On fault-tolerant path optimization under QoS constraint in multi-channel wireless networks

In multi-channel wireless networks, a fundamental problem is to find node-disjoint paths minimising global cost or the maximum individual path cost, under the constraint that each path operates on a separate channel to maximise the fault tolerance and robustness against channel instability and malic...

Full description

Saved in:
Bibliographic Details
Published in:Theoretical computer science Vol. 695; pp. 74 - 82
Main Authors: Zhang, Shurong, Chen, Lin, Yang, Weihua
Format: Journal Article
Language:English
Published: Elsevier B.V 26.09.2017
Elsevier
Subjects:
ISSN:0304-3975, 1879-2294
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract In multi-channel wireless networks, a fundamental problem is to find node-disjoint paths minimising global cost or the maximum individual path cost, under the constraint that each path operates on a separate channel to maximise the fault tolerance and robustness against channel instability and malicious attacks. Meanwhile, the quality of service (QoS) requirement (e.g., in terms of end-to-end delay) needs to be satisfied on each path. In this paper, we provide a comprehensive formulation and analysis on this multi-path optimization problem by casting it to the problem k-disjoint path with different colours (k-DPDC). We further formulate the Restricted MinSum k-DPDC and Restricted MinMax k-DPDC to denote the problems of finding multiple node- and channel-disjoint paths minimising the global cost and the maximum individual path cost under the QoS constraint on the path end-to-end delay. Given the NP-hardness of both problems, we focus on directed acyclic graphs and propose fully polynomial-time approximation algorithms for both problems. •We maximise the fault tolerance and robustness against channel instability.•We aim at how to seek node- and channel-disjoint paths satisfying the QoS constraint.•We consider two performance metrics, the sum and the maximum cost of the paths.•In a DAG, we propose fully polynomial-time approximation algorithms for the problems.
AbstractList In multi-channel wireless networks, a fundamental problem is to find node-disjoint paths minimising global cost or the maximum individual path cost, under the constraint that each path operates on a separate channel to maximise the fault tolerance and robustness against channel instability and malicious attacks. Meanwhile, the quality of service (QoS) requirement (e.g., in terms of end-to-end delay) needs to be satisfied on each path. In this paper, we provide a comprehensive formulation and analysis on this multi-path optimization problem by casting it to the problem k-disjoint path with different colours (k-DPDC). We further formulate the Restricted MinSum k-DPDC and Restricted MinMax k-DPDC to denote the problems of finding multiple node- and channel-disjoint paths minimising the global cost and the maximum individual path cost under the QoS constraint on the path end-to-end delay. Given the NP-hardness of both problems, we focus on directed acyclic graphs and propose fully polynomial-time approximation algorithms for both problems. •We maximise the fault tolerance and robustness against channel instability.•We aim at how to seek node- and channel-disjoint paths satisfying the QoS constraint.•We consider two performance metrics, the sum and the maximum cost of the paths.•In a DAG, we propose fully polynomial-time approximation algorithms for the problems.
In multi-channel wireless networks, a fundamental problem is to find node-disjoint paths minimising global cost or the maximum individual path cost, under the constraint that each path operates on a separate channel to maximise the fault tolerance and robustness against channel instability and malicious attacks. Meanwhile, the quality of service (QoS) requirement (e.g., in terms of end-to-end delay) needs to be satisfied on each path. In this paper, we provide a comprehensive formulation and analysis on this multi-path optimization problem by casting it to the problem k-disjoint path with different colours (k-DPDC). We further formulate the Restricted MinSum k-DPDC and Restricted MinMax k-DPDC to denote the problems of finding multiple node- and channel-disjoint paths minimising the global cost and the maximum individual path cost under the QoS constraint on the path end-to-end delay. Given the NP-hardness of both problems, we focus on directed acyclic graphs and propose fully polynomial-time approximation algorithms for both problems.
Author Yang, Weihua
Zhang, Shurong
Chen, Lin
Author_xml – sequence: 1
  givenname: Shurong
  orcidid: 0000-0002-0452-7761
  surname: Zhang
  fullname: Zhang, Shurong
  email: shurongmm@163.com
  organization: College of Mathematics, Taiyuan University of Technology, Taiyuan, Shanxi 030024, China
– sequence: 2
  givenname: Lin
  surname: Chen
  fullname: Chen, Lin
  organization: Lab. Recherche Informatique (LRI-CNRS UMR 8623), Univ. Paris-Sud, 91405 Orsay, France
– sequence: 3
  givenname: Weihua
  surname: Yang
  fullname: Yang, Weihua
  organization: College of Mathematics, Taiyuan University of Technology, Taiyuan, Shanxi 030024, China
BackLink https://inria.hal.science/hal-01618077$$DView record in HAL
BookMark eNp9kE1LAzEQhoNUsK3-AG-5etg1yX6ki6dS1AqFIurJQ8hmZ2nqNilJ2qK_3qwVDx46DAwM7zMwzwgNjDWA0DUlKSW0vF2nQfmUEcpTEpvxMzSkE14ljFX5AA1JRvIkq3hxgUber0msgpdD9L40uJW7LiTBduCkCXgrwwrbbdAb_SWDtgbvTAMOP9sXrKzxwUkdY9rgTeR0olbSGOjwQTvowHtsIBys-_CX6LyVnYer3zlGbw_3r7N5slg-Ps2mi0RlGQ1Jw2ulVE6zjHEpgZZtW5Mib6t8AkTyIq9rApNKNQ2r85oR4Fkta06KVraSlSwbo5vj3ZXsxNbpjXSfwkot5tOF6HdREJ0Qzvc0Zukxq5z13kH7B1AiepNiLaJJ0ZsUJDbjkeH_GKXDj5leRXeSvDuSEN_fa3DCKw1GQRNdqSAaq0_Q3wEtkkM
CitedBy_id crossref_primary_10_1016_j_tcs_2021_08_009
Cites_doi 10.1002/net.3230140405
10.1287/moor.17.1.36
10.1007/BF02125897
10.1002/net.3230040204
10.1287/opre.35.1.70
10.1016/S0020-0190(02)00205-3
10.1287/opre.25.6.920
10.1016/S0167-6377(01)00069-4
10.1145/322047.322048
10.1002/net.3230120306
10.1145/321921.321934
10.1016/j.jcss.2010.08.012
10.1145/321906.321909
10.1016/0166-218X(90)90024-7
10.1016/j.jcss.2010.01.013
10.1287/moor.4.4.339
ContentType Journal Article
Copyright 2017 Elsevier B.V.
Distributed under a Creative Commons Attribution 4.0 International License
Copyright_xml – notice: 2017 Elsevier B.V.
– notice: Distributed under a Creative Commons Attribution 4.0 International License
DBID AAYXX
CITATION
1XC
DOI 10.1016/j.tcs.2017.07.027
DatabaseName CrossRef
Hyper Article en Ligne (HAL)
DatabaseTitle CrossRef
DatabaseTitleList

DeliveryMethod fulltext_linktorsrc
Discipline Mathematics
Computer Science
EISSN 1879-2294
EndPage 82
ExternalDocumentID oai:HAL:hal-01618077v1
10_1016_j_tcs_2017_07_027
S0304397517305753
GrantInformation_xml – fundername: National Natural Science Foundation of China
  grantid: 61502330; 11671296
  funderid: https://doi.org/10.13039/501100001809
GroupedDBID --K
--M
-~X
.DC
.~1
0R~
123
1B1
1RT
1~.
1~5
4.4
457
4G.
5VS
7-5
71M
8P~
9JN
AABNK
AACTN
AAEDW
AAFTH
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAXUO
AAYFN
ABAOU
ABBOA
ABJNI
ABMAC
ABVKL
ABYKQ
ACAZW
ACDAQ
ACGFS
ACRLP
ACZNC
ADBBV
ADEZE
AEBSH
AEKER
AENEX
AEXQZ
AFKWA
AFTJW
AGUBO
AGYEJ
AHHHB
AHZHX
AIALX
AIEXJ
AIKHN
AITUG
AJBFU
AJOXV
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AOUOD
ARUGR
AXJTR
BKOJK
BLXMC
CS3
DU5
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
F5P
FDB
FEDTE
FIRID
FNPLU
FYGXN
G-Q
GBLVA
GBOLZ
HVGLF
IHE
IXB
J1W
KOM
LG9
M26
M41
MHUIS
MO0
N9A
O-L
O9-
OAUVE
OK1
OZT
P-8
P-9
P2P
PC.
Q38
RIG
ROL
RPZ
SCC
SDF
SDG
SES
SPC
SPCBC
SSV
SSW
SSZ
T5K
TN5
WH7
YNT
ZMT
~G-
29Q
9DU
AAEDT
AAQXK
AATTM
AAXKI
AAYWO
AAYXX
ABDPE
ABEFU
ABFNM
ABWVN
ABXDB
ACLOT
ACNNM
ACRPL
ACVFH
ADCNI
ADMUD
ADNMO
ADVLN
AEIPS
AEUPX
AFJKZ
AFPUW
AGHFR
AGQPQ
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
ASPBG
AVWKF
AZFZN
CITATION
EFKBS
FGOYB
G-2
HZ~
R2-
SEW
TAE
WUQ
ZY4
~HD
1XC
ID FETCH-LOGICAL-c331t-d7bccc413327aae16ffb054f948e0a754bb0e89cdd2b4b20e73bab705fafa2623
ISICitedReferencesCount 4
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000412260800006&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0304-3975
IngestDate Sat Nov 29 15:02:11 EST 2025
Sat Nov 29 05:15:27 EST 2025
Tue Nov 18 20:45:15 EST 2025
Fri Feb 23 02:30:25 EST 2024
IsPeerReviewed true
IsScholarly true
Keywords Multi-channel wireless networks
Vertex- and channel-disjoint paths
Fully polynomial-time approximation algorithms
Language English
License Distributed under a Creative Commons Attribution 4.0 International License: http://creativecommons.org/licenses/by/4.0
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c331t-d7bccc413327aae16ffb054f948e0a754bb0e89cdd2b4b20e73bab705fafa2623
ORCID 0000-0002-0452-7761
0000-0001-7943-3172
PageCount 9
ParticipantIDs hal_primary_oai_HAL_hal_01618077v1
crossref_primary_10_1016_j_tcs_2017_07_027
crossref_citationtrail_10_1016_j_tcs_2017_07_027
elsevier_sciencedirect_doi_10_1016_j_tcs_2017_07_027
PublicationCentury 2000
PublicationDate 2017-09-26
PublicationDateYYYYMMDD 2017-09-26
PublicationDate_xml – month: 09
  year: 2017
  text: 2017-09-26
  day: 26
PublicationDecade 2010
PublicationTitle Theoretical computer science
PublicationYear 2017
Publisher Elsevier B.V
Elsevier
Publisher_xml – name: Elsevier B.V
– name: Elsevier
References Itai, Perl, Shiloach (br0080) 1982; 12
Garey, Johnson (br0050) 1979
Wu (br0190) 2011; 77
Ibarra, Kim (br0070) 1975; 22
Sahni (br0160) 1976; 23
Lawler (br0090) 1979; 4
Peleg, Upfal (br0130) 1989; 9
Sahni (br0170) 1977; 25
Ergun, Sinha, Zhang (br0030) 2002; 83
Hassin (br0060) 1992; 17
Yu, Lin, Wang (br0200) 2010; 76
Bondy, Murty (br0010) 2007
Bang-Jensen, Gutin (br0020) 2007
Lorenz, Raz (br0110) 2001; 28
Perl, Shiloach (br0120) 1978; 25
Ronen, Perl (br0140) 1984; 14
Warburton (br0180) 1987; 35
Fleischer, Ge, Li, Zhu (br0040) 2007
Li, McCormick, Simchi-Levi (br0100) 1990; 26
Suuballe (br0150) 1974; 4
Garey (10.1016/j.tcs.2017.07.027_br0050) 1979
Warburton (10.1016/j.tcs.2017.07.027_br0180) 1987; 35
Perl (10.1016/j.tcs.2017.07.027_br0120) 1978; 25
Ronen (10.1016/j.tcs.2017.07.027_br0140) 1984; 14
Li (10.1016/j.tcs.2017.07.027_br0100) 1990; 26
Fleischer (10.1016/j.tcs.2017.07.027_br0040) 2007
Ibarra (10.1016/j.tcs.2017.07.027_br0070) 1975; 22
Bondy (10.1016/j.tcs.2017.07.027_br0010) 2007
Ergun (10.1016/j.tcs.2017.07.027_br0030) 2002; 83
Peleg (10.1016/j.tcs.2017.07.027_br0130) 1989; 9
Yu (10.1016/j.tcs.2017.07.027_br0200) 2010; 76
Itai (10.1016/j.tcs.2017.07.027_br0080) 1982; 12
Wu (10.1016/j.tcs.2017.07.027_br0190) 2011; 77
Lawler (10.1016/j.tcs.2017.07.027_br0090) 1979; 4
Lorenz (10.1016/j.tcs.2017.07.027_br0110) 2001; 28
Sahni (10.1016/j.tcs.2017.07.027_br0160) 1976; 23
Bang-Jensen (10.1016/j.tcs.2017.07.027_br0020) 2007
Hassin (10.1016/j.tcs.2017.07.027_br0060) 1992; 17
Suuballe (10.1016/j.tcs.2017.07.027_br0150) 1974; 4
Sahni (10.1016/j.tcs.2017.07.027_br0170) 1977; 25
References_xml – volume: 9
  start-page: 289
  year: 1989
  end-page: 313
  ident: br0130
  article-title: Constructing disjoint paths on expander graphs
  publication-title: Combinatorica
– volume: 14
  start-page: 531
  year: 1984
  end-page: 544
  ident: br0140
  article-title: Heuristics for finding a maximum number of disjoint bounded paths
  publication-title: Networks
– year: 2007
  ident: br0010
  article-title: Graph Theory
– volume: 28
  start-page: 213
  year: 2001
  end-page: 219
  ident: br0110
  article-title: A simple efficient approximation scheme for the restricted shortest path problem
  publication-title: Oper. Res. Lett.
– volume: 26
  start-page: 105
  year: 1990
  end-page: 115
  ident: br0100
  article-title: The complexity of finding two disjoint paths with Min–Max objective function
  publication-title: Discrete Appl. Math.
– volume: 22
  start-page: 463
  year: 1975
  end-page: 468
  ident: br0070
  article-title: Fast approximation algorithms for the knapsack and sum of subset problems
  publication-title: J. Assoc. Comput. Mach.
– volume: 23
  start-page: 116
  year: 1976
  end-page: 127
  ident: br0160
  article-title: Algorithms for scheduling independent tasks
  publication-title: J. ACM
– volume: 4
  start-page: 125
  year: 1974
  end-page: 145
  ident: br0150
  article-title: Disjoint paths in a network
  publication-title: Networks
– volume: 25
  start-page: 920
  year: 1977
  end-page: 936
  ident: br0170
  article-title: General techniques for combinatorial approximation
  publication-title: Oper. Res.
– volume: 35
  start-page: 70
  year: 1987
  end-page: 79
  ident: br0180
  article-title: Approximation of Pareto optima in multiple-objective shortest path problems
  publication-title: Oper. Res.
– volume: 83
  start-page: 287
  year: 2002
  end-page: 291
  ident: br0030
  article-title: An improved FPTAS for restricted shortest path
  publication-title: Inform. Process. Lett.
– volume: 17
  start-page: 36
  year: 1992
  end-page: 42
  ident: br0060
  article-title: Approximation schemes for the restricted shortest path problem
  publication-title: Math. Oper. Res.
– year: 2007
  ident: br0020
  article-title: Digraphs Theory, Algorithms and Applications
– volume: 77
  start-page: 1054
  year: 2011
  end-page: 1057
  ident: br0190
  article-title: A note on approximating the min-max vertex disjoint paths on directed acyclic graphs
  publication-title: J. Comput. System Sci.
– start-page: 134
  year: 2007
  end-page: 143
  ident: br0040
  article-title: Efficient algorithms for
  publication-title: Proceedings of the 3rd International Conference on Algorithmic Aspects in Information and Management
– volume: 25
  start-page: 1
  year: 1978
  end-page: 9
  ident: br0120
  article-title: Finding two disjoint paths between two pairs of vertices in a graph
  publication-title: J. ACM
– volume: 12
  start-page: 277
  year: 1982
  end-page: 286
  ident: br0080
  article-title: The complexity of finding maximum disjoint paths with length constraints
  publication-title: Networks
– volume: 76
  start-page: 697
  year: 2010
  end-page: 708
  ident: br0200
  article-title: Improved algorithms for finding length-bounded two vertex-disjoint paths in a planar graph and minmax
  publication-title: J. Comput. System Sci.
– volume: 4
  start-page: 339
  year: 1979
  end-page: 356
  ident: br0090
  article-title: Fast approximation algorithms for knapsack problems
  publication-title: Math. Oper. Res.
– year: 1979
  ident: br0050
  article-title: Computers and Intractability: A Guide to the Theory of NP-Completeness
– year: 2007
  ident: 10.1016/j.tcs.2017.07.027_br0010
– volume: 14
  start-page: 531
  issue: 4
  year: 1984
  ident: 10.1016/j.tcs.2017.07.027_br0140
  article-title: Heuristics for finding a maximum number of disjoint bounded paths
  publication-title: Networks
  doi: 10.1002/net.3230140405
– start-page: 134
  year: 2007
  ident: 10.1016/j.tcs.2017.07.027_br0040
  article-title: Efficient algorithms for k-disjoint paths problems on DAGs
– volume: 17
  start-page: 36
  issue: 1
  year: 1992
  ident: 10.1016/j.tcs.2017.07.027_br0060
  article-title: Approximation schemes for the restricted shortest path problem
  publication-title: Math. Oper. Res.
  doi: 10.1287/moor.17.1.36
– volume: 9
  start-page: 289
  issue: 3
  year: 1989
  ident: 10.1016/j.tcs.2017.07.027_br0130
  article-title: Constructing disjoint paths on expander graphs
  publication-title: Combinatorica
  doi: 10.1007/BF02125897
– volume: 4
  start-page: 125
  issue: 2
  year: 1974
  ident: 10.1016/j.tcs.2017.07.027_br0150
  article-title: Disjoint paths in a network
  publication-title: Networks
  doi: 10.1002/net.3230040204
– year: 1979
  ident: 10.1016/j.tcs.2017.07.027_br0050
– volume: 35
  start-page: 70
  year: 1987
  ident: 10.1016/j.tcs.2017.07.027_br0180
  article-title: Approximation of Pareto optima in multiple-objective shortest path problems
  publication-title: Oper. Res.
  doi: 10.1287/opre.35.1.70
– volume: 83
  start-page: 287
  year: 2002
  ident: 10.1016/j.tcs.2017.07.027_br0030
  article-title: An improved FPTAS for restricted shortest path
  publication-title: Inform. Process. Lett.
  doi: 10.1016/S0020-0190(02)00205-3
– volume: 25
  start-page: 920
  issue: 6
  year: 1977
  ident: 10.1016/j.tcs.2017.07.027_br0170
  article-title: General techniques for combinatorial approximation
  publication-title: Oper. Res.
  doi: 10.1287/opre.25.6.920
– volume: 28
  start-page: 213
  year: 2001
  ident: 10.1016/j.tcs.2017.07.027_br0110
  article-title: A simple efficient approximation scheme for the restricted shortest path problem
  publication-title: Oper. Res. Lett.
  doi: 10.1016/S0167-6377(01)00069-4
– volume: 25
  start-page: 1
  issue: 1
  year: 1978
  ident: 10.1016/j.tcs.2017.07.027_br0120
  article-title: Finding two disjoint paths between two pairs of vertices in a graph
  publication-title: J. ACM
  doi: 10.1145/322047.322048
– year: 2007
  ident: 10.1016/j.tcs.2017.07.027_br0020
– volume: 12
  start-page: 277
  issue: 3
  year: 1982
  ident: 10.1016/j.tcs.2017.07.027_br0080
  article-title: The complexity of finding maximum disjoint paths with length constraints
  publication-title: Networks
  doi: 10.1002/net.3230120306
– volume: 23
  start-page: 116
  year: 1976
  ident: 10.1016/j.tcs.2017.07.027_br0160
  article-title: Algorithms for scheduling independent tasks
  publication-title: J. ACM
  doi: 10.1145/321921.321934
– volume: 77
  start-page: 1054
  issue: 6
  year: 2011
  ident: 10.1016/j.tcs.2017.07.027_br0190
  article-title: A note on approximating the min-max vertex disjoint paths on directed acyclic graphs
  publication-title: J. Comput. System Sci.
  doi: 10.1016/j.jcss.2010.08.012
– volume: 22
  start-page: 463
  issue: 4
  year: 1975
  ident: 10.1016/j.tcs.2017.07.027_br0070
  article-title: Fast approximation algorithms for the knapsack and sum of subset problems
  publication-title: J. Assoc. Comput. Mach.
  doi: 10.1145/321906.321909
– volume: 26
  start-page: 105
  issue: 1
  year: 1990
  ident: 10.1016/j.tcs.2017.07.027_br0100
  article-title: The complexity of finding two disjoint paths with Min–Max objective function
  publication-title: Discrete Appl. Math.
  doi: 10.1016/0166-218X(90)90024-7
– volume: 76
  start-page: 697
  issue: 8
  year: 2010
  ident: 10.1016/j.tcs.2017.07.027_br0200
  article-title: Improved algorithms for finding length-bounded two vertex-disjoint paths in a planar graph and minmax k vertex-disjoint paths in a directed acyclic graph
  publication-title: J. Comput. System Sci.
  doi: 10.1016/j.jcss.2010.01.013
– volume: 4
  start-page: 339
  issue: 4
  year: 1979
  ident: 10.1016/j.tcs.2017.07.027_br0090
  article-title: Fast approximation algorithms for knapsack problems
  publication-title: Math. Oper. Res.
  doi: 10.1287/moor.4.4.339
SSID ssj0000576
Score 2.2119546
Snippet In multi-channel wireless networks, a fundamental problem is to find node-disjoint paths minimising global cost or the maximum individual path cost, under the...
SourceID hal
crossref
elsevier
SourceType Open Access Repository
Enrichment Source
Index Database
Publisher
StartPage 74
SubjectTerms Computer Science
Fully polynomial-time approximation algorithms
Multi-channel wireless networks
Vertex- and channel-disjoint paths
Title On fault-tolerant path optimization under QoS constraint in multi-channel wireless networks
URI https://dx.doi.org/10.1016/j.tcs.2017.07.027
https://inria.hal.science/hal-01618077
Volume 695
WOSCitedRecordID wos000412260800006&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVESC
  databaseName: Elsevier SD Freedom Collection Journals 2021
  customDbUrl:
  eissn: 1879-2294
  dateEnd: 20180131
  omitProxy: false
  ssIdentifier: ssj0000576
  issn: 0304-3975
  databaseCode: AIEXJ
  dateStart: 19950109
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1bb9MwFLZKxwM8DBggNi6yEE9UmRInqePHCjZ1ULqhFSjiwXISR-lU0qlNq_0QfjDHtzblMo0HpMqqXDtKfT6fc2wfnw-hV1FA8jAR0iu6cehFUgqYUtL3aBh3GfWZDDQ34OcBHQ6T8ZidtVo_3F2Y1ZRWVXJ1xS7_q6ihDoStrs7-g7jXD4UK-A5ChxLEDuWNBH-qdi2W09qrZ1MJlqhWuVPLzgx0w3d76VKT3847H2fnKup8oWkiNFWADi_01GXgSqrwdcWoApqwMrHii6YnO2rcgMwsNUTH2tPfd6PL5XxmbaSOJTDKbjBZQ_OrbflFTsqlaO5FgH1TxzPdzQaZteYNHRaqgxdmyFEOpdGxCYVexHAbOyXcZXFDjRriHmeQyR9Vvdl1uDisM5V1PaA6B6vJM7CdVrvfO-dnb4_54GT4fvvXRixivzeAshRTT1MI-JSuYE29Q2jMkjba6Z0cjd9tLHxMzRm4_XPutFzHDf7yPn_zd26VbudeezKj-2jXLkFwz0DnAWrJag_dc_Qe2Gr7PXT3wzql7-Ih-nZa4W1cYYUr3MQV1rjCgCu8wRWeVHgLV9jhCjtcPUKfjo9Gb_qeZebwsjAMai-naZZl4P-EhAohg25RpOD7FyxKpC9oHKWpLxOW5TlJo5T4koapSKkfF6IQBDzux6hdzSr5BGGwD0kuCiZDkkVEUJbH4IQXsGqBlUtEk33ku_HjmU1br15_yl184gWHIedqyLkPH0L30et1l0uTs-W6xpETCreTxDiTHIB2XbeXIMD141WSdoAQV3UbAB3cpNFTdGczlZ6hdj1fyufodraqJ4v5Cwu9n6GFrk8
linkProvider Elsevier
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=On+fault-tolerant+path+optimization+under+QoS+constraint+in+multi-channel+wireless+networks&rft.jtitle=Theoretical+computer+science&rft.au=Zhang%2C+Shurong&rft.au=Chen%2C+Lin&rft.au=Yang%2C+Weihua&rft.date=2017-09-26&rft.pub=Elsevier&rft.issn=0304-3975&rft.eissn=1879-2294&rft.volume=695&rft.spage=74&rft.epage=82&rft_id=info:doi/10.1016%2Fj.tcs.2017.07.027&rft.externalDBID=HAS_PDF_LINK&rft.externalDocID=oai%3AHAL%3Ahal-01618077v1
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0304-3975&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0304-3975&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0304-3975&client=summon