Delay-Constrained Shortest Paths: Approximation Algorithms and Second-Order Cone Models

被引:8
作者
Frangioni, Antonio [1 ]
Galli, Laura [1 ]
Scutella, Maria Grazia [1 ]
机构
[1] Univ Pisa, Dipartimento Informat, Largo B Pontecorvo 3, I-56127 Pisa, Italy
关键词
Delay-constrained routing; Approximation algorithms; Mixed-integer nonlinear programming; Second-order cone model; Perspective reformulation; NETWORKS; BOUNDS;
D O I
10.1007/s10957-014-0624-5
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Routing real-time traffic with maximum packet delay in contemporary telecommunication networks requires not only choosing a path but also reserving transmission capacity along its arcs, as the delay is a nonlinear function of both components. The problem is known to be solvable in polynomial time under quite restrictive assumptions, i.e., equal rate allocations (all arcs are reserved the same capacity) and identical reservation costs, whereas the general problem is -hard. We first extend the approaches to the equal rate allocation (ERA) version to a pseudo-polynomial Dynamic Programming one for integer arc costs and a FPTAS for the case of general arc costs. We then show that the general problem can be formulated as a mixed-integer Second-Order Cone (SOCP) program and therefore solved with off-the-shelf technology. We compare two formulations: one based on standard big-M constraints and one where Perspective Reformulation techniques are used to tighten the continuous relaxation. Extensive computational experiments on both real-world networks and randomly generated realistic ones show that the ERA approach is fast and provides an effective heuristic for the general problem whenever it manages to find a solution at all, but it fails for a significant fraction of the instances that the SOCP models can solve. We therefore propose a three-pronged approach that combines the fast running time of the ERA algorithm and the effectiveness of the SOCP models, and show that it is capable of solving realistic-sized instances with high accuracy at different levels of network load in a time compatible with real-time usage in an operating environment.
引用
收藏
页码:1051 / 1077
页数:27
相关论文
共 50 条
  • [21] Adaptive Consensus Algorithms for Heterogeneous Second-order Multi-agent Systems
    Liu Cheng-Lin
    Liu Fei
    2015 34TH CHINESE CONTROL CONFERENCE (CCC), 2015, : 7275 - 7279
  • [22] Second-Order Optimality and Beyond: Characterization and Evaluation Complexity in Convexly Constrained Nonlinear Optimization
    Cartis, Coralia
    Gould, Nick I. M.
    Toint, Philippe L.
    FOUNDATIONS OF COMPUTATIONAL MATHEMATICS, 2018, 18 (05) : 1073 - 1107
  • [23] Bounds on Delay Margin for Consensus of General Second-Order Multi-Agent Systems
    Tian, Rui
    Ma, Dan
    Chen, Jie
    2018 13TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2018, : 608 - 613
  • [24] Second-order consensus for multi-agent systems with switching topology and communication delay
    Qin, Jiahu
    Gao, Huijun
    Zheng, Wei Xing
    SYSTEMS & CONTROL LETTERS, 2011, 60 (06) : 390 - 397
  • [25] Cluster-Delay Consensus for Second-Order Nonlinear Multi-agent Systems
    Huang, Jun
    Wen, Guoguang
    Peng, Zhaoxia
    Zhang, Yunlong
    JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2020, 33 (02) : 333 - 344
  • [26] Intentional delay can benefit consensus of second-order multi-agent systems
    Ma, Qian
    Xu, Shengyuan
    AUTOMATICA, 2023, 147
  • [27] Consensus of second-order multi-agent systems with nonlinear dynamics and time delay
    Qian, Yufeng
    Wu, Xiaoqun
    Lu, Jinhu
    Lu, Jun-an
    NONLINEAR DYNAMICS, 2014, 78 (01) : 495 - 503
  • [28] Distributed containment control for second-order multiagent systems with time delay and intermittent communication
    Wang, Fuyong
    Liu, Zhongxin
    Chen, Zengqiang
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2018, 28 (18) : 5730 - 5746
  • [29] Synthesis of Unequally Spaced Arrays With Uniform Excitation via Iterative Second-Order Cone Programming
    Miao, Yingjie
    Liu, Feifeng
    Lu, Jiaxin
    Li, Ke
    IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2020, 68 (08) : 6013 - 6021
  • [30] COMPLEXITY ANALYSIS OF SECOND-ORDER LINE-SEARCH ALGORITHMS FOR SMOOTH NONCONVEX OPTIMIZATION
    Royer, Clement W.
    Wright, Stephen J.
    SIAM JOURNAL ON OPTIMIZATION, 2018, 28 (02) : 1448 - 1477