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Ilachinski A. — Cellular automata. A discrete universe
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.


Язык: en

Рубрика: Математика/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Год издания: 2001

Количество страниц: 842

Добавлена в каталог: 19.03.2006

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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Предметный указатель
Fractal dimension, $D_{F}$      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, $D_{I}$      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 $\lambda$ 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), $0^{th}$-order LST      253
Local structure theory (LST), $1^{st}$-order LST      254
Local structure theory (LST), $2^{nd}$-order LST      255
Local structure theory (LST), $N^{th}$-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 $\lambda$ 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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