Multi-Objectivization in Evolutionary Algorithms

Multi-Objectivization in Evolutionary Algorithms
  • Engels
  • Paperback
  • 9783845428543
  • augustus 2011
  • 256 pagina's
Alle productspecificaties

Samenvatting

Multi-objectivization is the process of reformulating a single-objective problem into a multi-objective problem and solving it with a multi-objective method in order to provide a solution to the original single-objective problem. This work investigates Evolutionary Algorithms (EAs) in both a general categorical sense and as they are applied to multi-objectivization. A diversity classification framework for EAs is proposed. Furthermore, multi-objectivization techniques are examined. Through study of an abstract problem, job-shop scheduling problems, and the Traveling Salesman Problem, principles governing the design decisions for multi-objectivization are identified. Two ways in which multi-objectivization creates beneficial search results are theorized. Prevalent multi-objectivization techniques are compared both analytically and through these experiments. A third, more general version of the studied techniques is proposed with results showing robust performance across a variety of computational budgets.

Productspecificaties

Inhoud

Taal
Engels
Bindwijze
Paperback
Verschijningsdatum
augustus 2011
Aantal pagina's
256 pagina's
Illustraties
Nee

EAN

EAN
9783845428543

Overige kenmerken

Extra groot lettertype
Nee
Gewicht
381 g
Verpakking breedte
152 mm
Verpakking hoogte
15 mm
Verpakking lengte
229 mm

Je vindt dit artikel in

Categorieën
Taal
Engels
Boek, ebook of luisterboek?
Boek
Nog geen reviews
Bindwijze: Paperback
Niet leverbaar

Email mij eenmalig zodra dit artikel leverbaar is.

Houd er rekening mee dat het artikel niet altijd weer terug op voorraad komt.