Multi-objectivization in Evolutionary Algorithms Darrell Lochtefeld (книга)

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Darrell Lochtefeld - «Multi-objectivization in Evolutionary Algorithms»

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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... Это и многое другое вы найдете в книге Multi-objectivization in Evolutionary Algorithms (Darrell Lochtefeld)

Полное название книги Darrell Lochtefeld Multi-objectivization in Evolutionary Algorithms
Тип Книга
Автор Darrell Lochtefeld
Ключевые слова компьютерная литература, основы информатики общие работы
Категории Компьютеры и Internet
ISBN 9783845428543
Возрастное ограничение 18
Издательство
Год 2011
Название транслитом multi-objectivization-in-evolutionary-algorithms-darrell-lochtefeld
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