
An Introduction to Sequential Dynamical Systems
By: Henning Mortveit, Christian Reidys
Paperback | 1 October 2007
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266 Pages
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Sequential Dynamical Systems (SDS) are a class of discrete dynamical systems which significantly generalize many aspects of systems such as cellular automata, and provide a framework for studying dynamical processes over graphs.
This text is the first to provide a comprehensive introduction to SDS. Driven by numerous examples and thought-provoking problems, the presentation offers good foundational material on finite discrete dynamical systems which leads systematically to an introduction of SDS. Techniques from combinatorics, algebra and graph theory are used to study a broad range of topics, including reversibility, the structure of fixed points and periodic orbits, equivalence, morphisms and reduction. Unlike other books that concentrate on determining the structure of various networks, this book investigates the dynamics over these networks by focusing on how the underlying graph structure influences the properties of the associated dynamical system.
This book is aimed at graduate students and researchers in discrete mathematics, dynamical systems theory, theoretical computer science, and systems engineering who are interested in analysis and modeling of network dynamics as well as their computer simulations. Prerequisites include knowledge of calculus and basic discrete mathematics. Some computer experience and familiarity with elementary differential equations and dynamical systems are helpful but not necessary.
Industry Reviews
From the reviews:
"By a sequential dynamical system (SDS), Mortveit (Virginia Polytechnic Institute and State Univ.) and Reidys (Nankai Univ., China) mean a certain type of mathematical model. ... Summing Up: Recommended. Upper-division undergraduate through professional collections." (D. V. Feldman, CHOICE, Vol. 45 (10), June, 2008)
"A comprehensive introduction to sequential dynamical systems (SDS), i.e. a class of dynamical systems defined over graphs where the dynamics arise through functional composition of local dynamics. ... The book will be useful to graduate students and researches in discrete mathematics, dynamical systems, theoretical computer science, and systems engineering ... ." (Georgy Osipenko, Zentralblatt MATH, Vol. 1135 (13), 2008)
| Preface | p. V |
| What is a Sequential Dynamical System? | p. 1 |
| Sequential Dynamical Systems: A First Look | p. 1 |
| Motivation | p. 4 |
| Application Paradigms | p. 7 |
| TRANSIMS | p. 7 |
| Task Scheduling and Transport Computations | p. 13 |
| SDS: Characteristics and Research Questions | p. 16 |
| Update Order Dependencies | p. 16 |
| Phase-Space Structure | p. 17 |
| Computational and Algorithmic Aspects | p. 18 |
| Summary | p. 20 |
| Problems | p. 20 |
| Answers to Problems | p. 22 |
| A Comparative Study | p. 23 |
| Cellular Automata | p. 23 |
| Background | p. 23 |
| Structure of Cellular Automata | p. 24 |
| Elementary CA Rules | p. 27 |
| Random Boolean Networks | p. 33 |
| Finite-State Machines (FSMs) | p. 34 |
| Problems | p. 35 |
| Answers to Problems | p. 37 |
| Graphs, Groups, and Dynamical Systems | p. 39 |
| Graphs | p. 39 |
| Simple Graphs and Combinatorial Graphs | p. 41 |
| The Adjacency Matrix of a Graph | p. 44 |
| Acyclic Orientations | p. 46 |
| The Update Graph | p. 47 |
| Graphs, Permutations, and Acyclic Orientations | p. 48 |
| Group Actions | p. 50 |
| Groups Acting on Graphs | p. 51 |
| Groups Acting on Acyclic Orientations | p. 52 |
| Dynamical Systems | p. 56 |
| Classical Continuous Dynamical Systems | p. 57 |
| Classical Discrete Dynamical Systems | p. 59 |
| Linear and Nonlinear Systems | p. 61 |
| Problems | p. 63 |
| Answers to Problems | p. 66 |
| Sequential Dynamical Systems over Permutations | p. 69 |
| Definitions and Terminology | p. 69 |
| States, Vertex Functions, and Local Maps | p. 69 |
| Sequential Dynamical Systems | p. 71 |
| The Phase Space of an SDS | p. 73 |
| SDS Analysis - A Note on Approach and Comments | p. 76 |
| Basic Properties | p. 77 |
| Decomposition of SDS | p. 77 |
| Fixed Points | p. 78 |
| Reversible Dynamics and Livertibility | p. 80 |
| Invertible SDS with Symmetric Functions over Finite Fields | p. 84 |
| Equivalence | p. 88 |
| Functional Equivalence of SDS | p. 90 |
| Computing Equivalence Classes | p. 91 |
| Dynamical Equivalence | p. 93 |
| Enumeration of Dynamically Nonequivalent SDS | p. 97 |
| SDS Morphisms and Reductions | p. 103 |
| Covering Maps | p. 104 |
| Properties of Covering Maps | p. 104 |
| Reduction of SDS | p. 105 |
| Dynamical Equivalence Revisited | p. 109 |
| Construction of Covering Maps | p. 110 |
| Covering Maps over Q[Characters not reproducible] | p. 111 |
| Covering Maps over Circ[subscript n] | p. 119 |
| Problems | p. 121 |
| Answers to Problems | p. 122 |
| Phase-Space Structure of SDS and Special Systems | p. 129 |
| Fixed Points for SDS over Circ[subscript n] and Circ[subscript n] | p. 129 |
| Fixed-Point Computations for General Graphs | p. 137 |
| Threshold SDS | p. 139 |
| SDS over Special Graph Classes | p. 140 |
| SDS over the Complete Graph | p. 141 |
| SDS over the Circle Graph | p. 143 |
| SDS over the Line Graph | p. 145 |
| SDS over the Star Graph | p. 146 |
| SDS Induced by Special Function Classes | p. 146 |
| SDS Induced by (nor[subscript k])[subscript k] (nan[subscript k])[subscript k] | p. 147 |
| SDS Induced by (nor[subscript k] + nand[subscript k])[subscript k] | p. 154 |
| Problems | p. 158 |
| Answers to Problems | p. 160 |
| Graphs, Groups, and SDS | p. 165 |
| SDS with Order-Independent Periodic Points | p. 165 |
| Preliminaries | p. 166 |
| The Group G(Y, F[subscript Y]) | p. 167 |
| The Class of w-Independent SDS | p. 171 |
| The Class of w-Independent SDS over Circ[subscript n] | p. 174 |
| The Groups G(Circ[subscript 4], F[subscript Circ4] | p. 176 |
| A Presentation of S[subscript 35] | p. 178 |
| Problems | p. 179 |
| Answers to Problems | p. 182 |
| Combinatorics of Sequential Dynamical Systems over Words | p. 185 |
| Combinatorics of SDS over Words | p. 187 |
| Dependency Graphs | p. 187 |
| Automorphisms | p. 189 |
| Words | p. 192 |
| Acyclic Orientations | p. 193 |
| The Mapping O[subscript Y] | p. 195 |
| A Normal Form Result | p. 197 |
| The Bijection | p. 198 |
| Combinatorics of SDS over Words | p. 199 |
| Generalized Equivalences | p. 199 |
| The Bijection (P1) | p. 201 |
| Equivalence (P2) | p. 204 |
| Phase-Space Relations | p. 206 |
| Problems | p. 209 |
| Answers to Problems | p. 210 |
| Outlook | p. 213 |
| Stochastic SDS | p. 213 |
| Random Update Order | p. 214 |
| SDS over Random Graphs | p. 217 |
| Gene-Regulatory Networks | p. 217 |
| Introduction | p. 217 |
| The Tryptophan-Operon | p. 218 |
| Evolutionary Optimization of SDS-Schedules | p. 220 |
| Neutral Networks and Phenotypes of RNA and SDS | p. 220 |
| Distances | p. 223 |
| A Replication-Deletion Scheme | p. 226 |
| Evolution of SDS-Schedules | p. 227 |
| Pseudo-Codes | p. 228 |
| Discrete Derivatives | p. 229 |
| Real-Valued and Continuous SDS | p. 231 |
| L-Local SDS | p. 233 |
| Routing | p. 234 |
| Weights | p. 234 |
| Protocols as Local Maps | p. 235 |
| References | p. 237 |
| Index | p. 245 |
| Table of Contents provided by Ingram. All Rights Reserved. |
ISBN: 9780387306544
ISBN-10: 0387306544
Series: Universitext
Published: 1st October 2007
Format: Paperback
Language: English
Number of Pages: 266
Audience: College, Tertiary and University
Publisher: Springer Nature B.V.
Country of Publication: US
Dimensions (cm): 22.86 x 15.24 x 1.27
Weight (kg): 0.38
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