A Whirling Dervish: Polynomial-Time Algorithm for the Regional SRLG-Disjoint Paths Problem

The current best practice in survivable routing is to compute link or node disjoint paths in the network topology graph. It can protect single-point failures; however, several failure events may cause the interruption of multiple network elements. The set of network elements subject to potential fai...

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Published inIEEE/ACM transactions on networking Vol. 31; no. 6; pp. 1 - 12
Main Authors Vass, Balazs, Berczi-Kovacs, Erika R., Barabas, Abel, Hajdu, Zsombor Laszlo, Tapolcai, Janos
Format Journal Article
LanguageEnglish
Published New York IEEE 01.12.2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN1063-6692
1558-2566
DOI10.1109/TNET.2023.3276815

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Abstract The current best practice in survivable routing is to compute link or node disjoint paths in the network topology graph. It can protect single-point failures; however, several failure events may cause the interruption of multiple network elements. The set of network elements subject to potential failure events is called Shared Risk Link Group (SRLG), identified during network planning. Unfortunately, for any given list of SRLGs, finding two paths that can survive a single SRLG failure is NP-Complete. In this paper, we provide a polynomial-time SRLG-disjoint routing algorithm for planar network topologies and a large set of SRLGs. Namely, we focus on regional failures, where the failed network elements must not be far from each other. We use a flexible definition of regional failure, where the only restrictions are that i) the topology is a planar graph, ii) each SRLG forms a set of connected edges in the dual of the planar graph, and iii) for each node <inline-formula> <tex-math notation="LaTeX">v</tex-math> </inline-formula>, the links incident to <inline-formula> <tex-math notation="LaTeX">v</tex-math> </inline-formula> are part of an SRLG. The proposed algorithm is based on a max-min theorem. Through extensive simulations, we show that the algorithm scales well with the network size, and one of the paths returned by the algorithm is only <inline-formula> <tex-math notation="LaTeX">4</tex-math> </inline-formula>% longer than the shortest path on average.
AbstractList The current best practice in survivable routing is to compute link or node disjoint paths in the network topology graph. It can protect single-point failures; however, several failure events may cause the interruption of multiple network elements. The set of network elements subject to potential failure events is called Shared Risk Link Group (SRLG), identified during network planning. Unfortunately, for any given list of SRLGs, finding two paths that can survive a single SRLG failure is NP-Complete. In this paper, we provide a polynomial-time SRLG-disjoint routing algorithm for planar network topologies and a large set of SRLGs. Namely, we focus on regional failures, where the failed network elements must not be far from each other. We use a flexible definition of regional failure, where the only restrictions are that i) the topology is a planar graph, ii) each SRLG forms a set of connected edges in the dual of the planar graph, and iii) for each node <inline-formula> <tex-math notation="LaTeX">v</tex-math> </inline-formula>, the links incident to <inline-formula> <tex-math notation="LaTeX">v</tex-math> </inline-formula> are part of an SRLG. The proposed algorithm is based on a max-min theorem. Through extensive simulations, we show that the algorithm scales well with the network size, and one of the paths returned by the algorithm is only <inline-formula> <tex-math notation="LaTeX">4</tex-math> </inline-formula>% longer than the shortest path on average.
The current best practice in survivable routing is to compute link or node disjoint paths in the network topology graph. It can protect single-point failures; however, several failure events may cause the interruption of multiple network elements. The set of network elements subject to potential failure events is called Shared Risk Link Group (SRLG), identified during network planning. Unfortunately, for any given list of SRLGs, finding two paths that can survive a single SRLG failure is NP-Complete. In this paper, we provide a polynomial-time SRLG-disjoint routing algorithm for planar network topologies and a large set of SRLGs. Namely, we focus on regional failures, where the failed network elements must not be far from each other. We use a flexible definition of regional failure, where the only restrictions are that i) the topology is a planar graph, ii) each SRLG forms a set of connected edges in the dual of the planar graph, and iii) for each node [Formula Omitted], the links incident to [Formula Omitted] are part of an SRLG. The proposed algorithm is based on a max-min theorem. Through extensive simulations, we show that the algorithm scales well with the network size, and one of the paths returned by the algorithm is only 4% longer than the shortest path on average.
Author Vass, Balazs
Barabas, Abel
Berczi-Kovacs, Erika R.
Hajdu, Zsombor Laszlo
Tapolcai, Janos
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Cites_doi 10.1109/DRCN.2011.6076901
10.1287/moor.16.2.310
10.1016/j.ejor.2015.07.035
10.1002/net.3230040204
10.4064/fm-10-1-96-115
10.1109/TNET.2021.3070100
10.1109/ICCCN.2011.6005789
10.1109/TNET.2005.852879
10.1002/net.21936
10.1109/drcn.2005.1563905
10.1109/TNET.2020.3009297
10.1109/INFCOM.2012.6195690
10.1016/j.osn.2014.05.004
10.1109/MCOM.2014.6766082
10.1109/TNET.2011.2128879
10.1109/INFOCOM.2014.6848100
10.1109/DSN.2018.00069
10.1109/INFOCOM48880.2022.9796870
10.1109/MCOM.2014.6815917
10.1002/net.21652
10.1109/JLT.2014.2334713
10.1109/INFOCOM.2017.8057040
10.1109/JSAC.2021.3064652
10.1006/jctb.1994.1011
10.1007/978-0-387-24499-0
10.1109/TCOMM.2003.809779
10.1109/JLT.2012.2201696
10.1109/90.851984
10.1109/65.885666
10.1016/j.comnet.2014.10.026
10.1007/s10922-014-9332-6
10.1109/MCOM.2014.6979957
10.1109/TNET.2010.2050490
10.1109/MCOM.2012.6146481
10.1002/net.20371
10.1109/INFOCOM.2014.6848098
10.1109/MCOM.2014.6917402
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References ref13
ref35
ref12
ref15
ref37
ref14
ref36
ref11
ref33
ref10
(ref29) 2018
ref2
ref1
ref17
ref39
ref16
ref38
ref19
Heidemann (ref6) 2012
ref24
ref46
ref23
ref45
ref26
ref48
ref25
ref47
ref20
ref42
ref41
ref22
ref21
ref43
(ref28) 2013
Pithewan (ref31) 2016
Ellinas (ref18) 2003; 4
MacDiarmid (ref34) 1991
Bermond (ref40)
ref8
ref7
ref9
ref4
(ref30) 2020
ref3
(ref27) 2018
ref5
de Sousa (ref44)
(ref32) 2019
References_xml – ident: ref42
  doi: 10.1109/DRCN.2011.6076901
– year: 2012
  ident: ref6
  article-title: A preliminary analysis of network outages during hurricane Sandy
– ident: ref33
  doi: 10.1287/moor.16.2.310
– ident: ref35
  doi: 10.1016/j.ejor.2015.07.035
– ident: ref2
  doi: 10.1002/net.3230040204
– ident: ref38
  doi: 10.4064/fm-10-1-96-115
– ident: ref21
  doi: 10.1109/TNET.2021.3070100
– ident: ref26
  doi: 10.1109/ICCCN.2011.6005789
– ident: ref20
  doi: 10.1109/TNET.2005.852879
– ident: ref23
  doi: 10.1002/net.21936
– ident: ref41
  doi: 10.1109/drcn.2005.1563905
– ident: ref22
  doi: 10.1109/TNET.2020.3009297
– ident: ref36
  doi: 10.1109/INFCOM.2012.6195690
– start-page: 1
  volume-title: Proc. 13th Int. Conf. Design Reliable Commun. Netw. (DRCN)
  ident: ref44
  article-title: Determination of the minimum cost pair of D-geodiverse paths
– year: 2019
  ident: ref32
  publication-title: Shaping Europe’s Digital Future, Actors in the Broadband Value Chain
– ident: ref9
  doi: 10.1016/j.osn.2014.05.004
– ident: ref25
  doi: 10.1109/MCOM.2014.6766082
– ident: ref3
  doi: 10.1109/TNET.2011.2128879
– ident: ref19
  doi: 10.1109/INFOCOM.2014.6848100
– ident: ref46
  doi: 10.1109/DSN.2018.00069
– ident: ref1
  doi: 10.1109/INFOCOM48880.2022.9796870
– volume: 4
  start-page: 91
  issue: 1
  year: 2003
  ident: ref18
  article-title: Routing and restoration architectures in mesh optical networks
  publication-title: Opt. Netw. Mag.
– volume-title: Alcatel-Lucent 7705 Service Aggregation Router OS, MPLS Guide
  year: 2013
  ident: ref28
– ident: ref10
  doi: 10.1109/MCOM.2014.6815917
– ident: ref15
  doi: 10.1002/net.21652
– volume-title: Huawei NE20E-S Universal Service Router, Feature Description—MPLS
  year: 2018
  ident: ref27
– year: 1991
  ident: ref34
  article-title: Non-interfering dipaths in planar digraphs
– start-page: 163
  volume-title: Proc. Design Reliable Commun. Netw. (DRCN)
  ident: ref40
  article-title: SRLG-diverse routing with the star property
– ident: ref7
  doi: 10.1109/JLT.2014.2334713
– volume-title: Disjoint path computation for arbitrary directed graph
  year: 2016
  ident: ref31
– ident: ref16
  doi: 10.1109/INFOCOM.2017.8057040
– ident: ref24
  doi: 10.1109/JSAC.2021.3064652
– ident: ref39
  doi: 10.1006/jctb.1994.1011
– ident: ref14
  doi: 10.1007/978-0-387-24499-0
– ident: ref17
  doi: 10.1109/TCOMM.2003.809779
– ident: ref5
  doi: 10.1109/JLT.2012.2201696
– ident: ref13
  doi: 10.1109/90.851984
– volume-title: Cisco WAE Design 7.1.2 User Guide, Chapter 19: LSP Disjoint Path Optimization
  year: 2018
  ident: ref29
– ident: ref12
  doi: 10.1109/65.885666
– ident: ref37
  doi: 10.1016/j.comnet.2014.10.026
– ident: ref43
  doi: 10.1007/s10922-014-9332-6
– ident: ref8
  doi: 10.1109/MCOM.2014.6979957
– ident: ref45
  doi: 10.1109/TNET.2010.2050490
– ident: ref4
  doi: 10.1109/MCOM.2012.6146481
– ident: ref48
  doi: 10.1002/net.20371
– ident: ref47
  doi: 10.1109/INFOCOM.2014.6848098
– volume-title: Juniper Networks Junos OS MPLS Applications User Guide, Chapter 3 MPLS Traffic, Shared Risk Link Groups for MPLS
  year: 2020
  ident: ref30
– ident: ref11
  doi: 10.1109/MCOM.2014.6917402
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SubjectTerms Algorithms
Best practice
disaster resilience
Faces
Failure
Graph theory
IEEE transactions
Minimax techniques
Network topologies
Network topology
Planning
polynomial algorithm
Polynomials
Routing
shared risk link group (SRLG)
Shortest-path problems
Topology
Title A Whirling Dervish: Polynomial-Time Algorithm for the Regional SRLG-Disjoint Paths Problem
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