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    Solving Resource-Constrained Project Scheduling Problems Using Hybrid Artificial Bee Colony with Differential Evolution

    Source: Journal of Computing in Civil Engineering:;2016:;Volume ( 030 ):;issue: 004
    Author:
    Duc-Hoc Tran
    ,
    Min-Yuan Cheng
    ,
    Minh-Tu Cao
    DOI: 10.1061/(ASCE)CP.1943-5487.0000544
    Publisher: American Society of Civil Engineers
    Abstract: Solving resource-constrained (RC) project scheduling problems is one the most important tasks in the project planning process. This study presents a new hybrid approach, named Artificial Bee Colony with Differential Evolution, to handle resource-constrained problems (ABCDE-RC). The proposed algorithm integrates crossover operations from differential evolution (DE) with original artificial bee colony (ABC) to balance exploration and exploitation phases of the optimization process. Furthermore, this study applies a serial method to reflect individual-vector priorities into the active schedule to calculate project duration. The ABCDE-RC algorithm is compared with benchmark algorithms considered using a real construction case study and a set of standard problem available in the literature. The experimental results demonstrate the efficiency and effectiveness of the proposed model. The ABCDE-RC is a promising alternative approach to handling resource-constrained project scheduling problems.
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      Solving Resource-Constrained Project Scheduling Problems Using Hybrid Artificial Bee Colony with Differential Evolution

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    http://yetl.yabesh.ir/yetl1/handle/yetl/81415
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    contributor authorDuc-Hoc Tran
    contributor authorMin-Yuan Cheng
    contributor authorMinh-Tu Cao
    date accessioned2017-05-08T22:29:17Z
    date available2017-05-08T22:29:17Z
    date copyrightJuly 2016
    date issued2016
    identifier other46557306.pdf
    identifier urihttp://yetl.yabesh.ir/yetl/handle/yetl/81415
    description abstractSolving resource-constrained (RC) project scheduling problems is one the most important tasks in the project planning process. This study presents a new hybrid approach, named Artificial Bee Colony with Differential Evolution, to handle resource-constrained problems (ABCDE-RC). The proposed algorithm integrates crossover operations from differential evolution (DE) with original artificial bee colony (ABC) to balance exploration and exploitation phases of the optimization process. Furthermore, this study applies a serial method to reflect individual-vector priorities into the active schedule to calculate project duration. The ABCDE-RC algorithm is compared with benchmark algorithms considered using a real construction case study and a set of standard problem available in the literature. The experimental results demonstrate the efficiency and effectiveness of the proposed model. The ABCDE-RC is a promising alternative approach to handling resource-constrained project scheduling problems.
    publisherAmerican Society of Civil Engineers
    titleSolving Resource-Constrained Project Scheduling Problems Using Hybrid Artificial Bee Colony with Differential Evolution
    typeJournal Paper
    journal volume30
    journal issue4
    journal titleJournal of Computing in Civil Engineering
    identifier doi10.1061/(ASCE)CP.1943-5487.0000544
    treeJournal of Computing in Civil Engineering:;2016:;Volume ( 030 ):;issue: 004
    contenttypeFulltext
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