Boundary lines between permutation flowshop problems and single machine problems

Victor Fernandez-Viagas, J. Framiñan
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Abstract

The permutation flowshop scheduling and the single machine scheduling problems are two classical problems in the scheduling literature. Since the former is known to be NP-hard for more than two machines, hundreds of algorithms have been implemented in the last decades to solve it. Furthermore, several computational studies have found that the permutation flowshop to minimise makespan is easily solvable for structured (i.e. processing times are job- and/or machine-correlated) instances and when the initial availability of all machines for processing jobs cannot be assumed. Our working hypothesis to explain this behaviour is that, under certain conditions of machine availability or structured processing times, only one stage in the flowshop layout determines the optimal sequence, approximately transforming the flowshop scheduling problem into a single machine scheduling problem. Since the single machine scheduling problem with makespan objective is a trivial problem where all feasible sequences are optimal, such transformation may explain why it is so easy to find good solutions for such flowshop scheduling problems. Therefore, the goal of this paper is to study under which assumptions a permutation flowshop scheduling problem can be reduced to a single machine scheduling problem. More specifically, we focus onto the two most common objectives in the literature (i.e. makespan and total flowtime). Our work is a combination of theoretical and computational analysis, therefore several properties are derived, together with an extensive computational evaluation.
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排列流水问题和单机问题之间的界线
置换流水车间调度问题和单机调度问题是调度文献中的两个经典问题。由于前者对于两台以上的机器来说是np困难的,在过去的几十年里,已经实现了数百种算法来解决它。此外,一些计算研究发现,对于结构化(即处理时间是作业和/或机器相关的)实例,以及不能假设所有机器用于处理作业的初始可用性,可以很容易地解决最小化完工时间的排列流程。我们解释这种行为的工作假设是,在机器可用性或结构化加工时间的特定条件下,流程车间布局中只有一个阶段决定了最优顺序,大致上将流程车间调度问题转化为单个机器调度问题。由于具有完工时间目标的单机调度问题是一个琐碎的问题,所有可行序列都是最优的,这种转换可以解释为什么这样的流程车间调度问题很容易找到好的解决方案。因此,本文的目标是研究在哪些假设下,置换流水车间调度问题可以简化为单机调度问题。更具体地说,我们关注文献中最常见的两个目标(即makespan和total flowtime)。我们的工作是理论和计算分析的结合,因此得到了几个性质,以及广泛的计算评估。
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