Modeling Complex Living Systems (eBook)
XII, 220 Seiten
Birkhauser Boston (Verlag)
978-0-8176-4600-4 (ISBN)
This book develops new mathematical methods and tools to model living systems. The material it presents can be used in such real-world applications as immunology, transportation engineering, and economics. The first part of the book deals with deriving general evolution equations that can be customized to particular systems of interest in the applied sciences. The second part of the book deals with various models and applications. The book will be a valuable resource to all involved in modeling complex social systems and living matter in general.
Thesubjectofthisbookisthemodelingofcomplex systemsinthelife sciences constituted by a large number of interacting entities called active particles. Their physical state includes, in addition to geometrical and mechanical variables, a variable called the activity, which characterizes the speci?c living system to be modeled. Interactions among particles not only modify the microscopic state, but may generate proliferative and/or destructive phenomena. The aim of the book is to develop mathematical methods and tools, even a new mathematics, for the modeling of living systems. The background idea is that the modeling of living systems requires technically complex mathematical methods, which may be s- stantially di?erent from those used to deal with inert matter. The?rstpart ofthe bookdiscussesmethodological issues, namely the derivation of various general mathematical frameworks suitable to model particular systems of interest in the applied sciences. The second part presents the various models and applications. The mathematical approach used in the book is based on mathema- cal kinetic theoryfor active particles, whichleads tothederivation of evo- tion equations for a one-particle distribution function over the microscopic state. Two types of equations, to be regarded as a general mathematical framework for deriving the models, are derived corresponding to short and long range interactions.
Contents 7
Preface 11
1 From Scaling and Determinism to Kinetic Theory Representation 13
2 Mathematical Structures of the Kinetic Theory for Active Particles 38
3 Additional Mathematical Structures for Modeling Complex Systems 64
4 Mathematical Frameworks for Discrete Activity Systems 74
5 Modeling of Social Dynamics and Economic Systems 92
6 Mathematical Modeling of Vehicular Trafic Flow Phenomena 119
7 Complex Biological Systems: Mutations and Immune Competition 157
8 Modeling Crowds and Swarms: Congested and Panic Flows 179
9 Additional Concepts on the Modeling of Living Systems 199
Index 228
Erscheint lt. Verlag | 5.10.2007 |
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Reihe/Serie | Modeling and Simulation in Science, Engineering and Technology | Modeling and Simulation in Science, Engineering and Technology |
Zusatzinfo | XII, 220 p. 37 illus. |
Verlagsort | Boston |
Sprache | englisch |
Themenwelt | Mathematik / Informatik ► Mathematik ► Angewandte Mathematik |
Mathematik / Informatik ► Mathematik ► Wahrscheinlichkeit / Kombinatorik | |
Naturwissenschaften ► Physik / Astronomie | |
Technik | |
Schlagworte | complex living systems • Complex Systems • Game Theory • immune system competition • mathematical kinetic theory • Mathematical Modeling • Model • Modeling • multiscale and mini-structure modeling • Simulation • stochastic game theory • swarms and crowd dynamics • System Modeling • vehicular traffic flow |
ISBN-10 | 0-8176-4600-0 / 0817646000 |
ISBN-13 | 978-0-8176-4600-4 / 9780817646004 |
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