针对 BI 目标多模式项目资源租赁问题的多目标水循环算法

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Mahmoodi Samin, Najafi Amir Abbas, Ghods Kian
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引用次数: 0

摘要

.资源租用问题是一个需要租用所需资源的项目调度问题,其目标是找到一个调度和资源租用计划,使资源的总成本最小。传统的资源租赁问题模型包含单一模式的活动和单一目标函数。本研究旨在为双目标多模式资源租赁问题提出一个新的数学模型。其目标是同时最小化项目的工期和资源的总成本,包括与时间无关的资源采购成本和与时间有关的资源租用成本。为了解决这个 NP 难问题,我们采用了一种新颖的进化算法,即多目标水循环算法(MOWCA)。为了评估所提出的算法,还应用了非支配排序遗传算法(NSGA-II)。为了分析进化算法的性能,我们从项目调度问题数字图书馆中选取了一组实例。实验结果令人满意。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Multi-Objective Water Cycle Algorithm for the BI-Objective Multi-Mode Project Resource Renting Problem
. A resource renting problem is a project scheduling problem in which the required resources should be rented, and the goal is to find a schedule and resource renting plan such that the total cost of the resources minimises. Traditionally, the model of a resource renting problem contains single-mode activities and a single objective function. This research aims to present a new mathematical model for a bi-objective multi-mode resource renting problem. The objectives are to minimise the project makespan and also the total cost of resources, including the time-independent resource procurement costs and time-dependent resource renting costs, simultaneously. A novel evolutionary algorithm, namely the Multi-Objective Water Cycle Algorithm (MOWCA), is employed to solve this NP-hard problem. In order to evaluate the proposed algorithm, the Non-Dominated Sorting Genetic Algorithm (NSGA-II) is applied, too. A set of instances is selected from the digital library of project scheduling problems to analyse the performances of evolutionary algorithms. The results of the experimentation are quite satisfactory.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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