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Operations Research, Systems Engineering and Industrial Engineering Commons

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2010

Genetic Algorithms

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An Improved Genetic Algorithm For Knapsack Problems, Taskiran, Gamze Kilincli Jan 2010

An Improved Genetic Algorithm For Knapsack Problems, Taskiran, Gamze Kilincli

Browse all Theses and Dissertations

In this study, an improved genetic algorithm (GA) is presented to solve the multidimensional 0-1 knapsack problem (MKP). The MKP is a well-known combinatorial optimization problem and has received wide attention from the operations research community for decades. Although recent advances in computing and optimization technologies have made the solution of small and medium size instances possible, this NP-hard problem, in general, still remains one of the challenging problems yet to be solved.

Of the various algorithms developed to solve the MKP, GA seems to be one of the best methods pointed out in the literature. A GA is an …