NEURAL NETS 128 REFERENCES CHAPTER 10 131 11. FUZZY TEACHING
MACHINE 133 11.1 REAL WORLD 133 11.2 VERBAL EVALUATION 133 11.3 INPUT
TRANSLATOR 135 11.4 FUZZY EXPERT SYSTEM 136 11.5 OUTPUT TRANSLATOR 138
11.6 EXAMPLE 138 11.6.1 TRAINING OF THE OUTPUT TRANSLATOR 142 11.6.2
RESULTS 144 REFERENCES CHAPTER 11 147 12. SUMMARY, FUTURE RESEARCH AND
CONCLUSIONS 149 12.1 SUMMARY 149 12.1.1 CHAPTER 2 149 12.1.2 CHAPTER 3
150 12.1.3 CHAPTER 4 150 12.1.4 CHAPTER 5 150 12.1.5 CHAPTER 6 151
12.1.6 CHAPTER 7 151 12.1.7 CHAPTER 8 152 12.1.8 CHAPTER 9 153 12.1.9
CHAPTER 10 153 12.1.10CHAPTER 11 153 12.2 FUTURE RESEARCH 154 12.2.1
CHAPTER 2 154 X TABLE OF CONTENTS 12.2.2 CHAPTER 4 154 12.2.3 CHAPTER 5
154 12.2.4 CHAPTER 6 155 12.2.5 CHAPTER 7 155 12.2.6 CHAPTER 8 155
12.2.7 CHAPTER 9 155 12.2.8 CHAPTER 10 155 12.2.9 CHAPTER 11 155 12.3
CONCLUSIONS 155 REFERENCES CHAPTER 12 157 INDEX 159
|
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| author | Buckley, James J. 1936- Feuring, Thomas 1964- |
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| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
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| dewey-search | 006.3 21 |
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| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| format | Book |
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| illustrated | Illustrated |
| indexdate | 2024-07-09T18:25:09Z |
| institution | BVB |
| isbn | 379081170X |
| language | German |
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| physical | XII, 160 S. graph. Darst. |
| publishDate | 1999 |
| publishDateSearch | 1999 |
| publishDateSort | 1999 |
| publisher | Physica-Verl. |
| record_format | marc |
| series | Studies in fuzziness and soft computing |
| series2 | Studies in fuzziness and soft computing |
| spelling | Buckley, James J. 1936- Verfasser (DE-588)120637871 aut Fuzzy and neural interactions and applications James J. Buckley ; Thomas Feuring Heidelberg [u.a.] Physica-Verl. 1999 XII, 160 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Studies in fuzziness and soft computing 25 Soft computing Fuzzy systems Neural networks (Computer science) Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Fuzzy-Logik (DE-588)4341284-1 gnd rswk-swf Neuronales Netz (DE-588)4226127-2 s Fuzzy-Logik (DE-588)4341284-1 s DE-604 Feuring, Thomas 1964- Verfasser (DE-588)120637901 aut Studies in fuzziness and soft computing 25 (DE-604)BV021858135 25 GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008337370&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Buckley, James J. 1936- Feuring, Thomas 1964- Fuzzy and neural interactions and applications Studies in fuzziness and soft computing Soft computing Fuzzy systems Neural networks (Computer science) Neuronales Netz (DE-588)4226127-2 gnd Fuzzy-Logik (DE-588)4341284-1 gnd |
| subject_GND | (DE-588)4226127-2 (DE-588)4341284-1 |
| title | Fuzzy and neural interactions and applications |
| title_auth | Fuzzy and neural interactions and applications |
| title_exact_search | Fuzzy and neural interactions and applications |
| title_full | Fuzzy and neural interactions and applications James J. Buckley ; Thomas Feuring |
| title_fullStr | Fuzzy and neural interactions and applications James J. Buckley ; Thomas Feuring |
| title_full_unstemmed | Fuzzy and neural interactions and applications James J. Buckley ; Thomas Feuring |
| title_short | Fuzzy and neural |
| title_sort | fuzzy and neural interactions and applications |
| title_sub | interactions and applications |
| topic | Soft computing Fuzzy systems Neural networks (Computer science) Neuronales Netz (DE-588)4226127-2 gnd Fuzzy-Logik (DE-588)4341284-1 gnd |
| topic_facet | Soft computing Fuzzy systems Neural networks (Computer science) Neuronales Netz Fuzzy-Logik |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008337370&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV021858135 |
| work_keys_str_mv | AT buckleyjamesj fuzzyandneuralinteractionsandapplications AT feuringthomas fuzzyandneuralinteractionsandapplications |