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Physicomimetics: Physics-Based Swarm Intelligence

✍ Scribed by William M. Spears (auth.), William M. Spears, Diana F. Spears (eds.)


Publisher
Springer-Verlag Berlin Heidelberg
Year
2012
Tongue
English
Leaves
650
Edition
1
Category
Library

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✦ Synopsis


Standard approaches to understanding swarms rely on inspiration from biology and are generally covered by the term β€œbiomimetics”. This book focuses on a different, complementary inspiration, namely physics. The editors have introduced the term 'physicomimetics' to refer to physics-based swarm approaches, which offer two advantages. First, they capture the notion that β€œnature is lazy', meaning that physics-based systems always perform the minimal amount of work necessary, which is an especially important advantage in swarm robotics. Second, physics is the most predictive science, and can reduce complex systems to simple concepts and equations that codify emergent behavior and help us to design and understand swarms.

The editors consolidated over a decade of work on swarm intelligence and swarm robotics, organizing the book into 19 chapters as follows. Part I introduces the concept of swarms and offers the reader a physics tutorial; Part II deals with applications of physicomimetics, in order of increased complexity; Part III examines the hardware requirements of the presented algorithms and demonstrates real robot implementations; Part IV demonstrates how the theory can be used to design swarms from first principles and provides a novel algorithm that handles changing environments; finally, Part V shows that physicomimetics can be used for function optimization, moving the reader from issues of swarm robotics to swarm intelligence. The text is supported with a downloadable package containing simulation code and videos of working robots.

This book is suitable for talented high school and undergraduate students, as well as researchers and graduate students in the areas of artificial intelligence and robotics.

✦ Table of Contents


Front Matter....Pages I-XXX
Front Matter....Pages 1-1
Nature Is Lazy....Pages 3-25
NetLogo and Physics....Pages 27-53
NetLogo and Physicomimetics....Pages 55-92
Pushing the Envelope....Pages 93-125
Front Matter....Pages 127-127
Local Oriented Potential Fields: Self Deployment and Coordination of an Assembling Swarm of Robots....Pages 129-144
Physicomimetics for Distributed Control of Mobile Aquatic Sensor Networks in Bioluminescent Environments....Pages 145-191
Gas-Mimetic Swarms for Surveillance and Obstacle Avoidance....Pages 193-221
A Multi-robot Chemical Source Localization Strategy Based on Fluid Physics: Theoretical Principles....Pages 223-249
A Multi-robot Chemical Source Localization Strategy Based on Fluid Physics: Experimental Results....Pages 251-298
Front Matter....Pages 299-299
What Is a Maxelbot?....Pages 301-339
Uniform Coverage....Pages 341-366
Chain Formations....Pages 367-412
Physicomimetic Motion Control of Physically Constrained Agents....Pages 413-437
Front Matter....Pages 439-439
Adaptive Learning by Robot Swarms in Unfamiliar Environments....Pages 441-473
A Statistical Framework for Estimating the Success Rate of Liquid-Mimetic Swarms....Pages 475-503
Physicomimetic Swarm Design Considerations: Modularity, Scalability, Heterogeneity, and the Prediction Versus Control Dilemma....Pages 505-527
Using Swarm Engineering to Design Physicomimetic Swarms....Pages 529-561
Front Matter....Pages 563-563
Artificial Physics Optimization Algorithm for Global Optimization....Pages 565-589
Artificial Physics for Noisy Nonstationary Environments....Pages 591-613
Back Matter....Pages 615-643

✦ Subjects


Artificial Intelligence (incl. Robotics);Control, Robotics, Mechatronics;Computational Intelligence;Applied and Technical Physics


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