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Implementation and comparison of algorithms for multi-objective optimization based on genetic algorithms applied to the management of an automated warehouse
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نویسنده
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Nastasi Gianluca ,Colla Valentina ,Cateni Silvia ,Campigli Simone
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منبع
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journal of intelligent manufacturing - 2018 - دوره : 29 - شماره : 7 - صفحه:1545 -1557
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چکیده
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The paper presents strategies optimization for an existing automated warehouse located in a steelmaking industry. genetic algorithms are applied to this purpose and three different popular algorithms capable to deal with multi-objective optimization are compared. the three algorithms, namely the niched pareto genetic algorithm, the non-dominated sorting genetic algorithm 2 and the strength pareto genetic algorithm 2, are described in details and the achieved results are widely discussed; moreover several statistical tests have been applied in order to evaluate the statistical significance of the obtained results.
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کلیدواژه
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Multi-objective optimization ,Evolutionary algorithms ,Niched Pareto Genetic Algorithm ,Non-dominated Sorting Genetic Algorithm 2 ,Strength Pareto Evolutionary Algorithm 2 ,Warehouse
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آدرس
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Scuola Superiore Sant’Anna, Italy, Scuola Superiore Sant’Anna, Italy, Scuola Superiore Sant’Anna, Italy, Roboris s.r.l., Italy
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Authors
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