Soft computing for control of non-linear dynamical systems: with ... 13 tables
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Heidelberg ; New York
Physica-Verl.
2001
|
| Series: | Studies in fuzziness and soft computing
63 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Literaturverz. S. 209 - 217 |
| Physical Description: | XVI, 221 S. Ill., graph. Darst. : 24 cm |
| ISBN: | 3790813494 |
Staff View
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Record in the Search Index
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| adam_text |
OSCAR CASTILLO * PATRICIA MELIN SOFT COMPUTING FOR CONTROL OF NON-LINEAR
DYNAMICAL SYSTEMS WITH 112 FIGURES AND 13 TABLES PHYSICA-VERLAG A
SPRINGER-VERLAG COMPANY CONTENTS CHAPTER 1 INTRODUCTION TO CONTROL OF
NON-LINEAR DYNAMICAL SYSTEMS 1 CHAPTER 2 FUZZY LOGIC .'. 5 2.1 FUZZY SET
THEORY 6 2.2 FUZZY REASONING 11 2.3 FUZZY INFERENCE SYSTEMS 15 2.4
TYPE-2 FUZZY LOGIC SYSTEMS 20 2.4.1 TYPE-2 FUZZY SETS 21 2.4.2 TYPE-2
FUZZY SYSTEMS 24 2.5 FUZZY MODELLING 25 2.6 SUMMARY 27 CHAPTER 3 NEURAL
NETWORKS FOR CONTROL 29 3.1 BACKPROPAGATION FOR FEEDFORWARD NETWORKS 31
3.1.1 THE BACKPROPAGATION LEARNING ALGORITHM 32 3.1.2 BACKPROPAGATION
MULTILAYER PERCEPTIONS 35 3.2 ADAPTIVE NEURO-FUZZY INFERENCE SYSTEMS 39
3.2.1 ANFIS ARCHITECTURE 39 3.2.2 LEARNING ALGORITHM 42 XLL 3.3
NEURO-FUZZY CONTROL 44 3.3.1 INVERSE LEARNING 45 3.3.2 SPECIALIZED
LEARNING 48 3.4 ADAPTIVE MODEL-BASED NEURO-CONTROL 51 3.4.1 INDIRECT
NEURO-CONTROL 51 3.4.2 DIRECT NEURO-CONTROL 56 3.4.3 PARAMETERIZED
NEURO-CONTROL 61 3.5 SUMMARY 62 CHAPTER 4 GENETIC ALGORITHMS AND
SIMULATED ANNEALING 63 4.1 GENETIC ALGORITHMS 65 4.2 SIMULATED ANNEALING
68 4.3 APPLICATIONS OF GENETIC ALGORITHMS 71 4.3.1 EVOLVING NEURAL
NETWORKS 72 4.3.1.1 EVOLVING WEIGHTS IN A FIXED NETWORK 73 4.3.1.2
EVOLVING NETWORK ARCHITECTURES 75 4.3.2 EVOLVING FUZZY SYSTEMS 81 4.4
SUMMARY 84 CHAPTER 5 DYNAMICAL SYSTEMS THEORY 85 5.1 BASIC CONCEPTS OF
DYNAMICAL SYSTEMS 85 5.2 CONTROLLING CHAOS 90 5.2.1 CONTROLLING CHAOS
THROUGH FEEDBACK 93 5.2.1.1 OTT-GREBOGI-YORKE METHOD 93 5.2.1.2
PYRAGAS'S CONTROL METHODS 95 5.2.1.3 CONTROLLING CHAOS BY CHAOS 97 5.2.2
CONTROLLING CHAOS WITHOUT FEEDBACK 99 5.2.2.1 CONTROL THROUGH OPERATING
CONDITIONS 99 5.2.2.2 CONTROL BY SYSTEM DESIGN 99 5.2.2.3 TAMING CHAOS
101 5.2.3 METHOD SELECTION 102 5.3 SUMMARY 103 CHAPTER 6 HYBRID
INTELLIGENT SYSTEMS FOR TIME SERIES PREDICTION 105 6.1 PROBLEM OF TIME
SERIES PREDICTION 105 XLLL 6.2 FRACTAL DIMESION OF AN OBJECT 106 6.3
FUZZY LOGIC FOR OBJECT CLASSIFICATION 108 6.4 FUZZY ESTIMATION OF THE
FRACTAL DIMENSION 110 6.5 FUZZY FRACTAL APPROACH FOR TIME SERIES
ANALYSIS AND PREDICTION ILL 6.6 NEURAL NETWORK APPROACH FOR TIME SERIES
PREDICTION 114 6.7 FUZZY FRACTAL APPROACH FOR PATTERN RECOGNITION .
116 6.8 SUMMARY 117 CHAPTER 7 MODELLING COMPLEX DYNAMICAL SYSTEMS WITH A
FUZZY INFERENCE SYSTEM FOR DIFFERENTIAL EQUATIONS 119 7.1 THE PROBLEM OF
MODELLING COMPLEX DYNAMICAL SYSTEMS 119 7.2 MODELLING COMPLEX DYNAMICAL
SYSTEMS WITH THE NEW FUZZY INFERENCE SYSTEM 120 7.3 MODELLING ROBOTIC
DYNAMIC SYSTEMS WITH THE NEW FUZZY INTERENCE SYSTEM 122 7.3.1
MATHEMATICAL MODELLING OF ROBOTIC SYSTEMS 123 7.3.2 FUZZY MODELLING OF
ROBOTIC DYNAMIC SYSTEMS 124 7.3.3 EXPERIMENTAL RESULTS 126 7.4 MODELLING
AIRCRAFT DYNAMIC SYSTEMS WITH THE NEW FUZZY INFERENCE SYSTEM 130 7.5
SUMMARY 132 CHAPTER 8 A NEW THEORY OF FUZZY CHAOS FOR SIMULATION OF
NON-LINEAR DYNAMICAL SYSTEMS 135 8.1 PROBLEM DESCRIPTION 135 8.2 TOWARDS
A NEW THEORY OF FUZZY CHAOS 136 8.3 FUZZY CHAOS FOR BEHAVIOR
IDENTIFICATION IN THE SIMULATION OF DYNAMICAL SYSTEMS 137 8.4 SIMULATION
OF DYNAMICAL SYSTEMS 138 XIV 8.5 METHOD FOR AUTOMATED PARAMETER
SELECTION USING GENETIC ALGORITHMS 139 8.6 METHOD FOR DYNAMIC BEHAVIOR
IDENTIFICATION USING FUZZY LOGIC 141 8.6.1 BEHAVIOR IDENTIFICATION BASED
ON THE ANALYTICAL PROPERTIES OF THE MODEL 141 8.6.2 BEHAVIOR
IDENTIFICATION BASED ON THE FRACTAL DIMENSION AND THE LYAPUNOV EXPONENTS
144 8.7 SIMULATION RESULTS FOR ROBOTIC SYSTEMS 145 8.8 SUMMARY 148
CHAPTER 9 INTELLIGENT CONTROL OF ROBOTIC DYNAMIC SYSTEMS 149 9.1 PROBLEM
DESCRIPTION 149 9.2 MATHEMATICAL MODELLING OF ROBOTIC DYNAMIC SYSTEMS
150 9.3 METHOD FOR ADAPTIVE MODEL-BASED CONTROL 152 9.3.1 FUZZY LOGIC
FOR DYNAMIC SYSTEM MODELLING 152 9.3.2 NEURO-FUZZY-FRACTAL ADAPTIVE
MODEL-BASED CONTROL 154 9.4 ADAPTIVE CONTROL OF ROBOTIC DYNAMIC SYSTEMS
154 9.5 SIMULATION RESULTS FOR ROBOTIC DYNAMIC SYSTEMS . 156 9.6
SUMMARY 162 CHAPTER 10 CONTROLLING BIOCHEMICAL REACTORS 163 10.1
INTRODUCTION 163 10.2 FUZZY LOGIC FOR MODELLING 165 10.3 NEURAL NETWORKS
FOR CONTROL 166 10.4 ADAPTIVE CONTROL OF A NON-LINEAR PLANT 168 10.5
FRACTAL IDENTIFICATION OF BACTERIA 169 10.6 EXPERIMANTAL RESULTS 171
10.7 SUMMARY 174 XV CHAPTER 11 CONTROLLING AIRCRAFT DYNAMIC SYSTEMS 175
11.1 INTRODUCTION 175 11.2 FUZZY MODELLING OF DYNAMICAL SYSTEMS 177 11.3
NEURAL NETWORKS FOR CONTROL 179 11.4 ADAPTIVE CONTROL OF AIRCRAFT
SYSTEMS 180 11.5 EXPERIMENTAL RESULTS 182 11.6 SUMMARY 185 CHAPTER 12
CONTROLLING ELECTROCHEMICAL PROCESSES 187 12.1 INTRODUCTION 187 12.2
PROBLEM DESCRIPTION 188 12.3 FUZZY METHOD FOR CCONTROL 189 12.4
NEURO-FUZZY METHOF FOR CONTROL 191 12.5 NEURO-FUZZY-GENETIC METHOD FOR
CONTROL 193 12.6 EXPERIMENTAL RESULTS FOR THE THREE HYBRID APPROACHES
195 12.7 SUMMARY 196 CHAPTER 13 CONTROLLING INTERNATIONAL TRADE DYNAMICS
197 13.1 INTRODUCTION 197 13.2 MATHEMATICAL MODELLING OF INTERNATIONAL
TRADE 198 13.2.1 OSCILLATIONS IN AUTONOMOUS ECONOMIES 199 13.2.2
INTERNATIONAL TRADE AS A PERTURBATION OF INTERNAL OSCILLATIONS 200 13.3
FUZZY LOGIC FOR MODEL SELECTION 201 13.4 ADAPTIVE MODEL-BASED CONTROL OF
INTERNATIONAL TRADE 204 XVI 13.5 SIMULATION RESULTS FOR CONTROL OF
INTERNATIONAL TRADE 206 13.6 SUMMARY 208 REFERENCES 209 INDEX 219 |
| any_adam_object | 1 |
| author | Castillo, Oscar 1959- Melin, Patricia 1962- |
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| callnumber-subject | QA - Mathematics |
| classification_rvk | ST 285 ST 300 ST 301 |
| ctrlnum | (OCoLC)313500640 (DE-599)BVBBV013499778 |
| dewey-full | 006.3 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.3 |
| dewey-search | 006.3 |
| dewey-sort | 16.3 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
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| illustrated | Illustrated |
| indexdate | 2024-08-14T00:45:16Z |
| institution | BVB |
| isbn | 3790813494 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-009214953 |
| oclc_num | 313500640 |
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| series | Studies in fuzziness and soft computing |
| series2 | Studies in fuzziness and soft computing |
| spelling | Castillo, Oscar 1959- Verfasser (DE-588)122520505 aut Soft computing for control of non-linear dynamical systems with ... 13 tables Oscar Castillo ; Patricia Melin Heidelberg ; New York Physica-Verl. 2001 XVI, 221 S. Ill., graph. Darst. : 24 cm txt rdacontent n rdamedia nc rdacarrier Studies in fuzziness and soft computing 63 Literaturverz. S. 209 - 217 Control theory Dynamics Soft computing Soft Computing (DE-588)4455833-8 gnd rswk-swf Regelungssystem (DE-588)4134712-2 gnd rswk-swf Nichtlineares dynamisches System (DE-588)4126142-2 gnd rswk-swf Nichtlineares dynamisches System (DE-588)4126142-2 s Regelungssystem (DE-588)4134712-2 s Soft Computing (DE-588)4455833-8 s DE-604 Melin, Patricia 1962- Verfasser (DE-588)122520513 aut Studies in fuzziness and soft computing 63 (DE-604)BV021858135 63 HEBIS Datenaustausch Darmstadt application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009214953&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Castillo, Oscar 1959- Melin, Patricia 1962- Soft computing for control of non-linear dynamical systems with ... 13 tables Studies in fuzziness and soft computing Control theory Dynamics Soft computing Soft Computing (DE-588)4455833-8 gnd Regelungssystem (DE-588)4134712-2 gnd Nichtlineares dynamisches System (DE-588)4126142-2 gnd |
| subject_GND | (DE-588)4455833-8 (DE-588)4134712-2 (DE-588)4126142-2 |
| title | Soft computing for control of non-linear dynamical systems with ... 13 tables |
| title_auth | Soft computing for control of non-linear dynamical systems with ... 13 tables |
| title_exact_search | Soft computing for control of non-linear dynamical systems with ... 13 tables |
| title_full | Soft computing for control of non-linear dynamical systems with ... 13 tables Oscar Castillo ; Patricia Melin |
| title_fullStr | Soft computing for control of non-linear dynamical systems with ... 13 tables Oscar Castillo ; Patricia Melin |
| title_full_unstemmed | Soft computing for control of non-linear dynamical systems with ... 13 tables Oscar Castillo ; Patricia Melin |
| title_short | Soft computing for control of non-linear dynamical systems |
| title_sort | soft computing for control of non linear dynamical systems with 13 tables |
| title_sub | with ... 13 tables |
| topic | Control theory Dynamics Soft computing Soft Computing (DE-588)4455833-8 gnd Regelungssystem (DE-588)4134712-2 gnd Nichtlineares dynamisches System (DE-588)4126142-2 gnd |
| topic_facet | Control theory Dynamics Soft computing Soft Computing Regelungssystem Nichtlineares dynamisches System |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009214953&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV021858135 |
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