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Multiobjective Heuristic Search

An Introduction to Intelligent Search Methods for Multicriteria Optimization

Pallab Dasgupta, P P Chakrabarti, S C Desarkar
Paperback | Engels | Computational Intelligence
€ 83,95
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Omschrijving

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.

Specificaties

Betrokkenen

Auteur(s):
Uitgeverij:

Inhoud

Aantal bladzijden:
134
Taal:
Engels
Reeks:

Eigenschappen

Productcode (EAN):
9783528057084
Verschijningsdatum:
29/06/1999
Uitvoering:
Paperback
Formaat:
Trade paperback (VS)
Afmetingen:
170 mm x 244 mm
Gewicht:
244 g
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