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Ilachinski A. — Cellular automata. A discrete universe
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Название: Cellular automata. A discrete universe
Автор: Ilachinski A.
Аннотация: Cellular automata are a class of spatially and temporally discrete mathematical systems characterized by local interaction and synchronous dynamical evolution. Introduced by the mathematician John von Neumann in the 1950s as simple models of biological self-reproduction, they are prototypical models for complex systems and processes consisting of a large number of simple, homogeneous, locally interacting components. Cellular automata have been the focus of great attention over the years because of their ability to generate a rich spectrum of very complex patterns of behavior out of sets of relatively simple underlying rules. Moreover, they appear to capture many essential features of complex self-organizing cooperative behavior observed in real systems.
This book provides a summary of the basic properties of cellular automata, and explores in depth many important cellular-automata-related research areas, including artificial life, chaos, emergence, fractals, nonlinear dynamics, and self-organization. It consists of 12 largely self-contained chapters. The last chapter presents a broad review of the speculative proposition that cellular automata may eventually prove to be theoretical harbingers of a fundamentally new information-based, discrete physics. Designed to be accessible at the junior/senior undergraduate level and above, the book will be of interest to all students, researchers, and professionals wanting to learn about order, chaos, and the emergence of complexity. It contains an extensive bibliography and provides an annotated listing of cellular automata resources available on the World Wide Web.
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Рубрика: Математика /
Статус предметного указателя: Готов указатель с номерами страниц
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Год издания: 2001
Количество страниц: 842
Добавлена в каталог: 19.03.2006
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Предметный указатель
Fractal dimension, 26 210
Fractals 25
Fredkin logic gate 314 673
Fredkin reversibility 94
Fredkin's billiard-ball gas model 317
Fredkin, Ed 94 313 665
Free energy 327 331 336
Frieden, Roy 646
Frobenius — Perron construction 208
Frustration 337 431
Garbage bits 315
Garden-of-Eden configurations 48 136
Generalized fractal dimensions 212
Generalized threshold automata 274
Genetic algorithms 583
Genetic algorithms, building-block hypothesis 589
Genetic algorithms, CA rule extraction 591
Genetic algorithms, example 588
Genetic operators 584
Geometrodynamics 688
Godel's Incompleteness Theorem 625 632 679
Graph theory 30 616
Graph theory, adjacency matrix 33
Graph theory, automorphism 617
Graph theory, complexity of a graph 616
Graph theory, examples 32
Graph theory, incidence matrix 34
Graph theory, random graphs 34
Graph theory, trees 48
Greenberg — Hastings model 420
groups 35
Halting theorem 3 131 679 684
Hamiltonian graph 32
Hamiltonian systems 167 171 188
Hamming distance 79
harmonic oscillator 189
Heat-conduction equation 485
Henon map 184
Hexagonal lattice 494
hierarchical structures 443 620
Hodgepodge rule 159 422
Homoclinic points 192
homogeneous functions 330
Homogeneous states 231
Immunology 425
Implicit deterministic structures 228
Incidence matrix 34
Infon 645
Information capacity 28
Information dimension, 210
Information mechanics 643
Information physics 634 643
Information theory 27 603
Information theory, Fisher information 646
Information theory, graph complexity 616
Information theory, mutual information 104
Information theory, Shannon information 616
Information theory, thermodynamics 634
Input-free modular systems 261
Intermittency 397 442 475
Invariance matrix 233
Invariant measures 207
Invertibility versus time-reversal invariance 369
Irreversibility 48 60 75 82 94 170 177 188 216 311 313 372 462 634 672
Irreversible rules 48 216
ISAAC combat model 592
Ising model 332 358
Ising model, mean-field approximation 336
Ising model, one-dimensional 334
Isotropic growth 161
Isotropic peripheral PCA 354
Kac-ring model 458
Kac-ring model, origins of irreversibility 462
Kam theorem 190
KAM torus 192
Kauffman, Stuart 3 51 429 560 563 586
Kink diffusion 391
Kink-annihilation 68
Kink-antikink structures 391
Koch curve 27
Kolmogorov — Sinai entropy 213
Kolmogorov's theorem 548
Korteweg — de Vries equation 92
Landauer, Rolf 311 672
Langton's Parameter 98
Langton's self-reproducing loop 573
Langton's self-reproduing loop 164
Langton's vants 580
Langton, Chris 562 683 684
Lattice gas computers 502
Lattice gas models, discrete systems 486
Lattice gas models, equations for macroscopic behavior 493
Lattice gas models, FHP model 492
Lattice gas models, HPP model 489 714
Lattice gas models, short history 488
Laypunov functions 275
LCAU 719
Life32 720
Limit cycles 233
Lindenmeyer systems 576 719
Linear PCA 351
Linear peripheral CA 351
Local conservation laws 95 383
Local structure theory (LST) 98 247 363
Local structure theory (LST), -order LST 253
Local structure theory (LST), -order LST 254
Local structure theory (LST), -order LST 255
Local structure theory (LST), -order LST 256
Local structure theory (LST), Bayesian extension 250
Local structure theory (LST), block probability functions 249
Local structure theory (LST), CA action on probability measures 249
Local structure theory (LST), local structure operator 251
Local structure theory (LST), LST for d-dimensional lattices, d > 1 258
Local versus global 558
Localized demons 361
Logic gates 144 311 312
Logic gates, reversible 313
Logical depth 626
Logistic map 177 389
Logistic map, fixed-point solutions 178
Logistic map, limit cycles 180
Logistic Map, universality 181
Louiville's theorem 476
Lyapunov dimension 213
Lyapunov exponents 201
Lyapunov exponents, CA analogs 206
Lyapunov exponents, information-theoretic interpretation 205
Lyapunov functions 521
Lyapunov functions, threshold CA rules 274
Majority rules 280
MapleV 722
Marginal stability 406
Margolus 129 317 375 676 713
Margolus neighborhood 320
Mathematica 722
Maxwell — Boltzman distribution 483
Maxwell's demon 310 635
McCulloch — Pitts artificial neuron 510
Mean-field approximation 101 530
Mean-field theory 338 349 358
Measure entropy 215
Metastability 528
Metric entropy 213
Metric function 24
Metrizability 25
Metropolis algorithm 359
microcanonical ensemble 35 359
Microscopic reversibility 354
Minimal basis 313
Minimal DFA 300
Minimization algorithm 300
Minsky, Marvin 509 662
Mobile CA 457
Moebius function 243
Molecular chaos 495
Momentum flux tensor 466
Monte Carlo dynamics 328
Moore neighborhood 49
Multi-layered perceptrons 536 550
Multithreshold rules 284
Myhill — Nerode theorem 300
n-dimensional discrete maps 203
N-k landscapes 430 586
NAND logic gate 313
Natural topology 107
Navier — Stokes equations 466 483 500
NETtalk 552
Neural networks, ADALINE 514
Neural networks, adaptve resonance 555
Neural networks, biological origins 510
Neural networks, Boltzman machines 531
Neural networks, Boltzman machines, learning rule 534
Neural networks, connection with CA 508
Neural networks, Hebbian learning rule 512
Neural networks, Hopfield model 518
Neural networks, Hopfield model, capacity 524
Neural networks, Hopfield model, energy function 520
Neural networks, Hopfield model, learning rule 522
Neural networks, Hopfield model, pseudo-code 527
Neural networks, Hopfield model, spurious attractors 524
Neural networks, McCulloch — Pitts model 511
Neural networks, model development 546
Neural networks, NETtalk 552
Neural networks, overview 507
Neural networks, stochastic models 528
Neural networks, supervised learning 555
Noether's theorem 378
Non-homogeneous CA 51
Non-monotonic behavior 598
Noncomputability 681
NP-complete problem 532 624
One-dimensional CA 41 53
One-dimensional CA, algebraic properties 237
One-dimensional CA, algebraic properties cycle length distribution 242
One-dimensional CA, algebraic properties, rule R90 238
One-dimensional CA, blocked space-time patterns 70
One-dimensional CA, blocking transformations 66
One-dimensional CA, critical-like behavior 86
One-dimensional CA, filter automata 92
One-dimensional CA, langton's parameter 98
One-dimensional CA, legal rules 44
One-dimensional CA, majority rules 280
One-dimensional CA, notation 41
One-dimensional CA, parity rule FA 92
One-dimensional CA, Park's glider-gun 91
One-dimensional CA, particle-like behavior 87
One-dimensional CA, reversible, rules 94
One-dimensional CA, rule codes 44
One-dimensional CA, rule R110 661
One-dimensional CA, rule R150 56
One-dimensional CA, rule R18 68
One-dimensional CA, rule R90 55
One-dimensional CA, rule-space parameterization 98
One-dimensional CA, sandpile model 438
One-dimensional CA, solitons 91
One-dimensional CA, space-time patterns 53
One-dimensional CA, space-time patterns, behavioral classes 63
One-dimensional CA, space-time patterns, difference plots 64
One-dimensional CA, space-time patterns, irregular growth 59
One-dimensional CA, space-time patterns, random seeds 59
One-dimensional CA, space-time patterns, simple seeds 54
One-dimensional CA, spatial and temporal measure dimensions 223
One-dimensional CA, totalistic rule T20 (r=2) 89
One-dimensional CA, totalistic rule T88 (r=3) 89
One-dimensional CA, Wolfram's behavioral classification 98
One-dimensional random walk 670
Order parameter 339
Parable 661
Parse trees 297
Partition function 326 333 530
Partitioning CA 374 715
Pattern entropy 395
Perceptions (book) 509
Perceptrons 512
Perceptrons, learning rule 514
Perceptrons, multi-layered 536
Percolation 332 344 355 433
Period doubling 184 185 357 389
Periodicity of temporal sequences 229
Peripheral PCA 345
Peripheral PCA, isotropic 354
Peripheral probabilistic CA 345
Phase space 170 211
Phase transition 98 325 332 346 355 357 531 691
Physical entropy 626
Physics and information 608 632
Poincare maps 168
Pomeau — Manneville intermittency 397
Power spectra 304 394
Power spectra, Li's algorithm 306
Power spectra, sandpile models 441
Predictability 175
Pregeometry 639
Probabilistic CA 50
Programmable matter 713
PSPACE-complete problem 624
Pullback-technique 203
Pumping lemma 304
Push-down automata 296
Quantum CA 51 406
Quantum CA, QCA-I 407
Quantum CA, QCA-II 411
Quantum measurement problem 635
Quantum mechanical computers 673
Random Boolean networks 429
Random graphs 34 654
Random mappings 435
RAP1 510 716
Rational canonical form 263
Reaction-diffusion systems 419
Recursive growth models 577
Reductionism 608
Regular language complexity 302
Regular languages 293
Renyi entropy 218
Renyi information 212
Replica method 338
Restricted totalistic rules 446
Reversible CA 94 369 606 652
Reversible CA, elementary reversible CA (ERCA) 376
Reversible CA, historical overview 371
Reversible CA, synthesis techniques 372
Reversible CA, synthesis techniques, conserved landscape permutations 374
Reversible CA, synthesis techniques, Fredkin's construction 374
Reversible CA, synthesis techniques, partitioning 375
Reversible computation 50 309 315 638
Reversible computation, Feynman's challenge 638
Reversible computers 672
Reversible logic circuit 316
Reversible logic gate 313 674
Reversible rules 50 94
Reynold's number 469
Reynold's number, scaling 505
Rings 36
Roots of unity 243
Sandpile CA model 437
Sandpile CA model, d-dimensional 440
Sandpile CA model, one-dimensional 438
Sandpile CA model, power-law scaling 441
Santa Fe Institute 4 607
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