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Book
Multiobjective Problem Solving from Nature : From Concepts to Applications
Authors: --- ---
ISBN: 128113869X 9786611138691 354072964X 3540729631 Year: 2008 Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer,

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Abstract

Multiobjective problems involve several competing measures of solution quality, and multiobjective evolutionary algorithms (MOEAs) and multiobjective problem solving have become important topics of research in the evolutionary computation community over the past 10 years. This is an advanced text aimed at researchers and practitioners in the area of search and optimization. The book focuses on how MOEAs and related techniques can be used to solve problems, particularly in the disciplines of science and engineering. Contributions by leading researchers show how the concepts of multiobjective optimization can be used to reformulate and resolve problems in broad areas such as constrained optimization, coevolution, classification, inverse modelling and design. The book is distinguished from other texts on MOEAs in that it is not primarily about the algorithms, nor specific applications, but about the concepts and processes involved in solving problems using a multiobjective approach. Each chapter contributes to the central, deep concepts and themes of the book: evaluating the utility of the multiobjective approach; discussing alternative problem formulations; showing how problem formulation affects the search process; and examining solution selection and decision making. The book will be of benefit to researchers, practitioners and graduate students engaged with optimization-based problem solving. For multiobjective optimization experts, the book is an up-to-date account of emerging and advanced topics; for others, the book indicates how the multiobjective approach can lead to fresh insights.

Keywords

Evolutionary computation. --- Evolutionary programming (Computer science) --- Computer programming --- Computation, Evolutionary --- Neural networks (Computer science) --- Information Technology --- Artificial Intelligence --- Artificial intelligence. --- Mathematical optimization. --- Engineering design. --- Information theory. --- Artificial Intelligence. --- Optimization. --- Engineering Design. --- Theory of Computation. --- Communication theory --- Communication --- Cybernetics --- Design, Engineering --- Engineering --- Industrial design --- Strains and stresses --- Optimization (Mathematics) --- Optimization techniques --- Optimization theory --- Systems optimization --- Mathematical analysis --- Maxima and minima --- Operations research --- Simulation methods --- System analysis --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Fifth generation computers --- Neural computers --- Design --- Computers. --- Automatic computers --- Automatic data processors --- Computer hardware --- Computing machines (Computers) --- Electronic calculating-machines --- Electronic computers --- Hardware, Computer --- Computer systems --- Calculators --- Cyberspace --- Computer science. --- Informatics --- Science

Applications of Soft Computing : Recent Trends
Authors: --- --- --- ---
ISBN: 9783540362661 3540291237 9783540291237 9786612823503 1282823507 3540362665 Year: 2006 Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer,

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Abstract

Soft Computing is a complex of methodologies that embraces approximate reasoning, imprecision, uncertainty and partial truth in order to mimic the remarkable human capability of making decisions in real-life, ambiguous environments. Soft Computing has therefore become popular in developing systems that encapsulate human expertise. 'Applications of Soft Computing: Recent Trends' contains a collection of papers that were presented at the 10th Online World Conference on Soft Computing in Industrial Applications, held in September 2005. This carefully edited book provides a comprehensive overview of the recent advances in the industrial applications of soft computing and covers a wide range of application areas, including optimisation, data analysis and data mining, computer graphics and vision, prediction and diagnosis, design, intelligent control, and traffic and transportation systems. The book is aimed at researchers and professional engineers who are engaged in developing and applying intelligent systems. It is also suitable as wider reading for science and engineering postgraduate students.

Keywords

Engineering. --- Appl.Mathematics/Computational Methods of Engineering. --- Artificial Intelligence (incl. Robotics). --- Applications of Mathematics. --- Information Systems Applications (incl.Internet). --- Information systems. --- Artificial intelligence. --- Mathematics. --- Engineering mathematics. --- Ingénierie --- Intelligence artificielle --- Mathématiques --- Mathématiques de l'ingénieur --- Information storage and retrieval systems --- Systèmes d'information --- Fuzzy systems -- Industrial applications -- Congresses. --- Neural networks (Computer science) -- Industrial applications -- Congresses. --- Soft computing -- Industrial applications -- Congresses. --- Soft computing --- Neural networks (Computer science) --- Fuzzy systems --- Civil Engineering --- Computer Science --- Applied Mathematics --- Engineering & Applied Sciences --- Civil & Environmental Engineering --- Industrial applications --- Systems, Fuzzy --- Artificial neural networks --- Nets, Neural (Computer science) --- Networks, Neural (Computer science) --- Neural nets (Computer science) --- Computer science. --- Applied mathematics. --- Computer Science. --- Information Systems Applications (incl. Internet). --- System analysis --- Fuzzy logic --- Artificial intelligence --- Natural computation --- Artificial Intelligence. --- Mathematical and Computational Engineering. --- Math --- Science --- Engineering --- Engineering analysis --- Mathematical analysis --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Mathematics --- Application software. --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software


Digital
Multiobjective Problem Solving from Nature : From Concepts to Applications
Authors: --- --- ---
ISBN: 9783540729648 Year: 2008 Publisher: Berlin, Heidelberg Springer-Verlag Berlin Heidelberg


Book
Multiobjective Problem Solving from Nature : From Concepts to Applications
Authors: --- --- --- ---
ISBN: 9783540729648 Year: 2008 Publisher: Berlin Heidelberg Springer Berlin Heidelberg

Loading...
Export citation

Choose an application

Bookmark

Abstract

Multiobjective problems involve several competing measures of solution quality, and multiobjective evolutionary algorithms (MOEAs) and multiobjective problem solving have become important topics of research in the evolutionary computation community over the past 10 years. This is an advanced text aimed at researchers and practitioners in the area of search and optimization. The book focuses on how MOEAs and related techniques can be used to solve problems, particularly in the disciplines of science and engineering. Contributions by leading researchers show how the concepts of multiobjective optimization can be used to reformulate and resolve problems in broad areas such as constrained optimization, coevolution, classification, inverse modelling and design. The book is distinguished from other texts on MOEAs in that it is not primarily about the algorithms, nor specific applications, but about the concepts and processes involved in solving problems using a multiobjective approach. Each chapter contributes to the central, deep concepts and themes of the book: evaluating the utility of the multiobjective approach; discussing alternative problem formulations; showing how problem formulation affects the search process; and examining solution selection and decision making. The book will be of benefit to researchers, practitioners and graduate students engaged with optimization-based problem solving. For multiobjective optimization experts, the book is an up-to-date account of emerging and advanced topics; for others, the book indicates how the multiobjective approach can lead to fresh insights.

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