Optimal Network Design with End-to-End Service Requirements

被引:12
|
作者
Balakrishnan, Anantaram [1 ]
Li, Gang [2 ]
Mirchandani, Prakash [3 ]
机构
[1] Univ Texas Austin, McCombs Sch Business, Austin, TX 78712 USA
[2] Bentley Univ, Dept Management, Waltham, MA 02452 USA
[3] Univ Pittsburgh, Katz Grad Sch Business, Pittsburgh, PA 15260 USA
基金
美国国家科学基金会;
关键词
service networks; polyhedral methods; integer programming; STEINER TREE PROBLEM; CUT ALGORITHMS; MODELS; FORMULATIONS; REVENUES; BUDGET;
D O I
10.1287/opre.2016.1579
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Long-term planning for transportation, telecommunications, and other service operations entails designing networks that are both cost effective and responsive. Because infrastructure networks are expensive and the network's design determines its service capabilities, planners must address complex trade-offs between minimizing the total cost of the network while meeting end-to-end service requirements such as limits on transit time, latency, and transshipments. To address this problem, we study a minimum cost multicommodity network design model to select arcs and route the required flows along these arcs so that each origin-to-destination route satisfies limits on various service metrics. To effectively solve this service network design problem, we focus on a polyhedral approach to strengthen its arc flow formulation. We develop several classes of strong cuts, with appropriate separation procedures, and propose an optimization-based heuristic method. We characterize the dimension of the problem's feasible region and show that two classes of inequalities are facet-defining under appropriate conditions. Our computational results demonstrate that our Composite method, incorporating the valid inequalities and heuristic algorithm, significantly reduces computational time and generates near-optimal solutions. The model and methods developed in this paper provide a valuable planning tool for service providers in transportation, telecommunication, and other sectors.
引用
收藏
页码:729 / 750
页数:22
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