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Advances in Applied Self-Organizing Systems (Advanced Information and Knowledge Processing)

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Advances in Applied Self-Organizing Systems (Advanced Information and Knowledge Processing) Cover

 

Synopses & Reviews

Publisher Comments:

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.

Synopsis:

This volume demonstrates the practical relevance and applicability of self-organization. It includes case studies that examine applications of self-organization, identify causes for their successes, and propose guiding principles for future developments.

Table of Contents

Preface.- Part I - Introduction.- Design versus Self-Organization.- Foundations and Formalizations of Self-Organization.- Part II - Distributed Management and Control.- Self-Organizing Traffic Lights: A Realistic Simulation.- Self-Organizing Sensing of Structures: Monitoring a Space Vehicle Thermal Protection System.- Decentralized Decision Making for Ad-hoc Multi-Agent Systems.- Learning Mutation Strategies for Evaluation and Adaptation of a Simulated Snakebot.- Self-Organization as Phase Transition in Decentralized Groups of Robots: A Study Based on Boltzmann Entropy.- Distributed Control of Microscopic Robots in Biomedical Applications.- Part III - Self-Organizing Computation.- Self-Organizing Computing Systems: Songline Processors.- Self-Organizing Nomadic Services in Grids.- Immune System Support for Scheduling.- Formal Immune Networks: Self-Organization and Real-World Applications.- A Model for Self-Organizing Data Visualization using Decentralized Multi-Agent Systems.- Memristive Excitable Automata: Structural Dynamics, Phenomenology, Localizations and Conductive Pathways.- Part IV - Discussion.- A Turing Test for Emergence.- Index.

Product Details

ISBN:
9781447151128
Author:
Prokopenko, Mikhail (edt)
Publisher:
Springer
Author:
Prokopenko, Mikhail
Subject:
Artificial Intelligence
Subject:
Adaptation
Subject:
Artificial life.
Subject:
bio-inspired computing
Subject:
Bio-inspired Robotics
Subject:
Collective behavior
Subject:
Complex systems
Subject:
Decentralized Management
Subject:
distributed computing
Subject:
Distributed Management
Subject:
emergence
Subject:
Evolutionary Algorithms
Subject:
immune networks
Subject:
Information transfer
Subject:
multi-agent systems
Subject:
Pattern formation
Subject:
self-organization
Subject:
Self-organizing Computation
Subject:
Self-assembly
Subject:
Artificial Intelligence (incl. Robotics)
Subject:
Pattern recognition.
Subject:
Simulation and Modeling
Subject:
Theory of computation
Subject:
Computer Systems Organization and Communication Networks
Subject:
Computers-Reference - General
Copyright:
Edition Description:
2nd ed. 2013
Series:
Advanced Information and Knowledge Processing
Publication Date:
20130630
Binding:
HARDCOVER
Language:
English
Pages:
436
Dimensions:
235 x 155 mm

Related Subjects

Computers and Internet » Artificial Intelligence » General
Computers and Internet » Computers Reference » General
Computers and Internet » Personal Computers » General

Advances in Applied Self-Organizing Systems (Advanced Information and Knowledge Processing) New Hardcover
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Product details 436 pages Springer - English 9781447151128 Reviews:
"Synopsis" by , This volume demonstrates the practical relevance and applicability of self-organization. It includes case studies that examine applications of self-organization, identify causes for their successes, and propose guiding principles for future developments.
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