Minimizing the Expected Renewable Resource Costs in a Project with Stochastic Resource Availability

IF 1.1 4区 管理学 Q4 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Hossein Moghaddaszadeh, M. Ranjbar, N. Jamili
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引用次数: 0

Abstract

In this paper, we study the well-known resource availability cost problem with stochastic resource availability. The objective is to determine the initial levels of all renewable resources and establish a schedule corresponding to each scenario such that the expected resource availability cost is minimized. We assume that resource shortfalls can be compensated externally but at a noticeable higher cost. We formulate the problem as a two-stage stochastic programming model (TSSPM). We also develop an exact decomposition-based algorithm (DBA) for the particular case of the problem with at most two resources, which also functions as a heuristic for the original problem. Since the number of scenarios influences the performance of the developed solution approaches, we utilize a fast scenario reduction method to reduce the number of scenarios. Computational results indicate that the DBA outperforms the TSSPM formulation in solution quality and CPU runtime.
具有随机资源可用性的项目中可再生资源成本的最小化
本文研究了具有随机资源可用性的资源可用性成本问题。目标是确定所有可再生资源的初始水平,并制定与每种情况相对应的时间表,以使预期的资源可用性成本最小化。我们假设资源短缺可以从外部得到补偿,但代价要高得多。我们将该问题表述为一个两阶段随机规划模型(TSSPM)。我们还开发了一种基于精确分解的算法(DBA),用于最多两个资源的问题的特殊情况,该算法也可以作为原始问题的启发式算法。由于场景的数量会影响所开发的解决方案方法的性能,因此我们使用快速场景缩减方法来减少场景的数量。计算结果表明,DBA在解决方案质量和CPU运行时间方面优于TSSPM公式。
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
Asia-Pacific Journal of Operational Research
Asia-Pacific Journal of Operational Research 管理科学-运筹学与管理科学
CiteScore
2.00
自引率
14.30%
发文量
44
审稿时长
14.2 months
期刊介绍: The Asia-Pacific Journal of Operational Research (APJOR) provides a forum for practitioners, academics and researchers in Operational Research and related fields, within and beyond the Asia-Pacific region. APJOR will place submissions in one of the following categories: General, Theoretical, OR Practice, Reviewer Survey, OR Education, and Communications (including short articles and letters). Theoretical papers should carry significant methodological developments. Emphasis is on originality, quality and importance, with particular emphasis given to the practical significance of the results. Practical papers, illustrating the application of Operation Research, are of special interest.
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