Scheduling theory in light of lean manufacturing

IF 6.5 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Baruch Mor
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Abstract

A central implicit axiom in classic deterministic scheduling theory is that the manufacturing resource, i.e., the machines, yields perfect and zero waste products throughout its life span. In this paper, we aim to challenge this hypothesis, as it is well known that there is always a non-zero percentage of defective products and raw material waste in real-life situations. Thus, we are trying to combine scheduling theory with the current and essential initiatives of Zero Waste Manufacturing (ZWM) and Zero Defect Manufacturing (ZDM), which aim to reduce waste and avoid failures and imperfections during production, respectively. Given this effort, we revisit and analyze several classic single-machine scheduling problems given ZWM. We assume the machine’s performance deteriorates and tends to increase waste or produce faulty products. Therefore, a Calibration and Preventive Maintenance Activity (CPMA) is essential to guarantee optimal performance in the planning horizon. To this end, we postulate that each product is penalized with a job-dependent waste cost. Consequently, we seek to minimize a scheduling measure subject to an upper bound on the permitted total waste cost or, alternatively, an upper bound on the defective products’ fixing (repairing) cost. First, we address the fixed time CPMA interval and then the floating time interval. The researched scheduling measures are the makespan and the total weighted completion time. As these problems are known to be ordinary NP-hard, even without the new constraints, we introduce pseudo-polynomial dynamic programming (DP) algorithms. Furthermore, we demonstrate the procedure of mapping the set of Pareto-optimal solutions, establishing that all the studied problems are ordinary NP-hard.
精益生产下的调度理论
经典确定性调度理论的一个中心隐含公理是制造资源,即机器,在其整个生命周期内产生完美和零废物。在本文中,我们的目标是挑战这一假设,因为众所周知,在现实生活中,总是有一个非零百分比的次品和原材料浪费。因此,我们试图将调度理论与零浪费制造(Zero Waste Manufacturing, ZWM)和零缺陷制造(Zero Defect Manufacturing, ZDM)的当前和基本倡议结合起来,这两个倡议分别旨在减少生产过程中的浪费和避免故障和缺陷。在此基础上,我们重新审视并分析了ZWM中几个经典的单机调度问题。我们假设机器的性能恶化,并倾向于增加浪费或生产有缺陷的产品。因此,校准和预防性维护活动(CPMA)对于保证规划范围内的最佳性能至关重要。为此,我们假设每个产品都受到与工作相关的浪费成本的惩罚。因此,我们寻求在允许总浪费成本的上限下最小化调度措施,或者,在缺陷产品的固定(修理)成本的上限下最小化调度措施。首先,我们处理固定时间的CPMA区间,然后是浮动时间区间。研究了最大完工时间和总加权完工时间作为调度指标。由于这些问题是普通的NP-hard问题,即使没有新的约束条件,我们也引入了伪多项式动态规划(DP)算法。进一步,我们证明了映射帕累托最优解集的过程,证明了所研究的问题都是普通的np困难问题。
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
Computers & Industrial Engineering
Computers & Industrial Engineering 工程技术-工程:工业
CiteScore
12.70
自引率
12.70%
发文量
794
审稿时长
10.6 months
期刊介绍: Computers & Industrial Engineering (CAIE) is dedicated to researchers, educators, and practitioners in industrial engineering and related fields. Pioneering the integration of computers in research, education, and practice, industrial engineering has evolved to make computers and electronic communication integral to its domain. CAIE publishes original contributions focusing on the development of novel computerized methodologies to address industrial engineering problems. It also highlights the applications of these methodologies to issues within the broader industrial engineering and associated communities. The journal actively encourages submissions that push the boundaries of fundamental theories and concepts in industrial engineering techniques.
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