Universality And Emergent Computation In Cellular Neural Networks
Seiten
2003
World Scientific Publishing Co Pte Ltd (Verlag)
9789812381026 (ISBN)
World Scientific Publishing Co Pte Ltd (Verlag)
9789812381026 (ISBN)
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An exploration of cellular neural computing, seeking to provide the reader with guidelines for understanding how cellular computers can be "programmed" and designed optimally. The text contains numerous practical examples and software simulators.
Cellular computing is a natural information processing paradigm, capable of modeling various biological, physical and social phenomena, as well as other kinds of complex adaptive systems. The programming of a cellular computer is in many respects similar to the genetic evolution in biology, the result being a proper cell design and a task-specific gene.How should one “program” the cell of a cellular computer such that a dynamic behavior with computational relevance will emerge? What are the “rules” for designing a computationally universal and efficient cell?The answers to those questions can be found in this book. It introduces the relatively new paradigm of the cellular neural network from an original perspective and provides the reader with the guidelines for understanding how such cellular computers can be “programmed” and designed optimally. The book contains numerous practical examples and software simulators, allowing readers to experiment with the various phases of designing cellular computers by themselves.
Cellular computing is a natural information processing paradigm, capable of modeling various biological, physical and social phenomena, as well as other kinds of complex adaptive systems. The programming of a cellular computer is in many respects similar to the genetic evolution in biology, the result being a proper cell design and a task-specific gene.How should one “program” the cell of a cellular computer such that a dynamic behavior with computational relevance will emerge? What are the “rules” for designing a computationally universal and efficient cell?The answers to those questions can be found in this book. It introduces the relatively new paradigm of the cellular neural network from an original perspective and provides the reader with the guidelines for understanding how such cellular computers can be “programmed” and designed optimally. The book contains numerous practical examples and software simulators, allowing readers to experiment with the various phases of designing cellular computers by themselves.
Basics: cellular neural networks (CNNs); examples of emergent phenomena; simulating cellular neural networks and their dynamics. Universal computation at the cell level: binary cells; continuous state cells; applications and examples of the universal neural cells. Emergence in continuous-time systems - reaction-diffusion cellular neural networks: the theory of local activity as a tool for locating emergent behaviours; practical steps in determining the "edge of chaos" domains. Emergence discrete-time systems - generalized cellular automata: with binary cells; with continuous state cells. (Part contents)
| Erscheint lt. Verlag | 14.3.2003 |
|---|---|
| Reihe/Serie | World Scientific Series on Nonlinear Science Series A ; 43 |
| Verlagsort | Singapore |
| Sprache | englisch |
| Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
| Mathematik / Informatik ► Mathematik ► Angewandte Mathematik | |
| ISBN-13 | 9789812381026 / 9789812381026 |
| Zustand | Neuware |
| Informationen gemäß Produktsicherheitsverordnung (GPSR) | |
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