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Meal Delivery Routing Problem with Stochastic Meal Preparation Times and Customer Locations 具有随机备餐时间和客户位置的送餐路由问题
Pub Date : 2024-09-18 DOI: 10.1007/s11067-024-09643-1
Surendra Reddy Kancharla, Tom Van Woensel, S. Travis Waller, Satish V. Ukkusuri

We investigate the Meal Delivery Routing Problem (MDRP), managing courier assignments between restaurants and customers. Our proposed variant considers uncertainties in meal preparation times and future order numbers with their locations, mirroring real challenges meal delivery providers face. Employing a rolling-horizon framework integrating Sample Average Approximation (SAA) and the Adaptive Large Neighborhood Search (ALNS) algorithm, we analyze modified Grubhub MDRP instances. Considering route planning uncertainties, our approach identifies routes at least 25% more profitable than deterministic methods reliant on expected values. Our study underscores the pivotal role of efficient meal preparation time management, impacting order rejections, customer satisfaction, and operational efficiency.

我们对送餐路由问题(MDRP)进行了研究,该问题涉及餐厅与客户之间的快递分配管理。我们提出的变体考虑了备餐时间和未来订单数量及其位置的不确定性,反映了送餐服务提供商面临的实际挑战。我们采用整合了样本平均逼近(SAA)和自适应大邻域搜索(ALNS)算法的滚动视距框架,对修改后的 Grubhub MDRP 实例进行了分析。考虑到路线规划的不确定性,我们的方法比依赖预期值的确定性方法多识别出至少 25% 的盈利路线。我们的研究强调了高效备餐时间管理的关键作用,它影响着订单拒绝率、客户满意度和运营效率。
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引用次数: 0
Dynamic Pricing Analysis under Demand-Supply Equilibrium of Autonomous-Mobility-on-Demand Services 按需自主移动服务供需平衡下的动态定价分析
Pub Date : 2024-09-07 DOI: 10.1007/s11067-024-09648-w
Ta-Yin Hu, Yu-Chun Hung

Autonomous Mobility-on Demand (AMoD) combines self-driving and Mobility-on-Demand (MoD) services, allowing passengers to enjoy the last mile service. Due to the success of Uber, Lift, and other ride-sourcing companies, previous research has discussed pricing strategies in the ride-sourcing market. This study combines ridesharing and dynamic pricing strategy in the AMoD system, building models to maximize social welfare. Shared Autonomous Vehicles (SAV) ridesharing and dispatching models are constructed, and numerical experiments are conducted on a real road network using different factors. Linear regression models based on the simulation data from the dispatching model are established to predict the average waiting time and meeting rate. The regression models are applied to the ride-sourcing market model to conduct dynamic pricing experiments. We use approximate dynamic programming (ADP) to solve the dynamic pricing multiplier for each time interval. The experimental results show that ridesharing can improve the service rate of rides, and the dynamic pricing strategy achieves higher social welfare by balancing supply and demand compared to the fixed pricing strategy.

自主按需移动(AMoD)将自动驾驶与按需移动(MoD)服务相结合,让乘客享受最后一英里服务。由于 Uber、Lift 和其他共享出行公司的成功,以往的研究对共享出行市场的定价策略进行了讨论。本研究结合了 AMoD 系统中的共享出行和动态定价策略,建立了社会福利最大化模型。本研究构建了共享自动驾驶汽车(SAV)的搭乘和调度模型,并在真实道路网络上使用不同因素进行了数值实验。根据调度模型的模拟数据建立线性回归模型,预测平均等待时间和见面率。将回归模型应用于乘车外包市场模型,进行动态定价实验。我们使用近似动态编程(ADP)来求解每个时间间隔的动态定价乘数。实验结果表明,共享乘车可以提高乘车服务率,与固定定价策略相比,动态定价策略通过平衡供需实现了更高的社会福利。
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引用次数: 0
From traditional to digital servicification: Chinese services in European manufacturing 从传统服务化到数字服务化:欧洲制造业中的中国服务
Pub Date : 2024-08-31 DOI: 10.1007/s11067-024-09646-y
Ewa Cieślik

The study investigates if the advancements in the domestic servicification of manufacturing reflect the rise in Chinese servicification within the manufacturing sectors of its trade partners. In a broader context, the article verifies whether China is following global trends related to servicification and digitalization in GVCs with Europe. The research reveals a growing role for Chinese services in both developed and developing European economies, with a higher absorption observed in Western European countries due to their level of development. However, the study did not fully confirm that China is strengthening its role in European digital GVCs. The Chinese strategy of joining advanced GVCs is two-pronged, with heavy servicification with traditional services and considerable variation in the servicification with digital services.

本研究探讨了国内制造业服务化的进步是否反映了中国在其贸易伙伴的制造业部门中服务化程度的提高。在更广泛的背景下,文章验证了中国在与欧洲的全球价值链中是否遵循了与服务化和数字化相关的全球趋势。研究显示,中国服务业在欧洲发达经济体和发展中经济体中都扮演着越来越重要的角色,而西欧国家由于其发展水平,对中国服务业的吸收程度更高。然而,研究并未完全证实中国正在加强其在欧洲数字全球价值链中的作用。中国加入先进全球价值链的战略是双管齐下的,传统服务的服务化程度很高,而数字服务的服务化程度则有很大差异。
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引用次数: 0
Fulfillment Center Location and Network Design in Dual-Channel Retailing 双渠道零售中的配送中心选址和网络设计
Pub Date : 2024-08-28 DOI: 10.1007/s11067-024-09647-x
Aditya Malik, Navneet Vidyarthi

With the emergence of e-commerce and the growing trend for online shopping, many retailers are adding online sales channel to their traditional brick-and-mortar stores. In this paper, we study the problem of fulfillment center location and network design for a retailer that seeks to integrate online sales channel into its traditional brick-and-mortar retail channel. The proposed analytical model seeks to locate fulfillment centers, select stores for online demand fulfillment, assign stores to fulfillment centers, and allocate safety stocks at fulfillment centers and stores to deal with variability in demand and lead time at minimum total cost. The problem is modelled as a mixed-integer nonlinear program, which is then reformulated as a mixed-integer second-order conic program. We present an exact branch-and-cut algorithm for the reformulated problem, in which extended polymatroid inequalities are separated to improve the convergence of the algorithm. Extensive computations under different cost scenarios and parameter settings confirm the efficiency of our exact algorithm. Through computational experiments, we showed that our algorithm reduces computation time, provides lower optimality gap, and outperforms the state-of-the art commercial solver on large instances. We conduct sensitivity analyses to understand the impact of variation in cost and model parameters and present managerial insights. The model also determines if the safety stock inventory should be pooled at the distribution centers (i.e. centralized inventory) and/or held at the stores (i.e. decentralized inventory). Using the model, we show the benefits of integrating fulfillment centers in the dual-channel network to serve in-store demand as well as online demand and its impact on facility location and network design decisions.

随着电子商务的兴起和网上购物趋势的不断增长,许多零售商开始在传统实体店之外增加网上销售渠道。在本文中,我们研究了零售商将在线销售渠道整合到传统实体零售渠道中的履行中心选址和网络设计问题。所提出的分析模型旨在确定配送中心的位置、选择满足在线需求的门店、将门店分配到配送中心,并在配送中心和门店分配安全库存,以最小的总成本应对需求和交货期的变化。该问题被模拟为一个混合整数非线性程序,然后被重新表述为一个混合整数二阶圆锥程序。我们针对重新表述的问题提出了一种精确的分支-切割算法,其中分离了扩展的多面体不等式,以提高算法的收敛性。在不同的成本情况和参数设置下进行的大量计算证实了我们精确算法的效率。通过计算实验,我们发现我们的算法缩短了计算时间,提供了更低的最优性差距,并且在大型实例上优于最先进的商业求解器。我们进行了敏感性分析,以了解成本和模型参数变化的影响,并提出了管理见解。该模型还能确定安全库存是否应集中在配送中心(即集中库存)和/或存放在商店(即分散库存)。利用该模型,我们展示了在双渠道网络中整合履约中心以满足店内需求和在线需求的好处,以及其对设施选址和网络设计决策的影响。
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引用次数: 0
Node Coincidence in Metric Minimum Weighted Length Graph Embeddings 度量最小加权长度图嵌入中的节点重合度
Pub Date : 2024-08-23 DOI: 10.1007/s11067-024-09645-z
Frank Plastria

The minisum multifacility location problem is viewed as finding an embedding of a graph in a metric space under additional constraints such as a number of fixed vertex locations, minimising the sum of weighted lengths of all edges. We show that certain nontrivial minimal cuts in the graph are sets of nodes that will necessarily coincide at any or at some optimal solution, irrespective of the fixed locations and the metric. This new property strongly generalises all coincidence conditions known in literature. In fact we show that it is best possible for coincidence with a fixed vertex at any position in arbitrary metric spaces. For coincidence among free vertices a different property of graph symmetry is also sufficient, and we conjecture its best possibility in conjunction with the minimal cut condition. All such instance-independent coincidences (both in at least one and in all optimal solutions) may be determined efficiently.

最小和多设施定位问题被视为在一些附加约束条件(如一些固定的顶点位置)下,在度量空间中寻找一个图的嵌入,并使所有边的加权长度之和最小化。我们的研究表明,无论固定位置和度量条件如何,图中某些非微不足道的最小切点都是在任意位置或某些最优解中必然重合的节点集。这一新特性有力地概括了文献中已知的所有重合条件。事实上,我们证明了在任意度量空间中,任何位置的固定顶点都有可能重合。对于自由顶点之间的重合,图对称性的另一个属性也是充分的,我们推测它与最小切分条件结合的最佳可能性。所有这些与实例无关的重合(至少在一个最优解和所有最优解中)都可以有效地确定。
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引用次数: 0
Novel Trip Agglomeration Methods for Efficient Extraction of Urban Mobility Patterns 高效提取城市交通模式的新型行程聚集方法
Pub Date : 2024-08-13 DOI: 10.1007/s11067-024-09641-3
Praveen Kumar, Partha Chakroborty, Hemant Gehlot

Mobility patterns in an urban area can be defined as the trip making behavior of an urban population. Traditionally, the origin-destination matrix representation of travel demand, where trip ends are agglomerated toward zone centroids that are decided a priori, has historically been used to identify trip making behavior. In this paper, different agglomeration methods are explored to extract the trip making behavior and their performances are analyzed. First, a variant of the zone-based agglomeration method is proposed, in which zones are optimally located rather than having their locations determined beforehand. Then a trip-based agglomeration method is proposed, where each trip is represented as an ordered pair of origin and destination in the form of a line segment and agglomeration of these line segments is performed. The proposed line-based agglomeration method serves a two-fold purpose, (a) the proposed trip-based agglomeration method helps in identifying the corridors carrying the majority of the flow in a single step, as opposed to trip-end based agglomeration methods where several post-processing steps may be required to identify the corridors, and (b) this method performs better than the existing trip-end based agglomeration methods in terms of the number of corridors that are required to cover the given trips. Efficient algorithms are also developed to solve the proposed trip-based agglomeration method, their performance on real-world trip datasets is tested and finally, the properties of the proposed algorithms are explored.

城市地区的流动模式可定义为城市人口的出行行为。传统上,旅行需求的出发地-目的地矩阵表示法(旅行终点向事先确定的区域中心集聚)一直被用于识别旅行行为。本文探讨了不同的集聚方法来提取出行行为,并对其性能进行了分析。首先,本文提出了一种基于分区的集聚方法的变体,在这种方法中,分区的位置是最优的,而不是事先确定的。然后,提出了一种基于行程的集聚方法,其中每个行程都以线段的形式表示为一对有序的出发地和目的地,并对这些线段进行集聚。所提出的基于线段的聚类方法有两个目的:(a) 所提出的基于行程的聚类方法有助于在一个步骤中确定承载大部分流量的走廊,而基于行程终点的聚类方法可能需要几个后处理步骤才能确定走廊;(b) 就覆盖给定行程所需的走廊数量而言,该方法比现有的基于行程终点的聚类方法性能更好。此外,还开发了高效算法来解决所提出的基于行程的集聚方法,并在实际行程数据集上测试了这些算法的性能,最后探讨了所提出算法的特性。
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引用次数: 0
A Ramsey-Type Equilibrium Model with Spatially Dispersed Agents 具有空间分散代理的拉姆齐型均衡模型
Pub Date : 2024-08-06 DOI: 10.1007/s11067-024-09636-0
Leonhard Frerick, Georg Müller-Fürstenberger, Martin Schmidt, Max Späth

We present a spatial and time-continuous Ramsey-type equilibrium model for households and firms that interact on a spatial domain to model labor mobility in the presence of commuting costs. After discretization in space and time, we obtain a mixed complementarity problem that represents the spatial equilibrium model. We prove existence of equilibria using the theory of finite-dimensional variational inequalities and derive a tailored diagonalization method to solve the resulting large-scale instances. Finally, we present a case study that highlights the influence of commuting costs and show that the model allows to analyze transitory effects of industrial agglomeration that emerge and vanish over time as in the real economy.

我们提出了一个空间和时间连续的拉姆齐型均衡模型,用于模拟存在通勤成本的劳动力流动性。在空间和时间离散化之后,我们得到了一个代表空间均衡模型的混合互补问题。我们利用有限维变分不等式理论证明了均衡的存在性,并推导出一种量身定制的对角化方法来解决由此产生的大规模实例。最后,我们提出了一个案例研究,强调了通勤成本的影响,并表明该模型允许分析产业集聚的过渡效应,这种效应会随着时间的推移而出现和消失,就像在现实经济中一样。
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引用次数: 0
A Two-stage Stochastic Programming for the Integrated Emergency Mobility Facility Allocation and Road Network Design Under Uncertainty 不确定性条件下综合应急交通设施分配和路网设计的两阶段随机程序设计
Pub Date : 2024-08-02 DOI: 10.1007/s11067-024-09635-1
Huatian Gong, Xiaoguang Yang

Emergency Mobility Facilities (EMFs) possess the capability to relocate dynamically, providing adequate responses to fluctuations in emergent demand patterns across temporal and spatial dimensions. This study proposes a two-stage stochastic programming model that integrates the EMF allocation problem and the road network design problem for disaster preparedness. The model takes into account uncertainties arising from emergency demand and road network congestion levels under various sizes and timings of disaster occurrences. The first-stage decision involves determining the fleet size of EMFs and identifying which road links’ travel time should be reduced. The second-stage decision pertains to the routing and schedule of each EMF for each disaster scenario. Due to considering various sources of uncertainty, the resulting model takes the form of a non-convex mixed-integer nonlinear program (MINLP). This poses computational challenges due to the inclusion of bilinear terms, implicit expressions, and the double-layered structure in the second-stage model, along with integer decision variables. A comprehensive set of techniques is applied to solve the model efficiently. This includes employing linearization techniques, converting the second-stage model into a single-level equivalent, transforming an integer variable into multiple binary variables, and utilizing other methods to equivalently reformulate the model into a mixed-integer linear programming problem (MILP). These transformations render the model amenable to solutions using the integer L-shaped method. A simplified example clarifies the solution procedures of the model and algorithm, establishing the theoretical foundation for their practical implementation. Subsequently, to empirically demonstrate the practicality of the proposed model and algorithm, a real-world case study is conducted, effectively validating their utility.

应急交通设施(EMF)具有动态搬迁的能力,可充分应对跨时空的突发需求模式波动。本研究提出了一个两阶段随机编程模型,该模型整合了紧急交通设施分配问题和备灾道路网络设计问题。该模型考虑了不同规模和时间的灾害发生时应急需求和路网拥堵水平所带来的不确定性。第一阶段的决策包括确定紧急避险车队的规模,并确定应缩短哪些道路的通行时间。第二阶段的决策涉及在每种灾害情况下每辆环保车的行驶路线和时间表。由于考虑到各种不确定性来源,由此产生的模型采用了非凸混合整数非线性程序(MINLP)的形式。由于在第二阶段模型中包含了双线性项、隐式表达、双层结构以及整数决策变量,这给计算带来了挑战。为了高效求解该模型,我们采用了一整套技术。这包括采用线性化技术、将第二阶段模型转换为单层等效模型、将整数变量转换为多个二进制变量,以及利用其他方法将模型等效地重新表述为混合整数线性规划问题(MILP)。通过这些转换,该模型可以使用整数 L 型方法求解。一个简化的例子阐明了模型和算法的求解过程,为其实际应用奠定了理论基础。随后,为了从经验上证明所提模型和算法的实用性,我们进行了一项实际案例研究,有效地验证了它们的实用性。
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引用次数: 0
Optimization of Helicopters Flight Hours: Application in Petrobras Campos Basin Operations 优化直升机飞行时间:在巴西国家石油公司坎波斯盆地作业中的应用
Pub Date : 2024-08-01 DOI: 10.1007/s11067-024-09642-2
Gustavo Valério Mendes, Orivalde Soares da Silva Júnior, Luiz Antônio Silveira Lopes, Adriano Mourão Oliveira Valério

Transporting passengers to maritime units is one of the most critical factors in the oil industry. Optimizing costs and reducing workforce exposure to flight hours is paramount. The target scenario for this study is Petrobras’ operations in the Campos Basin, where more than 500 thousand passengers are transported annually. A model inspired by Murthy (Operations research (linear programming). bohem press, 2005) transportation problems is proposed, which aims to answer which helicopters from each base will have to fly how many flights per week to meet the demand of each of the maritime units. Current scenarios are analyzed with changes in the configuration of marine units, helicopter fleets, and airport bases. The results showed that the model represents very well the characteristics taken into account by the company, which presented financial gains with the optimization of the scenario today. Also, the scenarios with changes showed even more significant financial gains than the scenario currently adopted, indicating that the model helps support decisions to improve helicopter transport operations.

将乘客运送到海事单位是石油行业最关键的因素之一。优化成本和减少员工的飞行时间至关重要。本研究的目标场景是巴西国家石油公司在坎波斯盆地的运营,每年运送 50 多万乘客。受 Murthy(《运筹学(线性规划)》,Bohem 出版社,2005 年)运输问题的启发,提出了一个模型,旨在回答每个基地的哪些直升机每周必须飞行多少次才能满足每个海事单位的需求。随着海上部队、直升机机队和机场基地配置的变化,对当前的情景进行了分析。结果表明,该模型很好地体现了公司所考虑的特点,通过优化目前的方案,公司获得了经济收益。此外,与目前采用的方案相比,有变化的方案显示出更显著的财务收益,这表明该模型有助于支持改进直升机运输业务的决策。
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引用次数: 0
Multinational Firms and the Economic Self-Reliance of North American Cities 跨国公司与北美城市的经济自力更生
Pub Date : 2024-07-26 DOI: 10.1007/s11067-024-09639-x
Soha Ahmed, Faraz Zaidi, Céline Rozenblat

The economic development of cities is significantly influenced by multinational corporations (MNCs), whose presence and interconnections with their subsidiaries across various regions and continents shape their global operations and potential expansions. North America serves as a pivotal hub for numerous leading MNCs, and cities within this region play a vital role in establishing both local and global economic relationships. This research aims to investigate the tightly coupled interdependent networks of cities facilitated by MNCs and their subsidiaries, with a specific focus on North American cities and urban centers. This study examines empirical data from four distinct time periods (2010, 2013, 2016, and 2019) at various scales, aiming to empirically support the hypothesis that robust intra-regional ties within North America foster the economic self-reliance of cities and urban centers, concurrently stimulating sustainable economic growth throughout the studied period. The analysis corroborates this hypothesis, as evident from the research findings.

城市的经济发展在很大程度上受到跨国公司(MNCs)的影响,跨国公司在各地区和各大洲的存在及其与子公司之间的相互联系决定了跨国公司的全球运营和潜在扩张。北美是众多领先跨国公司的枢纽,该地区的城市在建立本地和全球经济关系方面发挥着至关重要的作用。本研究旨在调查跨国公司及其子公司促成的紧密结合、相互依存的城市网络,重点关注北美城市和城市中心。本研究考察了四个不同时期(2010 年、2013 年、2016 年和 2019 年)不同规模的经验数据,旨在从经验上支持这样一个假设,即北美地区内部的紧密联系促进了城市和城市中心的经济自立,同时刺激了整个研究期间的可持续经济增长。研究结果表明,分析证实了这一假设。
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引用次数: 0
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Networks and Spatial Economics
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