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    題名: A Two-Dimensional Genetic Algorithm and Its Application to Aircraft Scheduling Problem
    作者: Tsai, Ming-Wen;Hong, Tzung-Pei;Lin, Woo-Tsong
    林我聰
    貢獻者: 資管系
    日期: 2015-03
    上傳時間: 2016-01-15 15:09:29 (UTC+8)
    摘要: Genetic algorithms have become increasingly important for researchers in resolving difficult problems because they can provide feasible solutions in limited time. Using genetic algorithms to solve a problem involves first defining a representation that describes the problem states. Most previous studies have adopted one-dimensional representation. Some real problems are, however, naturally suitable to two-dimensional representation. Therefore, a two-dimensional encoding representation is designed and the traditional genetic algorithm is modified to fit the representation. Particularly, appropriate two-dimensional crossover and mutation operations are proposed to generate candidate chromosomes in the next generations. A two-dimensional repairing mechanism is also developed to adjust infeasible chromosomes to feasible ones. Finally, the proposed approach is used to solve the scheduling problem of assigning aircrafts to a time table in an airline company for demonstrating the effectiveness of the proposed genetic algorithm.
    關聯: Mathematical Problems in Engineering, 2015, 1-12
    資料類型: article
    DOI 連結: http://dx.doi.org/10.1155/2015/906305
    DOI: 10.1155/2015/906305
    顯示於類別:[資訊管理學系] 期刊論文

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