Sequential Approximate Multiobjective Optimization Using Computational Intelligence [electronic resource] /
Nakayama, Hirotaka.author.
Yun, Yeboon.author.
Yoon, Min.author.
This book highlights a new direction of multiobjective optimzation, which has never been treated in previous publications. When the function form of objective functions is not known explicitly as encountered in many practical problems, sequential approximate optimization based on metamodels is an effective tool from a practical viewpoint. Several sophisticated methods for sequential approximate multiobjective optimization using computational intelligence are introduced along with real applications, mainly engineering problems, in this book.
Description based upon print version of record.
Includes bibliographical references and index.
Basic Concepts of Multi-objective Optimization -- Interactive Programming Methods for Multi-objective Optimization -- Generation of Pareto Frontier by Genetic Algorithms -- Multi-objective Optimization and Computational Intelligence -- Sequential Approximate Optimization -- Combining Aspiration Level Approach and SAMO -- Engineering Applications.
This book highlights a new direction of multiobjective optimzation, which has never been treated in previous publications. When the function form of objective functions is not known explicitly as encountered in many practical problems, sequential approximate optimization based on metamodels is an effective tool from a practical viewpoint. Several sophisticated methods for sequential approximate multiobjective optimization using computational intelligence are introduced along with real applications, mainly engineering problems, in this book.
Mathematical models.
Operations research.
Management science.
Computers.
Decision making.
Mathematical optimization.
Computer science—Mathematics.
Mathematical Modeling and Industrial Mathematics.
Operations Research, Management Science.
Theory of Computation.
Operations Research/Decision Theory.
Optimization.
Discrete Mathematics in Computer Science.
Computational intelligence
Mathematical optimization
Vector Optimization