Finding Pareto Optimal Front for the Multi- Mode Time, Cost Quality Trade-off in Project Scheduling

H. Iranmanesh, M. Skandari, M. Allahverdiloo
{"title":"Finding Pareto Optimal Front for the Multi- Mode Time, Cost Quality Trade-off in Project Scheduling","authors":"H. Iranmanesh, M. Skandari, M. Allahverdiloo","doi":"10.5281/ZENODO.1074392","DOIUrl":null,"url":null,"abstract":"Project managers are the ultimate responsible for the\noverall characteristics of a project, i.e. they should deliver the project\non time with minimum cost and with maximum quality. It is vital for\nany manager to decide a trade-off between these conflicting\nobjectives and they will be benefited of any scientific decision\nsupport tool. Our work will try to determine optimal solutions (rather\nthan a single optimal solution) from which the project manager will\nselect his desirable choice to run the project. In this paper, the\nproblem in project scheduling notated as\n(1,T|cpm,disc,mu|curve:quality,time,cost) will be studied. The\nproblem is multi-objective and the purpose is finding the Pareto\noptimal front of time, cost and quality of a project\n(curve:quality,time,cost), whose activities belong to a start to finish\nactivity relationship network (cpm) and they can be done in different\npossible modes (mu) which are non-continuous or discrete (disc), and\neach mode has a different cost, time and quality . The project is\nconstrained to a non-renewable resource i.e. money (1,T). Because\nthe problem is NP-Hard, to solve the problem, a meta-heuristic is\ndeveloped based on a version of genetic algorithm specially adapted\nto solve multi-objective problems namely FastPGA. A sample project\nwith 30 activities is generated and then solved by the proposed\nmethod.","PeriodicalId":224473,"journal":{"name":"World Academy of Science, Engineering and Technology, International Journal of Social, Behavioral, Educational, Economic, Business and Industrial Engineering","volume":"61 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2008-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"50","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"World Academy of Science, Engineering and Technology, International Journal of Social, Behavioral, Educational, Economic, Business and Industrial Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5281/ZENODO.1074392","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 50

Abstract

Project managers are the ultimate responsible for the overall characteristics of a project, i.e. they should deliver the project on time with minimum cost and with maximum quality. It is vital for any manager to decide a trade-off between these conflicting objectives and they will be benefited of any scientific decision support tool. Our work will try to determine optimal solutions (rather than a single optimal solution) from which the project manager will select his desirable choice to run the project. In this paper, the problem in project scheduling notated as (1,T|cpm,disc,mu|curve:quality,time,cost) will be studied. The problem is multi-objective and the purpose is finding the Pareto optimal front of time, cost and quality of a project (curve:quality,time,cost), whose activities belong to a start to finish activity relationship network (cpm) and they can be done in different possible modes (mu) which are non-continuous or discrete (disc), and each mode has a different cost, time and quality . The project is constrained to a non-renewable resource i.e. money (1,T). Because the problem is NP-Hard, to solve the problem, a meta-heuristic is developed based on a version of genetic algorithm specially adapted to solve multi-objective problems namely FastPGA. A sample project with 30 activities is generated and then solved by the proposed method.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
项目调度中多模式时间、成本、质量权衡的帕累托最优前沿
项目经理对项目的整体特征负有最终责任,也就是说,他们应该以最低的成本和最高的质量交付项目时间。对于任何管理者来说,在这些相互冲突的目标之间做出权衡是至关重要的,他们将受益于任何科学的决策支持工具。我们的工作将尝试确定最优解决方案(而不是单一的最优解决方案),项目经理将从中选择他想要的方案来运行项目。本文研究了以(1,T, |, cpm,disc,mu, |曲线:质量,时间,成本)表示的项目调度问题。问题是多目标的,目的是找到一个项目的时间,成本和质量的Paretooptimal front(曲线:质量,时间,成本),其活动属于一个开始到结束的活动关系网络(cpm),它们可以在不同的可能模式(mu)中完成,这些模式是非连续的或离散的(圆盘),每个模式都有不同的成本,时间和质量。该项目受限于不可再生资源,即资金(1,T)。由于该问题是NP-Hard问题,为了解决该问题,基于一种专门用于解决多目标问题的遗传算法,即FastPGA,开发了一种元启发式算法。生成了一个包含30个活动的示例项目,然后使用所提出的方法进行求解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Application of De Novo Programming Approach for Optimizing the Business Process NewPerceptual Organization within Temporal Displacement The Attitude of Second Year Pharmacy Students towards Lectures, Exams and E-Learning Adaptive Conjoint Analysis of Professionals’ Job Preferences Emotional Intelligence and Leadership Profiles among Students’ Representative Council of Malaysian Public Universities
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1