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More About This Textbook
Overview
From the explosion of interest, research, and applications of evolutionary computation a new field emerges-evolutionary electronics. Focused on applying evolutionary computation concepts and techniques to the domain of electronics, many researchers now see it as holding the greatest potential for overcoming the drawbacks of conventional design techniques.
Evolutionary Electronics: Automatic Design of Electronic Circuits and Systems by Genetic Algorithms formally introduces and defines this area of research, presents its main challenges in electronic design, and explores emerging technologies. It describes the evolutionary computation paradigm and its primary algorithms, and explores topics of current interest, such as multi-objective optimization. The authors examine numerous evolutionary electronics applications, draw conclusions about those applications, and sketch the future of evolutionary computation and its applications in electronics.
In coming years, the appearance of more and more advanced technologies will increase the complexity of optimization and synthesis problems, and evolutionary electronics will almost certainly become a key to solving those problems. Evolutionary Electronics is your key to discovering and unlocking the potential of this promising new field.
Editorial Reviews
From The Critics
Evolutionary electronics applies the concepts and techniques of evolutionary computation to the domain of electronics. This book describes the evolutionary computation paradigm, which is embedded in a class of algorithms based on biological phenomena, and presents several applications in both analog and digital electronics. The authors describe their research in variable length representation systems, memory based evolutionary algorithms, techniques for dealing with multiple-objective optimization, and the use of speciation techniques in evolutionary computation. The applications focus on optimization of VLSI integrated circuits and the synthesis of filters, operational amplifiers, and programmable chips. Annotation c. Book News, Inc., Portland, OR (booknews.com)Product Details
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Table of Contents
INTRODUCTION TO EVOLUTIONARY ELECTRONICS Evolutionary Design of Electronic Circuits: A Prospect of the area Electronic Circuit Design: A Search Task A Brief Survey of Evolutionary Electronics INTRODUCTION TO EVOLUTIONARY COMPUTATION Basic Concepts of Natural Evolution Putting these Ideas to Work: Evolutionary Computation The Main Evolutionary Algorithms
ADVANCED TOPICS IN EVOLUTIONARY COMPUTATION Variable Length Representation Systems Multiple-Objective Optimization Speciation in Evolutionary Algorithms Deception in Evolutionary Algorithms EVOLUTIONARY COMPUTATION: A TOOL FOR INTEGRATED CIRCUITS OPTIMIZATION Analog Chips Optimization VLSI Digital Chips Optimization EVOLUTIONARY COMPUTATION: A TOOL FOR ANALOG CIRCUIT SYNTHESIS Analog Circuits Evolution Discussion: Incorporating Sensitivity Analysis and Fault Tolerance into the Design Process EVOLUTIONARY COMPUTATION: A TOOL FOR DIGITAL CIRCUIT SYNTHESIS Representation Evaluation Circuits Synthesis EVOLUTION OF CIRCUITS ON RECONFIGURABLE CHIPS Field Programmable Gate Arrays Field Programmable Analog Arrays Evolvable Hardware: Evolving Circuits on Reconfigurable Chips Discussion: Virtual Computing
FINAL REMARKS Conclusions Where are we going to?