Bültmann & Gerriets
Biomimicry for Optimization, Control, and Automation
von Kevin M. Passino
Verlag: Springer London
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ISBN: 978-1-84628-069-6
Auflage: 2005
Erschienen am 08.09.2005
Sprache: Englisch
Umfang: 926 Seiten

Preis: 90,94 €

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Klappentext
Inhaltsverzeichnis

Biomimicry uses our scienti?c understanding of biological systems to exploit ideas from nature in order to construct some technology. In this book, we focus onhowtousebiomimicryof the functionaloperationofthe "hardwareandso- ware" of biological systems for the development of optimization algorithms and feedbackcontrolsystemsthatextendourcapabilitiestoimplementsophisticated levels of automation. The primary focus is not on the modeling, emulation, or analysis of some biological system. The focus is on using "bio-inspiration" to inject new ideas, techniques, and perspective into the engineering of complex automation systems. There are many biological processes that, at some level of abstraction, can berepresentedasoptimizationprocesses,manyofwhichhaveasa basicpurpose automatic control, decision making, or automation. For instance, at the level of everyday experience, we can view the actions of a human operator of some process (e. g. , the driver of a car) as being a series of the best choices he or she makes in trying to achieve some goal (staying on the road); emulation of this decision-making process amounts to modeling a type of biological optimization and decision-making process, and implementation of the resulting algorithm results in "human mimicry" for automation. There are clearer examples of - ological optimization processes that are used for control and automation when you consider nonhuman biological or behavioral processes, or the (internal) - ology of the human and not the resulting external behavioral characteristics (like driving a car). For instance, there are homeostasis processes where, for instance, temperature is regulated in the human body.



Challenges in Computer Control and Automation.- Scientific Foundations for Biomimicry.- For Further Study.- Elements of Decision Making.- Neural Network Substrates for Control Instincts.- Rule-Based Control.- Planning Systems.- Attentional Systems.- For Further Study.- Learning.- Learning and Control.- Linear Least Squares Methods.- Gradient Methods.- Adaptive Control.- For Further Study.- Evolution.- The Genetic Algorithm.- Stochastic and Nongradient Optimization for Design.- Evolution and Learning: Synergistic Effects.- For Further Study.- Foraging.- Cooperative Foraging and Search.- Competitive and Intelligent Foraging.- For Further Study.


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