A size-reduction algorithm for the order scheduling problem with total tardiness minimization

IF 1.3 Q4 ENGINEERING, INDUSTRIAL Journal of Project Management Pub Date : 2022-01-01 DOI:10.5267/j.jpm.2022.1.001
Stéphanie Alencar Braga-Santos, G. Barroso, B. Prata
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引用次数: 3

Abstract

We investigated a variant of the customer order scheduling problem taking into consideration due dates to minimize the total tardiness. Since the problem under study is NP-hard, we propose an efficient size reduction algorithm (SR). We perform an extensive computational experience and compare our proposition with JPO-20 matheuristic, the best existing algorithm for the problem under study. We use the Relative Deviation Index (RDI) and the Success Rate (SRa) as the statistical indicators for the performance measure. We must emphasize that SR presented the lowest average RDI (around 15.5 %), whereas the JPO-20 presented an average RDI approximately three times higher (around 52.5 %). Furthermore, the proposed SR presented a higher average SRa (around 66.9%), whereas the JPO-20 presented a lower average success (around 25.7%). Our proposal used a lower computational effort, resulting in a reduction for the computation times of approximately 22%. The obtained results point to the superiority of the proposed SR in comparison with the JPO-20.
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一种总延迟最小的订单调度问题的缩减算法
我们研究了客户订单调度问题的一个变体,考虑到交货日期,以尽量减少总延误。由于所研究的问题是np困难的,我们提出了一种有效的尺寸缩减算法(SR)。我们进行了大量的计算经验,并将我们的命题与JPO-20数学算法进行了比较,JPO-20是目前研究问题的最佳算法。我们使用相对偏差指数(RDI)和成功率(SRa)作为绩效衡量的统计指标。我们必须强调,SR的平均RDI最低(约15.5%),而JPO-20的平均RDI大约高出三倍(约52.5%)。此外,建议的SR具有较高的平均SRa(约66.9%),而JPO-20具有较低的平均成功率(约25.7%)。我们的建议使用了较低的计算量,从而使计算时间减少了大约22%。所得结果表明,与JPO-20相比,所提出的SR具有优越性。
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来源期刊
CiteScore
3.70
自引率
5.90%
发文量
16
审稿时长
16 weeks
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