Hybrid algorithms for the multiple-choice multi-dimensional knapsack problem (Q840573)

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scientific article; zbMATH DE number 5603389
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Hybrid algorithms for the multiple-choice multi-dimensional knapsack problem
scientific article; zbMATH DE number 5603389

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    Hybrid algorithms for the multiple-choice multi-dimensional knapsack problem (English)
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    13 September 2009
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    Summary: In this paper, we propose three versions of an algorithm for approximately solving large-scale \textit{multiple-choice multi-dimensional knapsack problems} (MMKP). First, an adaptation of the local branching is proposed. Second, a hybrid solution procedure is presented that is based on two complementary solution procedures: a local branching which cooperates with a column generation solution procedure. Third and last, an augmented algorithm of the last hybrid algorithm is developed. It can also be viewed as a special truncated branch-and-bound in which the first hybrid algorithm is applied to a subset of elite nodes generated according to some variables/constraint branchings. The proposed methods are analysed computationally on a set of instances from the literature and compared to the results provided by other algorithms therein. Encouraging results have been obtained.
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    branch-and-bound
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    column generation
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    heuristics
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    knapsack problem
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    local branching
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    optimisation
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    multiple choice
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    hybrid algorithms
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