Advances in Applied Self-organizing Systems (Advanced Information and Knowledge Processing) 🔍
Mikhail Prokopenko (Editor) Springer-Verlag London Limited, 1 edition, November 7, 2007
英语 [en] · PDF · 4.6MB · 2007 · 📘 非小说类图书 · 🚀/lgli/lgrs/nexusstc/zlib · Save
描述
The main challenge faced by designers of self-organizing systems is how to validate and control non-deterministic dynamics. Over-engineering the system may completely suppress self-organization with an outside influence, eliminating emergent patterns and decreasing robustness, adaptability and scalability. Whilst leaving too much non-determinism in the system’s behaviour may make its verification and validation almost impossible. This book presents the state-of-the-practice in successfully engineered self-organizing systems, and examines ways to balance design and self organization in the context of applications. As demonstrated throughout, finding this balance helps to deal with diverse practical challenges. The book begins with the more established fields of traffic management and structural health monitoring, building up towards robotic teams, solving challenging tasks deployed in tough environments. The second half of the book follows with a deeper look into the micro-level, and considers local interactions between agents. These interactions lead towards self-modifying digital circuitry and self-managing grids, self-organizing data visualization and intrusion detection in computer networks, immunocomputing and nature-inspired computation, and eventually to artificial life. The case studies described illustrate the richness of the topic and provide guidance to its intricate areas. Many algorithms proposed and discussed in this volume are biologically inspired and readers will also gain an insight into cellular automata, genetic algorithms, artificial immune systems, snake-like locomotion, ant foraging, birds flocking and mutualistic biological ecosystems, amongst others. Demonstrating the practical relevance and applicability of self-organization, this book will be of interest to advanced students and researchers in a wide range of fields.
备用文件名
lgrsnf/F:\Library.nu\5a\_171107.5a2411be8f30bf41300361817bea3e86.pdf
备用文件名
nexusstc/Advances in Applied Self-organizing Systems (Advanced Information and Knowledge Processing)/5a2411be8f30bf41300361817bea3e86.pdf
备用文件名
zlib/Medicine/Mikhail Prokopenko (Editor)/Advances in Applied Self-organizing Systems (Advanced Information and Knowledge Processing)_862166.pdf
备选作者
Tony H. Grubesic; Jake R. Nelson
备选作者
Prokopenko, Mikhail.
备用出版商
Springer Nature
备用版本
Advanced information and knowledge processing, London, ©2008
备用版本
Advanced Information and Knowledge Processing, 2007
备用版本
United Kingdom and Ireland, United Kingdom
备用版本
2008, PS, 2007
备用版本
2, 20071124
元数据中的注释
до 2011-01
元数据中的注释
lg437275
元数据中的注释
{"edition":"1","isbns":["1846289815","1846289823","9781846289811","9781846289828"],"last_page":376}
备用描述
How do we design a self-organizing system? Is it possible to validate and control non-deterministic dynamics? What is the right balance between the emergent patterns that bring robustness, adaptability and scalability, and the traditional need for verification and validation of the outcomes? The last several decades have seen much progress from original ideas of “emergent functionality” and “design for emergence”, to sophisticated mathematical formalisms of “guided self-organization”. And yet the main challenge remains, attracting the best scientific and engineering expertise to this elusive problem. This book presents state-of-the-practice of successfully engineered self-organizing systems, and examines ways to balance design and self-organization in the context of applications. As demonstrated in this second edition of Advances in Applied Self-Organizing Systems, finding this balance helps to deal with practical challenges as diverse as navigation of microscopic robots within blood vessels, self-monitoring aerospace vehicles, collective and modular robotics adapted for autonomous reconnaissance and surveillance, self-managing grids and multiprocessor scheduling, data visualization and self-modifying digital and analog circuitry, intrusion detection in computer networks, reconstruction of hydro-physical fields, traffic management, immunocomputing and nature-inspired computation. Many algorithms proposed and discussed in this volume are biologically inspired, and the reader will also gain an insight into cellular automata, genetic algorithms, artificial immune systems, snake-like locomotion, ant foraging, birds flocking, neuromorphic circuits, amongst others. Demonstrating the practical relevance and applicability of self-organization, Advances in Applied Self-Organizing Systems will be an invaluable tool for advanced students and researchers in a wide range of fields.
备用描述
This book presents the state-of-the-art in successfully engineered self-organizing systems. It goes further, too, to examine ways to balance design and self-organization in the context of applications. As demonstrated throughout, finding this balance helps to deal with diverse practical challenges. The case studies described illustrate the richness of the topic and provide guidance on its more intricate areas.
备用描述
Advances in Applied Self-organizing Systems Presents the advances in successfully engineered self-organizing systems. This book examines ways to balance design and self-organization in the context of applications. It describes the case studies that provide guidance on the topic's more intricate areas. Full description
开源日期
2011-06-04
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