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Data-driven optimization for transport and logistics systems 运输和物流系统的数据驱动优化
IF 2.4 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-01-01 DOI: 10.1016/j.ejtl.2023.100119
Shadi Sharif Azadeh, Nursen Aydin
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引用次数: 0
Clustering and routing in waste management: A two-stage optimisation approach 废物管理中的聚类和路由:一种两阶段优化方法
IF 2.4 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-01-01 DOI: 10.1016/j.ejtl.2023.100114
Massimiliano Caramia , Diego Maria Pinto , Emanuele Pizzari , Giuseppe Stecca

This paper proposes a two-stage model to tackle a problem arising in Waste Management. The decision-maker (a regional authority) is interested in locating sorting facilities in a regional area and defining the corresponding capacities. The decision-maker is aware that waste will be collected and brought to the installed facilities by independent private companies. Therefore, the authority wants to foresee the behaviour of these companies in order to avoid shortsighted decisions. In the first stage, the regional authority divides the clients into clusters, further assigning facilities to these clusters. In the second stage, an effective route is defined to serve client pickup demand. The main idea behind the model is that the authority aims to find the best location–allocation solution by clustering clients and assigning facilities to these clusters without generating overlaps. In doing so, the authority tries to (i) assign the demand of clients to the facilities by considering a safety stock within their capacities to avoid shortages during the operational phase, (ii) minimise Greenhouse Gases emissions, (iii) be as compliant as possible with the solution found by the second stage problem, the latter aiming at optimising vehicle tour lengths. After properly modelling the problem, we propose a matheuristic solution algorithm and conduct extensive computational analysis on a real-case scenario of an Italian region. Validation of the approach is achieved with promising results.

本文提出了一个两阶段模型来解决废物管理中出现的问题。决策者(地区当局)感兴趣的是在区域内定位分拣设施并定义相应的能力。决策者意识到,废物将由独立的私营公司收集并送到已安装的设施。因此,当局希望预见这些公司的行为,以避免目光短浅的决策。在第一阶段,区域当局将客户划分为集群,并进一步为这些集群分配设施。在第二阶段,定义一条有效的路线来满足客户的取货需求。该模型背后的主要思想是,权威机构的目标是找到最佳的位置分配解决方案,方法是将客户端集群化,并在不产生重叠的情况下将设施分配给这些集群。在此过程中,当局试图(i)通过考虑在其能力范围内的安全库存来分配客户对设施的需求,以避免在运营阶段出现短缺;(ii)尽量减少温室气体排放;(iii)尽可能符合第二阶段问题的解决方案,后者旨在优化车辆的行程长度。在对问题进行适当建模后,我们提出了一种数学解决算法,并对意大利地区的实际情况进行了广泛的计算分析。该方法的验证取得了可喜的结果。
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引用次数: 0
Combining value function approximation and multiple scenario approach for the effective management of ride-hailing services 结合价值函数近似和多场景方法对网约车服务进行有效管理
IF 2.4 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-01-01 DOI: 10.1016/j.ejtl.2023.100104
R.-Julius O. Heitmann , Ninja Soeffker , Marlin W. Ulmer , Dirk C. Mattfeld

The availability of various services for individual mobility is increasing, especially in urban areas. Dynamic ride-hailing services address these aspects and are gaining market share with providers such as MOIA, UberX Share, Sprinti or BerlKönig. To be able to offer competitive pricing for such a service and at the same time provide a high service quality (e.g. fast response times), effective capacity management is needed. In order to reach this goal, two challenges have to be met by the service provider. On the one hand, a proper demand control has to be installed, which optimizes the responses to transportation requests from customers. On the other hand, suitable fleet control needs to be set in place to optimize the route of the fleet so that the demand can be met. Papers in the literature do solve both but typically focus on one of these two challenges. As an example, value function approximation (VFA) can be used to learn a service offering decision while anticipating future incoming requests. A typical example of a routing-focused method is the multiple scenario approach (MSA) creating a routing which anticipates future requests using a sampling method. In this paper, we combine VFA and MSA to address the two challenges in an effective way. The resulting method is called anticipatory-routing-and-service-offering (ARS). We find that the combined method significantly outperforms the individual components, improving not only the total reward but also the accepted requests. It is found that this performance is particularly high with a heavy workload and thus resources are relatively scarce. We analyse how and under which conditions the components together or individually are particularly important.

为个人流动提供的各种服务正在增加,特别是在城市地区。动态叫车服务解决了这些问题,并正在与MOIA、UberX share、Sprinti或BerlKönig等供应商争夺市场份额。为了能够为此类服务提供具有竞争力的价格,同时提供高服务质量(例如快速响应时间),需要有效的容量管理。为了达到这个目标,服务提供者必须面对两个挑战。一方面,必须安装适当的需求控制,以优化对客户运输请求的响应。另一方面,需要设置合适的车队控制,优化车队的路线,以满足需求。文献中的论文确实解决了这两个问题,但通常侧重于这两个挑战中的一个。例如,值函数近似(VFA)可用于在预测未来传入请求的同时学习服务提供决策。以路由为中心的方法的一个典型示例是多场景方法(MSA),它创建一个路由,该路由使用采样方法预测未来的请求。在本文中,我们将VFA和MSA结合起来,以有效地解决这两个挑战。由此产生的方法称为预期路由和服务提供(ARS)。我们发现组合方法明显优于单个组件,不仅提高了总奖励,而且提高了接受的请求。研究发现,在工作量大的情况下,这种性能特别高,因此资源相对稀缺。我们分析这些组成部分是如何以及在哪些条件下共同或单独特别重要。
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引用次数: 2
Improving search for gasoline during a hurricane evacuation event using social media 改进在飓风疏散事件中使用社交媒体搜索汽油
IF 2.4 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-01-01 DOI: 10.1016/j.ejtl.2023.100111
Abhinav Khare , Rajan Batta , Qing He

Panic-buying and shortages of essential commodities is common during early phases of a disaster or an epidemic. The goal of this paper is develop a methodology which includes social media information in optimization models of searching essential commodities during disasters and improves the efficiency of search. Specific contributions in the data processing of social media posts include the development of an event localizer that probabilistically infers the location and time of shortage of commodity based on social media information. Contributions in the mathematical model development include an integer programming formulation of the resultant search problem on a graph, with the two objective different objective functions: (a) Maximizing probability of finding the commodity (b) Minimizing expected time to find the commodity given the commodity is found. The methodology is validated using a case study on gasoline search during the Hurricane Irma evacuations. We found that social media posts can predict shortage at gas station for four major cities of Florida accurately with a MAPE of 12%. We also found that addition of social media information to the search process improved the average search time by 41.74%.

在灾难或流行病的早期阶段,恐慌性购买和基本商品短缺很常见。本文的目标是开发一种方法,将社交媒体信息纳入灾害期间搜索基本商品的优化模型中,并提高搜索效率。社交媒体帖子数据处理方面的具体贡献包括开发一个事件定位器,该定位器根据社交媒体信息可能推断商品短缺的位置和时间。数学模型开发中的贡献包括在图上对结果搜索问题的整数规划公式,具有两个不同的目标函数:(a)最大化找到商品的概率(b)在找到商品的情况下,最小化找到商品的预期时间。该方法通过飓风“伊尔玛”疏散期间汽油搜索的案例研究进行了验证。我们发现,社交媒体帖子可以准确预测佛罗里达州四个主要城市的加油站短缺,MAPE为12%。我们还发现,在搜索过程中添加社交媒体信息可以将平均搜索时间提高41.74%。
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引用次数: 1
The data-driven time-dependent orienteering problem with soft time windows 带软时间窗的数据驱动时变定向问题
IF 2.4 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-01-01 DOI: 10.1016/j.ejtl.2023.100112
Edison Avraham, Tal Raviv

In this paper, we study an extension of the orienteering problem where travel times are random and time-dependent and service times are random. Additionally, the service at each selected customer is subject to a soft time window; that is, violation of the window is allowed but subject to a penalty that increases in the delay. A solution is a tour determined before the vehicle departs from the depot. The objective is to maximize the sum of the collected prizes net of the expected penalty. The randomness of the travel and service times is modeled by a set of scenarios based on historical data that can be collected from public geographical information services. We present an exact solution method for the problem based on a branch-and-bound algorithm enhanced by a local search procedure at the nodes. A numerical experiment demonstrates the merits of the proposed solution approach. This study is the first to consider an orienteering problem with stochastic travel times and soft time windows, which are more relevant than hard time windows in stochastic settings.

在本文中,我们研究了定向运动问题的一个扩展,其中旅行时间是随机的且与时间相关,服务时间是随机。此外,每个选定客户的服务都有一个软时间窗口;也就是说,违反窗口是允许的,但要受到增加延迟的惩罚。解决方案是在车辆离开停车场之前确定一个行程。目标是最大限度地提高所收取奖金的总和减去预期罚款。旅行和服务时间的随机性是由一组基于历史数据的场景建模的,这些历史数据可以从公共地理信息服务中收集。我们提出了一种基于分支定界算法的精确求解方法,该算法通过节点处的局部搜索过程来增强。数值实验证明了所提出的求解方法的优点。本研究首次考虑具有随机旅行时间和软时间窗的定向运动问题,在随机环境中,软时间窗比硬时间窗更相关。
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引用次数: 0
Transshipment network design for express air cargo operations in China 中国空运快件转运网络设计
IF 2.4 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-01-01 DOI: 10.1016/j.ejtl.2023.100120
Barış Yıldız , Martin Savelsbergh , Ali K. Dogru

We introduce a novel multimodal (ground and air transportation) network design model with transshipments for the transport of express cargo with heterogeneous service classes (i.e., next morning delivery, and next day delivery). We formulate this problem using a novel path-based mixed-integer program which seeks to maximize the demand (weight) served. We investigate the value of the proposed transshipment network under various operational conditions and by benchmarking against a direct shipment network and a network with a single transshipment point which mimics a classical star-shaped hub-and-spoke network. Our extensive computational study with real-world data from ShunFeng (SF) Express reveals that the integration of ground and air transportation improves the coverage and that transshipment enables serving a large number of origin–destination pairs with a small number of cargo planes. Importantly, we show that by simplifying handling, i.e., employing cross-docking rather than time-consuming sortation, a transshipment network can transport express cargo fast enough to meet demanding delivery deadlines. Finally, we find that increasing the efficiency of intra-city operations and extending the nightly operating time window are the most effective operational adjustments for further improving the performance of the proposed transshipment network.

我们介绍了一种新颖的多式联运(地面和空中运输)网络设计模型,用于运输具有不同服务类别(即次日早晨交付和次日交付)的快递货物。我们使用一种新颖的基于路径的混合整数规划来表达这个问题,该规划寻求最大的服务需求(权重)。我们研究了在各种操作条件下提出的转运网络的价值,并通过对直接运输网络和具有单一转运点的网络进行基准测试,该网络模仿了经典的星形轮辐网络。我们对顺丰快递的实际数据进行了广泛的计算研究,结果表明,地面和空中运输的整合提高了覆盖范围,转运可以用少量货机服务大量的始发目的地对。重要的是,我们表明,通过简化处理,即采用交叉对接而不是耗时的分拣,转运网络可以快速运输快递货物,以满足苛刻的交付期限。最后,我们发现提高城市内部运营效率和延长夜间运营时间窗口是进一步改善拟议中转网络性能的最有效的运营调整。
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引用次数: 0
Location, transshipment and routing: An adaptive transportation network integrating long-haul and local vehicle routing 位置、转运和路线:一个整合长途和本地车辆路线的自适应运输网络
IF 2.4 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2022-01-01 DOI: 10.1016/j.ejtl.2022.100091
Junko Hosoda , Stephen J. Maher , Yuji Shinano , Jonas Christoffer Villumsen

The routing of commodities is a tactical problem in supply chain management that aims to synchronise transportation services connecting a network of warehouses and consolidation locations. This paper considers the routing of commodities in a transportation network that is flexible in response to demand through changes to regional warehouse clustering and the designation of consolidation locations. Traditionally, warehouse clustering and consolidation locations are determined as part of strategic planning that is performed months to years in advance of operations—limiting the flexibility in transportation networks to respond to changes in demand. A mathematical programming-based algorithmic framework is proposed to integrate the strategic decisions of location planning with tactical decisions of vehicle routing and synchronisation. A multi-armed bandit problem is developed to explore warehouse clustering decisions and exploit those that lead to small transportation costs. An extensive computational study will show that the proposed algorithmic framework effectively integrates strategic and tactical planning decisions to reduce the overall transportation costs.

商品路线是供应链管理中的一个战术问题,旨在使连接仓库和整合地点网络的运输服务同步。本文考虑了运输网络中的商品路线,该网络通过改变区域仓库集群和指定合并位置来灵活响应需求。传统上,仓库集群和整合位置是作为战略规划的一部分确定的,在运营前几个月到几年就会执行,这限制了运输网络响应需求变化的灵活性。提出了一种基于数学规划的算法框架,将位置规划的战略决策与车辆路径和同步的战术决策相结合。提出了一个多武装强盗问题来探索仓库聚类决策,并利用那些导致小运输成本的决策。一项广泛的计算研究将表明,所提出的算法框架有效地整合了战略和战术规划决策,以降低总体运输成本。
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引用次数: 3
Does fleet standardization matter on profitability and financial policy response of airlines during COVID-19 pandemics in the U.S? 在美国COVID-19大流行期间,机队标准化对航空公司的盈利能力和财务政策反应是否重要?
IF 2.4 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2022-01-01 DOI: 10.1016/j.ejtl.2022.100088
Metehan Atay , Yunus Eroğlu , Serap Ulusam Seckiner

This study tries to find the contribution of the fleet standardization index of airline companies through the financial values of airlines in the COVID-19 pandemic crisis. One of the driving forces of this research is the stagnation in the aviation industry, along with the cessation of all international flights to prevent worse pandemic conditions. The main contribution of the study is clarifying the effect of fleet variety and its financial inferences about fleet standardization and crisis management relationship under inoperative service considerations. Data Envelopment Analysis (DEA) is used as a complementary method for standardization index calculations. According to the results, while the positive contribution of the fleet standardization index to operational revenues was observed, there was no sign of the effects of fleet standardization on the accounting performance of companies. Besides, fleet standardization enabled us to measure the response of Low-Cost Carrier (LCC) and Full-Service Carrier (FSC) airlines in crises. In this study, nine airline companies were selected from both trend representatives, and the results were presented for the U.S. It is found that fleet standardization is related to the adopted flight network type and profitability of each company directly. Results obtained revealed the relationship between fleet standardization and financial relations under inoperative conditions positively. In addition, inferences were made about the effects of the operational policies adopted by the companies.

本研究试图通过航空公司在COVID-19大流行危机中的财务价值来寻找航空公司机队标准化指数的贡献。这项研究的推动力之一是航空业的停滞不前,以及为防止更严重的大流行情况而停止所有国际航班。本研究的主要贡献在于阐明了机队品种及其财务推论对机队标准化和危机管理关系的影响。采用数据包络分析(DEA)作为标准化指标计算的补充方法。根据研究结果,虽然车队标准化指数对运营收入有积极的贡献,但没有迹象表明车队标准化对公司的会计绩效有影响。此外,机队标准化使我们能够衡量低成本航空公司(LCC)和全服务航空公司(FSC)在危机中的反应。在本研究中,从这两种趋势代表中选取了9家航空公司,并将结果呈现给美国。研究发现,机队标准化与各公司采用的航班网络类型和盈利能力直接相关。结果表明,在非经营性条件下,船队标准化与财务关系呈正相关关系。此外,还对公司所采取的经营政策的效果进行了推断。
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引用次数: 0
Integrating weather impact in air traffic controller shift scheduling in remote and conventional towers 综合天气影响在远程和常规塔台空中交通管制员班次调度中的应用
IF 2.4 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2022-01-01 DOI: 10.1016/j.ejtl.2022.100076
Eulalia Hernández-Romero , Billy Josefsson , Anastasia Lemetti , Tatiana Polishchuk , Christiane Schmidt

Weather affects the work of air traffic controllers, however, for staff scheduling in Remote Tower Centers (RTCs) it has not been taken into account. We study the impact of various weather phenomena on air traffic controller (ATCO) taskload through structured interviews with ATCOs. We deduce taskload-driven impact factors and the corresponding thresholds for the intensity of the weather phenomena at several Swedish airports. To account for the uncertainty in the weather prediction, we obtain probabilistic weather data from Ensemble Prediction Systems (EPSs). Then we adjust our prior Mixed Integer Programming (MIP) model for RTC staff scheduling to account for uncertain impactful weather occurrences and yield a distribution for the necessary number of ATCOs for RTC staff scheduling. Our framework can be used for conventional towers as well.

We quantify the impact of weather by comparing the number of controllers necessary to operate at five Swedish airports from a remote tower during two example days in 2020, with and without taking weather events into account. In our calculations we use historical weather and flight data to show that ignoring weather impact may lead to significant understaffing at a RTC.

天气会影响空中交通管制员的工作,然而,对于远程塔台中心(rtc)的工作人员调度来说,天气并没有被考虑在内。我们通过与空中交通管制员的结构化访谈,研究了各种天气现象对空中交通管制员工作负荷的影响。我们推断出任务驱动的影响因素和相应的阈值,天气现象的强度在几个瑞典机场。为了考虑天气预报中的不确定性,我们从集合预报系统(eps)中获取概率天气数据。然后,我们调整了之前用于RTC员工调度的混合整数规划(MIP)模型,以考虑不确定的影响天气事件,并得出RTC员工调度所需atco数量的分布。我们的框架也可以用于传统的塔。我们量化了天气的影响,通过比较在2020年的两个示例日,在考虑和不考虑天气事件的情况下,从一个远程塔台在五个瑞典机场运行所需的管制员数量。在我们的计算中,我们使用历史天气和飞行数据来显示忽略天气影响可能导致RTC人员严重不足。
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引用次数: 5
Effect of raw material substitution on the facility location decision under a carbon tax policy 碳税政策下原材料替代对工厂选址决策的影响
IF 2.4 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2022-01-01 DOI: 10.1016/j.ejtl.2021.100061
Y. Mechouar , V. Hovelaque , C. Gaigné

Current environmental issues that have been made unavoidable by environmental regulations have become new constraints for industrial companies. In this paper, we consider a joint production-location problem for supply chains under a carbon tax policy on transport-related carbon emissions. We characterize the relationship that links the production level to the input quantities by considering a production function, namely, constant elasticity of substitution (CES) function. Our study focuses on the potential impact of increased transportation costs due to carbon taxation on the joint production-location decision. We find that the location-production configuration differs according to the degree of substitutability among the raw material quantities. More importantly, we observe that a higher carbon tax is more likely to cause a significant jump in firm location choice and a considerable change in production decisions when a firm has high flexibility in its ability to substitute among input quantities.

当前的环境问题由于环境法规的制约而无法避免,成为工业企业面临的新的制约因素。在本文中,我们考虑了运输相关碳排放的碳税政策下供应链的联合生产-选址问题。我们通过考虑一个生产函数来描述生产水平与投入数量之间的关系,即恒定替代弹性(CES)函数。本文研究了碳税导致的运输成本增加对联合生产区位决策的潜在影响。研究发现,不同原料数量之间的可替代性不同,生产区位配置也不同。更重要的是,我们观察到,当企业在投入数量的替代能力上具有较高的灵活性时,较高的碳税更有可能导致企业区位选择的显著跃升和生产决策的显著变化。
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引用次数: 3
期刊
EURO Journal on Transportation and Logistics
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