Trade-off between time and cost in project planning: a simulation-based optimization approach

IF 1.3 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Sena Senses, Mustafa Kumral
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引用次数: 0

Abstract

Mine development or construction projects should be carefully scheduled to meet the project objectives in terms of duration, budget, and scope since they include many highly time- and cost-sensitive activities. The inherent complexity in mining operations, coupled with material, equipment, and resource availabilities, commodity price cyclicality, and market trend uncertainties, can lead to a high risk to the project, resulting in schedule and cost overruns. Therefore, these projects must be planned and controlled efficiently to ensure that the required capital investment does not exceed the project budget and the project deadline is met. This paper proposes a simulation-based model to optimize the trade-off between time and cost of project planning problems under uncertainty. In doing so, equally probable realizations are generated considering different project duration crashing scenarios to quantify the impact of uncertainty on the total project cost and project completion time, and risks are assessed. A numerical example is provided to show the performance of the proposed approach through an underground mine development project. Statistical analysis of the results obtained from the developed simulation model identifies the risk of project completion time, the criticality of activities, and bottleneck activities of the project. In addition, the time–cost trade-off is achieved under the project deadline and budget constraints by implementing 20,736 different crashing scenarios. Finally, the results obtained from the developed formulation are compared with those obtained from the linear programming solution. The proposed approach has a strong potential to add value to project management of mining projects.
项目规划中时间和成本的权衡:基于模拟的优化方法
矿山开发或建设项目应仔细安排,以满足项目在持续时间、预算和范围方面的目标,因为它们包括许多对时间和成本高度敏感的活动。采矿作业固有的复杂性,再加上材料、设备和资源的可用性、商品价格的周期性和市场趋势的不确定性,可能会给项目带来高风险,导致进度和成本超支。因此,必须对这些项目进行有效的计划和控制,以确保所需的资本投资不超过项目预算,并满足项目的最后期限。本文提出了一种基于仿真的模型来优化不确定条件下项目规划问题的时间和成本权衡。在这样做的过程中,考虑到不同的项目持续时间崩溃场景,产生了等可能的实现,以量化不确定性对项目总成本和项目完成时间的影响,并评估了风险。通过一个地下矿山开发工程的算例,验证了该方法的有效性。对开发的仿真模型所获得的结果进行统计分析,确定项目完成时间的风险、活动的临界性和项目的瓶颈活动。此外,通过实现20,736种不同的崩溃场景,在项目截止日期和预算约束下实现了时间成本权衡。最后,将所得结果与线性规划解的结果进行了比较。拟议的办法有很大潜力为采矿项目的项目管理增加价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
3.50
自引率
31.20%
发文量
60
审稿时长
3 months
期刊介绍: SIMULATION is a peer-reviewed journal, which covers subjects including the modelling and simulation of: computer networking and communications, high performance computers, real-time systems, mobile and intelligent agents, simulation software, and language design, system engineering and design, aerospace, traffic systems, microelectronics, robotics, mechatronics, and air traffic and chemistry, physics, biology, medicine, biomedicine, sociology, and cognition.
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