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An exact algorithm for the service network design problem with hub capacity constraints 具有集线器容量约束的服务网络设计问题的精确算法
IF 2.1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2022-11-10 DOI: 10.1002/net.22128
E. He, N. Boland, G. Nemhauser, M. Savelsbergh
The service network design problem is commonly used to represent the tactical decisions encountered by a consolidation carrier operating a hub‐and‐spoke network: what transportation services to operate between hubs and how to route commodities from their origin to their destination through the network. In most settings, the capacity at hubs is not a limiting factor and can safely be ignored. However, in the context of city logistics networks, where space is limited and expensive, hub capacities typically have to be taken into account. The presence of hub capacity (and time) constraints implies that, contrary to traditional service network design problems, the existence of a feasible solution is no longer guaranteed. We present an exact dynamic discretization discovery algorithm for a variant of the service network design problem in which the number of vehicles that can be loaded and unloaded simultaneously at a hub is restricted. Novel techniques are introduced in the algorithm to handle the hub capacity constraints. A computational study using instances derived from real‐world data shows the potential of dynamic discretization discovery for this class of problems: integer program sizes are reduced by a factor of up to one thousand and small to mid size instances can be (optimally) solved in an acceptable amount of time.
服务网络设计问题通常用于表示运营轮辐网络的整合运营商所遇到的战术决策:在枢纽之间运营什么运输服务,以及如何通过网络将商品从原产地运送到目的地。在大多数情况下,集线器的容量不是一个限制因素,可以安全地忽略。然而,在城市物流网络的背景下,空间有限且昂贵,通常必须考虑枢纽能力。集线器容量(和时间)限制的存在意味着,与传统的服务网络设计问题相反,不再保证存在可行的解决方案。针对服务网络设计问题的一个变体,我们提出了一种精确的动态离散化发现算法,在该问题中,可以在轮毂处同时装载和卸载的车辆数量受到限制。在算法中引入了新的技术来处理集线器容量约束。一项使用来自真实世界数据的实例的计算研究表明,动态离散化发现这类问题的潜力:整数程序大小最多可减少1000倍,中小型实例可以在可接受的时间内(最佳)解决。
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引用次数: 2
Vertex covering with capacitated trees 顶点覆盖有能力树
IF 2.1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2022-11-10 DOI: 10.1002/net.22130
R. Borndörfer, Stephan Schwartz, William Surau
The covering of a graph with (possibly disjoint) connected subgraphs is a fundamental problem in graph theory. In this paper, we study a version to cover a graph's vertices by connected subgraphs subject to lower and upper weight bounds, and propose a column generation approach to dynamically generate feasible and promising subgraphs. Our focus is on the solution of the pricing problem which turns out to be a variant of the NP‐hard Maximum Weight Connected Subgraph Problem. We compare different formulations to handle connectivity, and find that a single‐commodity flow formulation performs best. This is notable since the respective literature seems to have widely dismissed this formulation. We improve it to a new coarse‐to‐fine flow formulation that is theoretically and computationally superior, especially for large instances with many vertices of degree 2 like highway networks, where it provides a speed‐up factor of 5 over the non‐flow‐based formulations. We also propose a preprocessing method that exploits a median property of weight‐constrained subgraphs, a primal heuristic, and a local search heuristic. In an extensive computational study we evaluate the presented connectivity formulations on different classes of instances, and demonstrate the effectiveness of the proposed enhancements. Their speed‐ups essentially multiply to an overall factor of well over 10. Overall, our approach allows the reliable solution of instances with several hundreds of vertices in a few minutes. These findings are further corroborated in a comparison to existing districting models on a set of test instances from the literature.
用(可能不相交的)连通子图覆盖图是图论中的一个基本问题。在本文中,我们研究了一种用受上下权值约束的连通子图覆盖图的顶点的版本,并提出了一种列生成方法来动态生成可行且有前景的子图。我们的重点是定价问题的解决方案,该问题是NP-hard最大权连通子图问题的一个变体。我们比较了不同的配方来处理连通性,发现单一商品流配方表现最好。这一点值得注意,因为相关文献似乎普遍否定了这一提法。我们将其改进为一种新的从粗到细的流量公式,该公式在理论和计算上都很优越,尤其是对于具有许多2级顶点的大型实例,如公路网,它比基于非流量的公式提供了5的加速因子。我们还提出了一种预处理方法,该方法利用了权重约束子图的中值性质、原始启发式和局部搜索启发式。在一项广泛的计算研究中,我们在不同类别的实例上评估了所提出的连通性公式,并证明了所提出增强的有效性。他们的速度基本上是10倍以上。总的来说,我们的方法允许在几分钟内可靠地解决具有数百个顶点的实例。这些发现在与文献中一组测试实例的现有分区模型的比较中得到了进一步的证实。
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引用次数: 1
A branch‐and‐cut algorithm for the pickup‐and‐delivery traveling salesman problem with handling costs 带处理成本的接送旅行推销员问题的分支割算法
IF 2.1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2022-10-01 DOI: 10.1002/net.22096
D. Krishnan, Tieming Liu
In the Pickup‐and‐Delivery Traveling Salesman Problem with Handling Costs (PDTSPH), a single vehicle has to satisfy multiple customer requests, each defined by a pickup location and a delivery location. Cargo handling is performed at the rear end of the vehicle, in a Last‐In‐First‐Out (LIFO) order for PDTSPH. However, additional handling operations are permitted with a penalty if other loads that block the access to the delivery have to be unloaded and reloaded. The objective of PDTSPH is to minimize the total transportation and handling cost. In this paper, we present a new Mixed Integer Programming (MIP) model and a branch‐and‐cut algorithm to solve PDTSPH. We also present new integral separation procedures to effectively handle the exponential number of constraints in our MIP model. A family of inequalities are introduced to enhance the scalability of our implementation. The performance of our approach is compared with a compact formulation from the literature (Veenstra et al. [21]) in instances ranging from 9 to 21 customer requests. Computational results show our algorithm outperforming the compact formulation in 69% of instances with an average runtime improvement of 57%.
在具有处理成本的接送旅行推销员问题(PDTSPH)中,一辆车必须满足多个客户请求,每个请求由接送地点和交付地点定义。货物搬运在车辆后端执行,按照PDTSPH的后进先出(LIFO)订单。但是,如果必须卸载和重新装载阻碍运输的其他装载物,则允许进行额外的搬运操作,并进行处罚。PDTSPH的目标是将总运输和处理成本降至最低。在本文中,我们提出了一种新的混合整数规划(MIP)模型和一种分支和切割算法来求解PDTSPH。我们还提出了新的积分分离程序,以有效地处理MIP模型中的指数约束。引入了一系列不平等,以增强我们实施的可扩展性。在9至21个客户请求的情况下,将我们的方法的性能与文献中的紧凑配方(Veenstra等人[21])进行了比较。计算结果表明,我们的算法在69%的实例中优于紧凑公式,平均运行时间提高了57%。
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引用次数: 0
The consistent production routing problem 一致生产路线问题
IF 2.1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2022-10-01 DOI: 10.1002/net.22112
Aldair Alvarez, J. Cordeau, R. Jans
This article introduces the consistent production routing problem in a setting with multiple plants and products. The problem consists in finding minimum‐cost production‐routing plans that also meet specific consistency requirements. In our context, consistency is defined as the degree to which some specified features of the solution remain invariant over time. We consider four forms of consistency, namely: driver, source, product, and plant consistency. For each of these consistency requirements, there is a target maximum value defining the decision‐maker's tolerance to deviations from a perfectly consistent solution. These targets are enforced as soft constraints whose violations need to be minimized when optimizing the integrated production and routing plan. We present a mathematical formulation for the problem and an exact branch‐and‐cut algorithm, enhanced with valid inequalities and specific branching priorities. We also propose a heuristic solution method based on iterated local search and several mathematical programming components. Experiments on a large benchmark set of newly introduced instances show that the enhancements substantially improve the performance of the exact algorithm and that the heuristic method performs robustly for production routing problems with different consistency requirements as well as for standard versions of the problem. We also analyze the cost‐consistency trade‐off of the solutions, confirming that it is possible to impose consistency without excessively increasing the cost. The results also reveal the impact of the first time period when optimizing and measuring the consistency features we study.
本文介绍了在具有多个工厂和产品的环境中的一致生产路线问题。问题在于找到符合特定一致性要求的最低成本生产路线计划。在我们的上下文中,一致性被定义为解决方案的某些特定特征随时间保持不变的程度。我们考虑四种形式的一致性,即:驱动因素、来源、产品和工厂一致性。对于这些一致性要求中的每一个,都有一个目标最大值来定义决策者对完全一致解决方案偏差的容忍度。这些目标是作为软约束来执行的,在优化集成生产和路线计划时,需要将违反软约束的情况降至最低。我们提出了该问题的数学公式和精确的分支和切割算法,并通过有效的不等式和特定的分支优先级进行了增强。我们还提出了一种基于迭代局部搜索和几个数学规划组件的启发式求解方法。在一组新引入的大型基准实例上进行的实验表明,这些增强大大提高了精确算法的性能,启发式方法对具有不同一致性要求的生产路线问题以及问题的标准版本都表现得很稳健。我们还分析了解决方案的成本一致性权衡,证实了在不过度增加成本的情况下实施一致性是可能的。结果还揭示了在优化和测量我们研究的一致性特征时第一个时间段的影响。
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引用次数: 1
Issue Information 问题信息
IF 2.1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2022-09-12 DOI: 10.1002/net.22053
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引用次数: 0
The multi‐depot family traveling salesman problem and clustered variants: Mathematical formulations and branch‐&‐cut based methods 多仓库家庭旅行推销员问题和聚类变体:数学公式和基于分支和切割的方法
IF 2.1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2022-09-07 DOI: 10.1002/net.22125
Raquel Bernardino, L. Gouveia, Ana Paias, Daniel Santos
In this article, we study the multi‐depot family traveling salesman problem (MDFTSP) and two clustered variants, the soft‐clustered MDFTSP (SC‐MDFTSP) and the hard‐clustered MDFTSP. We emphasize the relevance of this study by relating the problems with warehouse activities supported by scattered storage systems and by pointing out that clustered variants of routing problems have been scarcely addressed in the literature. For these three problems, we present several mixed integer linear programming formulations and develop appropriate branch‐&‐cut based algorithms which are tested with a newly generated data set including instances with up to 200 nodes and 40 depots. The results from the computational experiments allow us to identify the main differences between the three problems concerning modeling approaches as well as solution methods and put in evidence that these problems are challenging problems, in particular the SC‐MDFTSP.
在这篇文章中,我们研究了多仓库家庭旅行推销员问题(MDFTSP)和两个聚类变体,即软聚类MDFTSP(SC‐MDFTISP)和硬聚类MDFTISP。我们强调了这项研究的相关性,将问题与分散存储系统支持的仓库活动联系起来,并指出文献中很少涉及路由问题的集群变体。对于这三个问题,我们提出了几种混合整数线性规划公式,并开发了适当的基于分支和割集的算法,这些算法用新生成的数据集进行了测试,包括具有多达200个节点和40个仓库的实例。计算实验的结果使我们能够确定关于建模方法和求解方法的三个问题之间的主要差异,并证明这些问题是具有挑战性的问题,特别是SC‐MDFTSP。
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引用次数: 3
Editorial 编辑
IF 2.1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2022-08-31 DOI: 10.1002/net.22126
B. Golden, D. Shier
EDWIN BAKER GAGER Edwin Baker Gager graduated from Yale College in 1877. He was admitted to the bar in I881 and became a member of the firm of Wooster & Torrance in Derby. On the appointment of Judge Torrance to the Superior Court the name of the firm was changed to Wooster, Williams & Gager and on the death of the senior partner to Williams & Gager. Judge Gager was appointed to the Superior Court in i9oi, and after seventeen years of service as a trial judge he became in 1918 an associate justice of the Supreme Court of Errors. From 1892 to 19o3 he was an instructor in law aid jurisprudence in the Yale School of Law, and in 1903 was appointed Professor of General Jurisprudence. As a lawyer he soon gained the confidence of the large business interests located in the Naugatuck Valley, and in the later years of his practice his counsel and advocacy were claimed chiefly by street railway, gas, and electric companies. He brought to the office of trial judge the poise of a man of affairs, the experience of an extensive practice, the learning of a widely read
EDWIN BAKER GAGER EDWIN BAKER-GAGER于1877年毕业于耶鲁大学。他于1881年进入酒吧,并成为德比Wooster&Torrance律师事务所的成员。托伦斯法官被任命为高等法院法官后,公司名称改为Wooster,Williams&Gager,高级合伙人去世后,公司更名为Williams&Gage。Gager法官在i9oi被任命为高等法院法官,在担任审判法官17年后,他于1918年成为最高错误法院的助理法官。1892年至1903年,他在耶鲁大学法学院担任法律援助法学讲师,1903年被任命为普通法学教授。作为一名律师,他很快就获得了位于瑙加塔克山谷的大型商业利益集团的信任,在他执业的后期,他的律师和辩护主要由街头铁路、天然气和电力公司提出。他给审判法官的职位带来了一个有风度的人的风度,一个广泛实践的经验,一个博览群书的学问
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引用次数: 0
The resource constrained clustered shortest path tree problem: Mathematical formulation and Branch&Price solution algorithm 资源约束的聚类最短路径树问题:数学公式和Branch&Price求解算法
IF 2.1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2022-08-31 DOI: 10.1002/net.22124
D. Ferone, P. Festa, Serena Fugaro, Tommaso Pastore
In this article, the Resource Constrained Clustered Shortest Path Tree Problem is defined. It generalizes the classic Resource Constrained Shortest Path Tree Problem since it is defined on an undirected, complete and weighted graph whose set of nodes is partitioned into clusters. The aim is then to find a shortest path tree respecting some resource consumption constraints and inducing a connected subgraph within each cluster. The main support and motivation for studying this problem are related, among the others, to the design of telecommunication networks, and to Disaster Operations Management. In this work, we present a path‐based formulation for the problem, addressing the case of local resource constraints, that is, resource constraints on single paths. For its resolution, a Branch&Price algorithm featuring a Column Generation approach with Multiple Pricing Scheme is devised. A comprehensive computational study is conducted, comparing the proposed method with the results achieved by the CPLEX solver, adopted to solve the mathematical model. The numerical results underline that the Branch&Price algorithm outperforms CPLEX, both in terms of solution cost and time.
本文定义了资源约束的簇状最短路径树问题。它推广了经典的资源约束最短路径树问题,因为它是在一个无向、完全和加权图上定义的,该图的节点集被划分为簇。然后,目标是找到一个最短路径树,该树遵循一些资源消耗约束,并在每个簇中诱导一个连通子图。研究这一问题的主要支持和动机与电信网络的设计和灾害行动管理等有关。在这项工作中,我们提出了一个基于路径的问题公式,解决了局部资源约束的情况,即单路径上的资源约束。为了解决这一问题,设计了一种具有多重定价方案的列生成方法的Branch&Price算法。进行了全面的计算研究,将所提出的方法与用于求解数学模型的CPLEX求解器所获得的结果进行了比较。数值结果表明,Branch&Price算法在求解成本和时间方面都优于CPLEX算法。
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引用次数: 1
Maximizing reachability in a temporal graph obtained by assigning starting times to a collection of walks 通过将开始时间分配给行走集合获得的时间图中的最大可达性
IF 2.1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2022-08-30 DOI: 10.1002/net.22123
Filippo Brunelli, P. Crescenzi, L. Viennot
In a temporal graph, each edge appears and can be traversed at specific points in time. In such a graph, temporal reachability of one node from another is naturally captured by the existence of a temporal path where edges appear in chronological order. Inspired by the optimization of bus/metro/tramway schedules in a public transport network, we consider the problem of turning a collection of walks (called trips) in a directed graph into a temporal graph by assigning a starting time to each trip in order to maximize the reachability among pairs of nodes. Each trip represents the trajectory of a vehicle and its edges must be scheduled one right after another. Setting a starting time to the trip thus forces the appearance time of all its edges. We call such a starting time assignment a trip temporalization. We obtain several results about the complexity of maximizing reachability via trip temporalization. Among them, we show that maximizing reachability via trip temporalization is hard to approximate within a factor n/12$$ sqrt{n}/12 $$ in an n$$ n $$ ‐vertex digraph, even if we assume that for each pair of nodes, there exists a trip temporalization connecting them. On the positive side, we show that there must exist a trip temporalization connecting a constant fraction of all pairs if we additionally assume symmetry, that is, when the collection of trips to be scheduled is such that, for each trip, there is a symmetric trip visiting the same nodes in reverse order.
在时间图中,每条边都会出现,并且可以在特定的时间点进行遍历。在这样的图中,一个节点与另一个节点的时间可达性自然地被边缘按时间顺序出现的时间路径的存在所捕获。受公共交通网络中公交/地铁/有轨电车时间表优化的启发,我们考虑了通过为每次出行分配开始时间,将有向图中的步行集合(称为出行)转化为时间图的问题,以最大限度地提高节点对之间的可达性。每次旅行都代表着一辆车的轨迹,它的边缘必须一个接一个地安排。因此,设置行程的开始时间会强制其所有边缘的出现时间。我们将这种起始时间分配称为行程时间化。我们得到了几个关于通过行程时间化来最大化可达性的复杂性的结果。其中,我们表明,在n$$n$$顶点有向图中,通过行程时间化来最大化可达性很难在因子n/12$$sqrt{n}/12$$内近似,即使我们假设每对节点都存在连接它们的行程时间化。从积极的方面来看,我们证明,如果我们另外假设对称性,即当要调度的旅行集合是这样的时,对于每个旅行,都有一个以相反顺序访问相同节点的对称旅行,那么必须存在连接所有对的恒定部分的旅行时间化。
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引用次数: 2
Robust transshipment problem under consistent flow constraints 一致流约束下的鲁棒转运问题
IF 2.1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2022-08-29 DOI: 10.1002/net.22184
Christina Büsing, A. Koster, S. Schmitz
In this article, we study robust transshipment under consistent flow constraints. We consider demand uncertainty represented by a finite set of scenarios and characterize a subset of arcs as so‐called fixed arcs. In each scenario, we require an integral flow that satisfies the respective flow balance constraints. In addition, on each fixed arc, we require equal flow for all scenarios. The objective is to minimize the maximum cost occurring among all scenarios. We show that the problem is strongly ‐complete on acyclic digraphs by a reduction from the ‐Sat problem. Furthermore, we prove that the problem is weakly ‐complete on series‐parallel digraphs by a reduction from a special case of the Partition problem. If in addition the number of scenarios is constant, we observe the pseudo‐polynomial‐time solvability of the problem. We provide poly‐nomial‐time algorithms for three special cases on series‐parallel digraphs. Finally, we present a polynomial‐time algorithm for pearl digraphs.
在本文中,我们研究了一致流约束下的鲁棒转运。我们考虑由有限场景集表示的需求不确定性,并将电弧子集描述为所谓的固定电弧。在每个场景中,我们都需要一个满足各自流量平衡约束的积分流。此外,在每个固定的弧线上,我们要求所有场景的流量相等。目标是最小化所有场景中出现的最大成本。通过对- Sat问题的简化,证明了该问题在无环有向图上是强完备的。进一步,通过对分划问题的一个特例的简化,证明了该问题在级数-并行有向图上是弱完备的。此外,如果场景的数量是恒定的,我们观察到问题的伪多项式时间可解性。我们提供了三种特殊情况下的多项式时间算法。最后,我们给出了一个珍珠有向图的多项式时间算法。
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引用次数: 0
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Networks
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