Type-2 integrated process-planning and scheduling problem: Reformulation and solution algorithms

B. Naderi, Mehmet A. Begen, G. Zaric
{"title":"Type-2 integrated process-planning and scheduling problem: Reformulation and solution algorithms","authors":"B. Naderi, Mehmet A. Begen, G. Zaric","doi":"10.2139/SSRN.3838101","DOIUrl":null,"url":null,"abstract":"We study the type-2 integrated process-planning and scheduling (IPPS) problem where each job is represented by a directed network graph. To the best of our knowledge, there is only one mathematical model in the literature implementing the type-2 IPPS partially, and the solution methods available for this problem are all based on heuristics and metaheuristics. We introduce three properties that enable us to fully formulate all aspects of the type-2 IPPS problem with a mathematical programming model for the first time. To solve our model, we propose a logic-based Benders decomposition hybridized with constraint programming. We decompose the problem into two smaller problems in such a way that we can use the best solution technique for each part. To enhance our solution approach, we develop a relaxation. We evaluate our proposed method using a well-known benchmark including 24 instances and compare its performance with eight existing solution methods solving the same benchmark. We solve all the 24 instances of this benchmark to optimality where seven of these 24 instances are solved to optimality for the first time. We also generate a set of new 144 larger instances to further evaluate our solution methods and provide insights on when each method performs better.","PeriodicalId":10582,"journal":{"name":"Comput. Oper. Res.","volume":"142 1","pages":"105728"},"PeriodicalIF":0.0000,"publicationDate":"2021-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Comput. Oper. Res.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2139/SSRN.3838101","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5

Abstract

We study the type-2 integrated process-planning and scheduling (IPPS) problem where each job is represented by a directed network graph. To the best of our knowledge, there is only one mathematical model in the literature implementing the type-2 IPPS partially, and the solution methods available for this problem are all based on heuristics and metaheuristics. We introduce three properties that enable us to fully formulate all aspects of the type-2 IPPS problem with a mathematical programming model for the first time. To solve our model, we propose a logic-based Benders decomposition hybridized with constraint programming. We decompose the problem into two smaller problems in such a way that we can use the best solution technique for each part. To enhance our solution approach, we develop a relaxation. We evaluate our proposed method using a well-known benchmark including 24 instances and compare its performance with eight existing solution methods solving the same benchmark. We solve all the 24 instances of this benchmark to optimality where seven of these 24 instances are solved to optimality for the first time. We also generate a set of new 144 larger instances to further evaluate our solution methods and provide insights on when each method performs better.
二类集成工艺规划与调度问题:重新表述与求解算法
研究了一类2型综合过程规划与调度问题,其中每个作业用一个有向网络图表示。据我们所知,文献中只有一种数学模型部分实现了2型IPPS,并且该问题的求解方法都是基于启发式和元启发式。我们引入了三个性质,使我们能够第一次用数学规划模型完整地表述2型IPPS问题的所有方面。为了解决我们的模型,我们提出了一种基于逻辑的混合约束规划的Benders分解方法。我们将问题分解为两个较小的问题,这样我们就可以对每个部分使用最佳解决方案技术。为了加强我们的解决方法,我们开发了一个放松。我们使用包含24个实例的知名基准来评估我们提出的方法,并将其性能与解决相同基准的八种现有解决方法进行比较。我们将这个基准的所有24个实例求解为最优性,其中24个实例中有7个是第一次求解为最优性。我们还生成了一组新的144个更大的实例,以进一步评估我们的解决方案方法,并提供每种方法何时性能更好的见解。
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 求助全文
来源期刊
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信