Multiobjective Heuristic Search: An Introduction to Intelligent Search Methods for Multicriteria Optimization (Computational Intelligence) - Couverture souple

Dasgupta, Pallab

Couverture souple

ISBN 10 : 3528057084 ISBN 13 : 9783528057084

Editeur : Vieweg+Teubner Verlag, 1999

Synopsis

A large number of problems require the optimization of multiple criteria. These crite- ria are often non-commensurate and sometimes conflicting in nature making the task of optimization more difficult. In such problems, the task of creating a combined opti- mization function is often not easy. Moreover, the decision procedure can be affected by the sensitivity of the solution space, and the trade-off is often non-linear. In real life we traditionally handle such problems by suggesting not one, but several non-dominated solutions. Finding a set of non-dominated solutions is also useful in multistaged opti- mization problems, where the solution of one stage of optimization is passed on to the next stage. One classic example is that of circuit design, where high-level synthesis, logic synthesis and layout synthesis comprise important stages of optimization of the circuit. Passing a set of non-dominated partial solutions from one stage to the next typically ensures better global optimization. This book presents a new approach to multi-criteria optimization based on heuristic search techniques. Classical multicriteria optimization techniques rely on single criteria optimization algorithms, and hence we are either required to optimize one criterion at a time (under constraints on the others), or we are asked for a single scalar combined optimization function. On the other hand, the multiobjective search approach maps each optimization criterion onto a distinct dimension of a vector valued cost structure.

A propos du livre

À propos de l?auteur

Assistant Professor Dr. Pallab Dasgupta, Associate Professor Dr. P.P. Chakrabarti and Professor Dr. S. C. DeSarkar are at the Department of Computer Science & Engineering at the Indian Institute of Technology Kharagpur, INDIA 721302

Détails de l'édition

• Éditeur: Vieweg+Teubner Verlag
• Date d'édition: 1999
• Langue: anglais
• ISBN 10: 3528057084
• ISBN 13: 9783528057084
• Reliure: Broché
• Nombre de pages: 148
• Coordonnées du fabricant: non disponible