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Anticipatory approach for dynamic and stochastic shipment matching in hinterland synchromodal transportation. 腹地同步联运中动态和随机装运匹配的预测方法。
IF 2.5 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2022-01-01 Epub Date: 2021-08-06 DOI: 10.1007/s10696-021-09428-5
Wenjing Guo, Bilge Atasoy, Wouter Beelaerts van Blokland, Rudy R Negenborn

This paper investigates a dynamic and stochastic shipment matching problem faced by network operators in hinterland synchromodal transportation. We consider a platform that receives contractual and spot shipment requests from shippers, and receives multimodal services from carriers. The platform aims to provide optimal matches between shipment requests and multimodal services within a finite horizon under spot request uncertainty. Due to the capacity limitation of multimodal services, the matching decisions made for current requests will affect the ability to make good matches for future requests. To solve the problem, this paper proposes an anticipatory approach which consists of a rolling horizon framework that handles dynamic events, a sample average approximation method that addresses uncertainties, and a progressive hedging algorithm that generates solutions at each decision epoch. Compared with the greedy approach which is commonly used in practice, the anticipatory approach has total cost savings up to 8.18% under realistic instances. The experimental results highlight the benefits of incorporating stochastic information in dynamic decision making processes of the synchromodal matching system.

本文研究了腹地同步多式联运中网络运营商面临的动态和随机装运匹配问题。我们考虑了一个平台,该平台接收来自托运人的合同和现货装运请求,并接收来自承运人的多式联运服务。该平台的目标是在现货请求不确定的情况下,在有限期限内提供装运请求与多式联运服务之间的最佳匹配。由于多式联运服务的容量限制,为当前请求做出的匹配决策将影响为未来请求做出良好匹配的能力。为解决这一问题,本文提出了一种预期方法,该方法由处理动态事件的滚动视界框架、处理不确定性的样本平均近似法和在每个决策时间点生成解决方案的渐进对冲算法组成。与实践中常用的贪婪法相比,预期法在现实情况下的总成本节约率高达 8.18%。实验结果凸显了将随机信息纳入同步匹配系统动态决策过程的好处。
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引用次数: 0
Addressing consistency and demand uncertainty in the Home Care planning problem. 解决家庭护理计划问题中的一致性和需求不确定性。
IF 2.7 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2022-01-01 Epub Date: 2021-04-04 DOI: 10.1007/s10696-021-09412-z
Paola Cappanera, Maria Grazia Scutellà

Optimizing Home Care Services is receiving a great attention in Operations Research. We address arrival time consistency, person-oriented consistency and demand uncertainty in Home Care, while jointly optimizing assignment, scheduling and routing decisions over a multiple-day time horizon. Consistent time schedules are very much appreciated by patients who, in this setting, are very sensitive to changes in their daily routines. Also person-oriented consistency positively impacts on service quality, guaranteeing that almost the same set of caregivers take care of a patient in the planning horizon. Demand uncertainty plays a pivotal role, too, since both the set of patients under treatment and their care plan can change over time. To the best of our knowledge, this is the first paper dealing with all these aspects in Home Care via a robust approach. We present a mathematical model to the problem, and a pattern-based algorithmic framework to solve it. The framework is derived from the model via decomposition, i.e. suitably fixing the scheduling decisions through the concept of pattern. We propose alternative policies to generate patterns, taking into account consistency and demand uncertainty; when embedding them in the general framework, alternative pattern based algorithms originate. The results of a rich computational experience show that introducing consistency and demand uncertainty in pattern generation policies is crucial to efficiently compute very good quality solutions, in terms of robustness and balancing of the caregiver workload. In addition, a comparison with a simpler model, where no kind of consistency is imposed, shows the importance of considering consistency in pursuing a valuable patient-centered perspective, with a positive effect also on the efficiency of the solution approach.

优化家庭养老服务在运筹学领域受到广泛关注。我们解决了居家护理的到达时间一致性、以人为本的一致性和需求不确定性,同时在多天的时间范围内共同优化分配、调度和路线决策。在这种情况下,对日常生活变化非常敏感的患者非常欣赏一致的时间安排。此外,以人为本的一致性对服务质量有积极影响,保证在规划范围内几乎由同一组护理人员照顾患者。需求的不确定性也起着关键作用,因为接受治疗的患者和他们的护理计划都可能随着时间的推移而改变。据我们所知,这是第一篇通过稳健的方法处理家庭护理中所有这些方面的论文。我们提出了一个数学模型和一个基于模式的算法框架来解决这个问题。框架通过分解从模型中得到,即通过模式的概念适当地固定调度决策。考虑到一致性和需求的不确定性,我们提出了生成模式的替代政策;当将它们嵌入到通用框架中时,就产生了基于模式的替代算法。丰富的计算经验表明,在模式生成策略中引入一致性和需求不确定性对于有效地计算非常高质量的解决方案至关重要,就鲁棒性和护理人员工作量的平衡而言。此外,与不施加任何一致性的更简单模型进行比较,显示了在追求有价值的以患者为中心的视角时考虑一致性的重要性,这也对解决方法的效率产生了积极影响。
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引用次数: 6
Ramping up a heuristic procedure for storage location assignment problem with precedence constraints. 提出了一种求解具有优先约束的存储位置分配问题的启发式算法。
IF 2.7 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2022-01-01 Epub Date: 2021-06-17 DOI: 10.1007/s10696-021-09423-w
Maria A M Trindade, Paulo S A Sousa, Maria R A Moreira

The retail industry is becoming increasingly competitive; as a result, companies are seeking to reduce inefficiencies in their supply chains. One way of increasing the efficiency of operations inside a warehouse is by better allocating products in the available spaces. In this paper, we propose a new heuristic approach to solving the storage location assignment problem (SLAP) considering precedence constraints, in multi-aisle, multi-product picking warehouses. A two-phase heuristic procedure is developed: the products are clustered and assigned to the available spaces. We tested the procedure in the non-perishables warehouse of a real-world Portuguese retail chain, which supplies 191 stores per day. The results show that the new assignment of products allows for an improvement of up to 15% on the distance travelled by the pickers, which implies savings of approximately 477 km per month. This problem is a special case of SLAP since we are dealing with large percentages of non-uniform products. This procedure incorporates four relevant criteria for the allocation decision: the products' similarity, demand and weight, and the distance travelled by the picker. By using a two-phase heuristic method, this study offers companies and academics an alternative and more effective solution for SLAP than the usual methods based on the creation of density zones.

零售业竞争日趋激烈;因此,企业正在寻求减少供应链中的低效率。提高仓库内操作效率的一种方法是在可用空间中更好地分配产品。本文提出了一种新的启发式方法来解决多通道、多产品拣选仓库中考虑优先约束的仓位分配问题。开发了一种两阶段启发式程序:将产品聚类并分配给可用空间。我们在一家葡萄牙零售连锁店的非易腐品仓库中测试了该程序,该连锁店每天为191家商店供货。结果表明,新的产品分配允许提高高达15%的路程,由采摘者,这意味着节省约477公里每月。这个问题是SLAP的特例,因为我们处理的是非统一产品的大比例。该程序包含四个相关的分配决策标准:产品的相似性,需求和重量,以及采摘者行进的距离。通过使用两阶段启发式方法,本研究为公司和学者提供了一种替代的、更有效的解决方案,而不是基于创建密度区的通常方法。
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引用次数: 7
Modeling and data analytics in manufacturing and supply chain operations 制造和供应链操作中的建模和数据分析
IF 2.7 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2021-11-27 DOI: 10.1007/s10696-021-09435-6
Weiwei Chen, Siyang Gao, Michael Pinedo, Lixin Tang
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引用次数: 2
Performance analysis of a drop-swap terminal to mitigate truck congestion at chemical sites 用于缓解化工场地卡车拥堵的液滴交换码头的性能分析
IF 2.7 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2021-10-16 DOI: 10.1007/s10696-021-09432-9
B. Wibowo, J. Fransoo
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引用次数: 1
Optimal product service system configuration considering pairing utility and uncertain customer behavior 考虑配对效用和不确定顾客行为的最优产品服务系统配置
IF 2.7 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2021-08-20 DOI: 10.1007/s10696-021-09424-9
Yilun Zhang, Jianghang Chen, Zhibin Jiang
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引用次数: 1
AI for in-line vehicle sequence controlling: development and evaluation of an adaptive machine learning artifact to predict sequence deviations in a mixed-model production line 用于在线车辆序列控制的人工智能:自适应机器学习工件的开发和评估,以预测混合模型生产线中的序列偏差
IF 2.7 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2021-08-15 DOI: 10.1007/s10696-021-09430-x
Maximilian Stauder, Niklas Kühl
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引用次数: 6
Mathematical models for mobile network member’s coordination through coverage development-based contract 基于覆盖范围开发的契约下移动网络成员协调的数学模型
IF 2.7 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2021-07-28 DOI: 10.1007/s10696-021-09421-y
Atieh Fander, S. Yaghoubi
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引用次数: 1
A performance model for mobile robot-based part feeding systems to supermarkets 基于移动机器人的超市零件供给系统的性能模型
IF 2.7 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2021-07-16 DOI: 10.1007/s10696-021-09427-6
Emilio Moretti, Elena Tappia, M. Mauri, M. Melacini
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引用次数: 4
The emergency department physician rostering problem: obtaining equitable solutions via network optimization 急诊科医师排班问题:通过网络优化获得公平的解决方案
IF 2.7 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL Pub Date : 2021-07-07 DOI: 10.1007/S10696-021-09426-7
P. Cappanera, Filippo Visintin, Roberta Rossi
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引用次数: 2
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