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A GA-based heuristic approach for offshore structure construction spatial scheduling under uncertainty

机译:不确定条件下基于遗传算法的海上结构施工空间调度

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摘要

Spatial scheduling is the key process that constraints the productivity and time in offshore structure construction. However, block processing times are usually uncertain in reality. To address the uncertain characteristics of block processing times and the effects on construction makespan, a heuristic genetic algorithm approach was proposed. This paper presents a fuzzy triangular model to represent the uncertain processing times. We not only focused on the optimisation of block layouts and construction makespan, but also investigated the effects between the fuzzy makespan and the uncertainty of it. Real data are used in our empirical study to support the model. Sensitive analysis by changing uncertainty spread was conducted and results revealed that the uncertainty of fuzzy makespan imposed a non-linear negative effect on makespan. In real application, practitioners can assign greater weight to processing uncertainty when task is time oriented or less weight when task is just-in-time oriented.
机译:空间调度是限制海上结构施工的生产率和时间的关键过程。但是,块处理时间通常实际上是不确定的。为了解决分块处理时间的不确定性及其对施工周期的影响,提出了一种启发式遗传算法。本文提出了一个模糊三角模型来表示不确定的处理时间。我们不仅着重于砌块布局和建筑工期的优化,而且还研究了模糊工期与不确定性之间的关系。在我们的经验研究中使用了实际数据来支持该模型。通过改变不确定度分布进行了敏感性分析,结果表明模糊制造期的不确定性对制造期施加了非线性负面影响。在实际应用中,从业人员可以在任务以时间为导向时为处理不确定性分配更大的权重,而在任务以时间为导向时则分配较小的权重。

著录项

  • 来源
    《Ships and offshore structures 》 |2015年第6期| 660-668| 共9页
  • 作者

    Lei Dai; Hao Hu; Feier Chen;

  • 作者单位

    State Key Laboratory of Ocean Engineering, School of Naval Architecture, Ocean & Civil Engineering, Shanghai Jiao Tong University, Shanghai, P.R. China,Department of Transportation, Shipping & Logistics, School of Naval Architecture, Ocean & Civil Engineering, Shanghai Jiao Tong University, Shanghai, P.R. China;

    State Key Laboratory of Ocean Engineering, School of Naval Architecture, Ocean & Civil Engineering, Shanghai Jiao Tong University, Shanghai, P.R. China,Department of Transportation, Shipping & Logistics, School of Naval Architecture, Ocean & Civil Engineering, Shanghai Jiao Tong University, Shanghai, P.R. China;

    State Key Laboratory of Ocean Engineering, School of Naval Architecture, Ocean & Civil Engineering, Shanghai Jiao Tong University, Shanghai, P.R. China,Department of Transportation, Shipping & Logistics, School of Naval Architecture, Ocean & Civil Engineering, Shanghai Jiao Tong University, Shanghai, P.R. China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    offshore structure; construction; spatial scheduling; genetic algorithm; uncertainty;

    机译:离岸结构施工;空间调度;遗传算法不确定;

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