Evolutionary algorithms and chaotic systems:
Gespeichert in:
| Weitere Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Berlin ; Heidelberg
Springer
2010
|
| Schriftenreihe: | Studies in computational intelligence
267 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Literaturangaben |
| Beschreibung: | XXIV, 521 S. Ill., graph. Darst. 24 cm |
| ISBN: | 9783642107061 |
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Datensatz im Suchindex
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| adam_text | CONTENTS PART I: THEORY 1 MOTIVATION FOR APPLICATION OF EVOLUTIONARY
COMPUTATION TO CHAOTIC SYSTEMS 3 IVAN ZELINKA, GUANRONG CHEN 1.1
INTRODUCTION 3 1.2 EVOLUTIONARY COMPUTATION AND SELECTED EXAMPLES 4
1.2.1 EVOLUTIONARY DESIGN 8 1.2.2 APPLICATION OF EVOLVABLE HARDWARE 9
1.2.3 AUTOMATIC DESIGN OF LOW-COST HARDWARE 10 1.2.4 POORLY SPECIFIED
PROBLEMS 10 1.2.5 ADAPTIVE SYSTEMS 11 1.2.6 FAULT TOLERANT SYSTEMS 11
1.2.7 DESIGN INNOVATION IN POORLY UNDERSTOOD DESIGN SPACES 11 1.2.8
HUMMIES COMPETITION 12 1.2.9 PROBLEMS SOLVABLE BY EVOLUTIONARY
COMPUTATION 13 1.2.10 EXAMPLE: REAL-TIME COMPENSATION OF PLASMA REACTOR
19 1.3 CHAOTIC SYSTEMS 25 1.4 CONCLUSIONS 32 REFERENCES 32 2
EVOLUTIONARY ALGORITHMS FOR CHAOS RESEARCHERS 37 IVAN ZELINKA, HENDRIK
RICHTER 2.1 HISTORICAL FACTS FROM A SLIGHTLY DIFFERENT POINT OF VIEW ...
37 2.2 EVOLUTIONARY ALGORITHMS - OUTLINE 42 2.2.1 CENTRAL DOGMA OF
EVOLUTIONARY COMPUTATIONAL TECHNIQUES 42 BIBLIOGRAFISCHE INFORMATIONEN
HTTP://D-NB.INFO/998030848 DIGITALISIERT DURCH XVI CONTENTS 2.2.2
EVOLUTIONARY ALGORITHMS AND IMPORTANCE OF THEIR USE 47 2.3 SELECTED
EVOLUTIONARY TECHNIQUES 47 2.3.1 OVERVIEW 47 2.3.2 CURRENT STATE 48 2.4
SELECTED BASIC TERMS FROM THE EVOLUTIONARY ALGORITHMS ... 58 2.4.1 THE
USABILITY AREAS OF EVOLUTIONARY ALGORITHMS 58 2.4.2 COMMON FEATURES 59
2.4.3 POPULATION 60 2.4.4 INDIVIDUALS AND THEIR REPRESENTATION 64 2.4.5
EVOLUTIONARY OPERATORS: SELECTION, RECOMBINATION, MUTATION 73 2.5 LIMITS
TO COMPUTATION 75 2.5.1 SEARCHED SPACE AND ITS COMPLEXITY 75 2.5.2
PHYSICAL LIMITS OF COMPUTATION 81 2.6 CONCLUSION 85 REFERENCES 85 3
CHAOS THEORY FOR EVOLUTIONARY ALGORITHMS RESEARCHERS 89 SERGEJ
CELIKOVSKY, IVAN ZELINKA 3.1 INTRODUCTION 89 3.2 CHARACTERIZATION OF
DETERMINISTIC CHAOS 90 3.2.1 ROOTS OF DETERMINISTIC CHAOS 91 3.3
UNIVERSAL FEATURES OF CHAOS 95 3.3.1 DETERMINISM AND UNPREDICTABILITY OF
THE BEHAVIOR OF DETERMINISTIC CHAOS - SENSITIVITY TO INITIAL CONDITIONS
95 3.3.2 LYAPUNOV EXPONENTS 97 3.3.3 THE U-SEQUENCE 100 3.3.4
INTERMITTENCE, PERIOD DOUBLING, METASTABLE CHAOS AND CRISES 102 3.3.5
FEIGENBAUM CONSTANTS 103 3.3.6 SELF-SIMILARITY 105 3.4 FROM ORDER TO
CHAOS 106 3.4.1 PERIOD DOUBLING 107 3.4.2 INTERMITTENCE ILL 3.4.3
CHAOTIC TRANSIENTS 114 3.4. CONTENTS XVII 3.5.4 BIOLOGICAL SYSTEM -
LOGISTIC EQUATION 128 3.5.5 METEOROLOGICAL SYSTEM - LORENZ WEATHER MODEL
131 3.5.6 SPATIOTEMPORAL CHAOS 132 3.5.7 CELLULAR AUTOMATA * GAME OF
LIFE 133 3.5.8 ARTIFICIAL INTELLIGENCE - NEURON NETWORKS 134 3.5.9
ARTIFICIAL INTELLIGENCE - EVOLUTIONARY ALGORITHMS 137 3.5.10 ASTRONOMY -
THE THREE-BODY PROBLEM 139 3.6 CONCLUSION 142 REFERENCES 142 4
EVOLUTIONARY ALGORITHMS AND THE EDGE OF CHAOS 145 DONALD DAVENDRA 4.1
INTRODUCTION 145 4.2 EDGE OF CHAOS 146 4.3 ANTICHAOS AND
SELF-ORGANIZATION 151 4.3.1 A BUTTERFLY SLEEPS 151 4.3.2 CHAOS AND
ANTICHAOS 152 4.4 EDGE OF CHAOS IN EVOLUTIONARY ALGORITHMS 153 4.4.1
STAGNATION 153 4.4.2 ANTI-STAGNATION 154 4.5 ANALYTICAL OBSERVATION 154
4.5.1 DIVERSITY MEASURE 155 4.5.2 POPULATION REPRESENTATION 156 4.6
CONCLUSION 160 REFERENCES 160 PART II: APPLICATIONS 5 EVOLUTIONARY
DESIGN OF CHAOS CONTROL IN ID 165 ROMAN SENKERIK, IVAN ZELINKA, DONALD
DAVENDRA, ZUZANA OPLATKOVA 5.1 INTRODUCTION 165 5.2 EVOLUTIONARY
TECHNIQUES IN CHAOS CONTROL 166 5.3 CHAOTIC SYSTEMS 167 5.3.1 LOGISTIC
EQUATION 167 5.3.2 HENON MAP 168 5.4 SELECTED METHOD FOR THE CONTROLLING
OF CHAOS 169 5.4.1 DELAYED FEEDBACK CONTROL (PYRAGAS METHOD) 169 5.
XVIII CONTENTS 5.6.4 ANALYSIS OF ALL RESULTS 180 5.7 COMPARISON WITH OGY
METHOD 183 5.7.1 LOGISTIC EQUATION 185 5.7.2 HENON MAP 186 5.8
CONCLUSION AND DISCUSSION 187 REFERENCES 188 6 EVOLUTIONARY CONTROL OF
CML SYSTEMS 191 IVAN ZELINKA 6.1 INTRODUCTION 191 6.2 MOTIVATION 194 6.3
SELECTED EVOLUTIONARY ALGORITHM - A BRIEF INTRODUCTION ... 196 6.3.1
DIFFERENTIAL EVOLUTION 196 6.3.2 SOMA 197 6.3.3 SIMULATED ANNEALING 200
6.3.4 GENETIC ALGORITHMS 201 6.3.5 EVOLUTIONARY STRATEGIES 202 6.4 CML
CONTROL 203 6.4.1 USED HARDWARE 203 6.4.2 PROBLEM SELECTION AND CASE
STUDIES 204 6.4.3 COST FUNCTION 207 6.4.4 PARAMETER SETTING 215 6.4.5
EXPERIMENTAL RESULTS 218 6.4.6 CML REAL TIME CONTROL 231 6.5 CONCLUSION
232 REFERENCES 233 7 CHAOTIC SYSTEMS RECONSTRUCTION 237 MOHAMMED CHADLI
7.1 INTRODUCTION 237 7.2 UNKNOWN INPUTS MULTIPLE OBSERVER DESIGN 239
7.2.1 UNKNOWN INPUTS OBSERVER DESIGN 240 7.2.2 CMI DESIGN CONDITIONS 243
7.2.3 POLE PLACEMENT 244 7.3 UNKNOWN INPUTS ESTIMATION 246 7.4
SIMULATION EXAMPLES 247 7.4.1 ACADEMIC EXAMPLE 247 7.4.2 APPLICATION TO
CHAOTIC SYSTEM RECONSTRUCTION.... 253 7.5 EXTENSION TO DISCRET-TIME
MULTIPLE MODEL 257 7.5. CONTENTS XIX 8 EVOLUTIONARY RECONSTRUCTION OF
CHAOTIC SYSTEMS 265 IVAN ZELINKA, ALES RAIDL 8.1 INTRODUCTION 265 8.2
MOTIVATION 267 8.3 CHAOS SYSTEM RECONSTRUCTION - CLASSICAL METHODS 268
8.3.1 RECONSTRUCTION BASED ON TIME SERIES ANALYSIS .... 268 8.4
EVOLUTIONARY RECONSTRUCTION OF CHAOTIC SYSTEMS 271 8.4.1 PROBLEM
SELECTION, USED ALGORITHMS AND COMPUTER TECHNOLOGY 272 8.4.2 THE COST
FUNCTION 272 8.4.3 EXPERIMENT SETUP 273 8.4.4 EXPERIMENTAL RESULTS 275
8.4.5 RECONSTRUCTION OF SIMILAR SYSTEMS 276 8.4.6 UNFINISHED EVOLUTION
279 8.4.7 EXOTIC SOLUTIONS 281 8.4.8 CONTINUOUS SYSTEMS: PRELIMINARY
STUDY 282 8.5 CONCLUSION 287 REFERENCES 289 9 CRYPTOGRAPHY BASED ON
SPATIOTEMPORAL CHAOTIC SYSTEMS 293 PING LI, ZHONG LI, WOLFGANG A.
HALANG, GUANRONG CHEN 9.1 INTRODUCTION 293 9.2 CML-BASED
PSEUDO-RANDOM-BIT GENERATORS 295 9.2.1 COUPLED MAP LATTICE 296 9.2.2
DIGITIZATION METHOD 297 9.2.3 STATISTICAL PROPERTIES 298 9.2.4 PRBGS
BASED ON VARIOUS CMLS 301 9.3 CML-BASED STREAM CIPHER 308 9.3.1
ALGORITHM OF THE CIPHER 308 9.3.2 KEYSPACE 309 9.3.3 CRYPTOGRAPHIC
PROPERTIES OF THE KEYSTREAM 310 9.3.4 HIGH EFFICIENCY 315 9.4 CML-BASED
MULTIMEDIA CRYPTOSYSTEM 316 9.4.1 DESIGN OF CML-BASED MULTIMEDIA
CRYPTOSYSTE XX CONTENTS 10.4 EVOLUTIONARY DECRYPTION 334 10.4.1 USED
HARDWARE, PROBLEM SELECTION AND CASE STUDIES 334 10.4.2 COST FUNCTION
334 10.4.3 PARAMETER SETTING 336 10.4.4 EXPERIMENTAL RESULTS 338 10.5
CONCLUSION 340 REFERENCES 342 11 CHAOS SYNTHESIS BY EVOLUTIONARY
ALGORITHMS 345 IVAN ZELINKA, GUANRONG CHEN, SERGEJ CELIKOVSKY 11.1
INTRODUCTION 346 11.2 MOTIVATION 347 11.3 BRIEF REVIEW OF THE SELECTED
EVOLUTIONARY ALGORITHM 348 11.4 SYMBOLIC REGRESSION - AN INTRODUCTION
348 11.4.1 GENETIC PROGRAMMING 349 11.4.2 GRAMMATICAL EVOLUTION 351
11.4.3 ANALYTIC PROGRAMMING 353 11.5 EXPERIMENT DESIGN 357 11.5.1
PARAMETER SETTING 357 11.5.2 COST FUNCTION 359 11.5.3 CASE STUDIES 360
11.6 CONCLUSION 379 REFERENCES 380 12 EVOLUTIONARY SYNCHRONIZATION OF
CHAOTIC SYSTEMS 385 IVAN ZELINKA, ALES RAIDL 12.1 INTRODUCTION 385 12.2
MOTIVATION 387 12.3 SELECTED EVOLUTIONARY ALGORITHM - A BRIEF
INTRODUCTION... 387 12.4 EVOLUTIONARY SYNCHRONIZATION 387 12.4.1 USED
HARDWARE, PROBLEM SELECTION AND CASE STUDIES 387 12.4.2 COST FUNCTION
388 12.4.3 PARAMETER SETTING 390 12.4.4 EXPERIMENTAL RESULTS 391 12.5
CONCLUSION 398 REFERENCES 408 13 EVOLUTIONARY OPTIMIZATION AND DYNAMIC
FITNESS LANDSCAPES CONTENTS XXI 13.2.1 STATIC AND DYNAMIC FITNESS
LANDSCAPES 413 13.2.2 HIERARCHY OF FITNESS LANDSCAPES 415 13.2.3
RELATIONSHIPS BETWEEN COUPLED MAP LATTICES AND REACTION-DIFFUSION
SYSTEMS 418 13.3 PROPERTIES OF DYNAMIC FITNESS LANDSCAPES 422 13.3.1
TOPOLOGICAL PROPERTIES AND TOPOLOGICAL PROBLEM DIFFICULTY 422 13.3.2
DYNAMICAL PROPERTIES AND DYNAMICAL PROBLEM DIFFICULTY 424 13.3.3
TOPOLOGICAL AND DYNAMICAL LANDSCAPE MEASURES FOR THE CML-BASED LANDSCAPE
428 13.4 EVOLUTIONARY OPTIMIZATION 436 13.5 NUMERICAL EXPERIMENTS 439
13.6 CONCLUDING REMARKS 444 REFERENCES 444 14 CONTROLLER PARAMETERS
OPTIMIZATION ON A REPRESENTATIVE SET OF SYSTEMS USING
DETERMINISTIC-CHAOTIC-MUTATION EVOLUTIONARY ALGORITHMS 449 DONALD
DAVENDRA, IVAN ZELINKA 14.1 INTRODUCTION 449 14.2 PID CONTROLLER 450
14.2.1 PROPORTIONAL ALGORITHM 450 14.2.2 PROPORTIONAL INTEGRAL ALGORITHM
451 14.2.3 PROPORTIONAL INTEGRAL DERIVATIVE ALGORITHM 451 14.3
CONTROLLER TUNING 452 14.3.1 ZIEGLER NICHOLS CLOSED LOOP METHOD 453 14.4
SYSTEM SPECIFICATIONS 454 14.4.1 SENSITIVITY SPECIFICATIONS 454 14.4.2
OPTIMIZATION SPECIFICATIONS 455 14.5 DIFFERENTIAL EVOLUTION ALGORITHM
456 14.5.1 TUNING PARAMETERS 458 14.6 CHAOTIC SYSTEMS 458 14.6.1 LOZI
MAP 459 14.6.2 DELAYED LOGISTIC MAP 459 14. XXII CONTENTS 15 CHAOTIC
ATTRIBUTES AND PERMUTATIVE OPTIMIZATION 483 DONALD DAVENDRA, IVAN
ZELINKA, GODFREY ONWUBOLU 15.1 INTRODUCTION 483 15.2 CHAOTIC SIGNATURE
IN POPULATION DYNAMICS 484 15.3 POPULATION DYNAMICS 486 15.3.1 INITIAL
POPULATION 487 15.3.2 SOLUTION DYNAMICS 488 15.3.3 CHAOTIC FEATURES 490
15.3.4 SELECTION AND DELETION 492 15.3.5 DYNAMIC CLUSTERING 494 15.4
METAHEURISTICS 497 15.4.1 GENETIC ALGORITHMS 497 15.4.2 DIFFERENTIAL
EVOLUTION ALGORITHM 499 15.4.3 SELF ORGANIZING MIGRATING ALGORITHM 501
15.5 GENERAL TEMPLATE 504 15.6 QUADRATIC ASSIGNMENT PROBLEM 506 15.7
RESULTS 507 15.7.1 GENETIC ALGORITHM RESULTS 507 15.7.2 DIFFERENTIAL
EVOLUTION RESULTS 508 15.7.3 SELF ORGANIZING MIGRATION ALGORITHM RESULTS
511 15.8 ANALYSIS 512 15.9 CONCLUSION 516 REFERENCES 517 16 FRONTIERS
521 IVAN ZELINKA, SERGEJ CELIKOVSKY REFERENCES 523
|
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| discipline | Maschinenbau / Maschinenwesen Informatik Mathematik |
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| id | DE-604.BV036467971 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T22:40:06Z |
| institution | BVB |
| isbn | 9783642107061 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-020339713 |
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| physical | XXIV, 521 S. Ill., graph. Darst. 24 cm |
| publishDate | 2010 |
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| publisher | Springer |
| record_format | marc |
| series | Studies in computational intelligence |
| series2 | Studies in computational intelligence |
| spelling | Evolutionary algorithms and chaotic systems Ivan Zelinka ... (eds.) Berlin ; Heidelberg Springer 2010 XXIV, 521 S. Ill., graph. Darst. 24 cm txt rdacontent n rdamedia nc rdacarrier Studies in computational intelligence 267 Literaturangaben Evolutionärer Algorithmus (DE-588)4366912-8 gnd rswk-swf Chaotisches System (DE-588)4316104-2 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Evolutionärer Algorithmus (DE-588)4366912-8 s Chaotisches System (DE-588)4316104-2 s DE-604 Zelinka, Ivan edt Studies in computational intelligence 267 (DE-604)BV020822171 267 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020339713&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Evolutionary algorithms and chaotic systems Studies in computational intelligence Evolutionärer Algorithmus (DE-588)4366912-8 gnd Chaotisches System (DE-588)4316104-2 gnd |
| subject_GND | (DE-588)4366912-8 (DE-588)4316104-2 (DE-588)4143413-4 |
| title | Evolutionary algorithms and chaotic systems |
| title_auth | Evolutionary algorithms and chaotic systems |
| title_exact_search | Evolutionary algorithms and chaotic systems |
| title_full | Evolutionary algorithms and chaotic systems Ivan Zelinka ... (eds.) |
| title_fullStr | Evolutionary algorithms and chaotic systems Ivan Zelinka ... (eds.) |
| title_full_unstemmed | Evolutionary algorithms and chaotic systems Ivan Zelinka ... (eds.) |
| title_short | Evolutionary algorithms and chaotic systems |
| title_sort | evolutionary algorithms and chaotic systems |
| topic | Evolutionärer Algorithmus (DE-588)4366912-8 gnd Chaotisches System (DE-588)4316104-2 gnd |
| topic_facet | Evolutionärer Algorithmus Chaotisches System Aufsatzsammlung |
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| volume_link | (DE-604)BV020822171 |
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