Fault-tolerant Controller Placement Model Considering Load-dependent Sojourn Time in Software-defined Network

This paper proposes a controller placement model that takes into account the load-dependent sojourn time at each controller while considering controller failures in a software-defined network. The sojourn time is expressed by the queuing theory. The sojourn time varies depending on the amount of loa...

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Vydané v:IEEE eTransactions on network and service management Ročník 20; číslo 4; s. 1
Hlavní autori: Noda, Shinji, Sato, Takehiro, Oki, Eiji
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: New York IEEE 01.12.2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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Abstract This paper proposes a controller placement model that takes into account the load-dependent sojourn time at each controller while considering controller failures in a software-defined network. The sojourn time is expressed by the queuing theory. The sojourn time varies depending on the amount of load arriving at each controller in the proposed model. The proposed model is formulated as a mixed integer second-order cone programming (MISOCP) problem. The controller placement problem studied in this paper is proven to be NP-hard. We develop a heuristic algorithm for the case where the solution to an optimization problem of the proposed model cannot be obtained in practical time. The proposed model is compared with two baseline models presented in the previous research. In the baseline models, the sojourn time does not depend on the amount of load arriving at each controller. Numerical results show that the number of placed controllers becomes smaller in the proposed model than in the baseline models. We also compare results obtained by solving the MISOCP problem to those of the heuristic algorithm. Numerical results show that the heuristic algorithm reduces the computation time required to determine the controller placement, whereas the difference between the number of controllers determined by the heuristic algorithm and the optimal value is at most 4.84%. The number of controllers placed by the heuristic algorithm tends to decrease by considering network centrality.
AbstractList This paper proposes a controller placement model that takes into account the load-dependent sojourn time at each controller while considering controller failures in a software-defined network. The sojourn time is expressed by the queuing theory. The sojourn time varies depending on the amount of load arriving at each controller in the proposed model. The proposed model is formulated as a mixed integer second-order cone programming (MISOCP) problem. The controller placement problem studied in this paper is proven to be NP-hard. We develop a heuristic algorithm for the case where the solution to an optimization problem of the proposed model cannot be obtained in practical time. The proposed model is compared with two baseline models presented in the previous research. In the baseline models, the sojourn time does not depend on the amount of load arriving at each controller. Numerical results show that the number of placed controllers becomes smaller in the proposed model than in the baseline models. We also compare results obtained by solving the MISOCP problem to those of the heuristic algorithm. Numerical results show that the heuristic algorithm reduces the computation time required to determine the controller placement, whereas the difference between the number of controllers determined by the heuristic algorithm and the optimal value is at most 4.84%. The number of controllers placed by the heuristic algorithm tends to decrease by considering network centrality.
Author Oki, Eiji
Noda, Shinji
Sato, Takehiro
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Cites_doi 10.1109/NetSoft54395.2022.9844060
10.1515/9781400832811
10.1109/ACCESS.2017.2762291
10.1002/net.20371
10.1109/APNOMS.2016.7737236
10.1007/978-3-319-78512-7_10
10.1109/ACP.2018.8596219
10.1109/ITC.2013.6662939
10.4108/eai.19-8-2015.2260893
10.1109/ICCCN.2018.8487383
10.1109/INM.2015.7140316
10.1109/TNSM.2017.2720699
10.1109/LCOMM.2016.2550026
10.1109/ECTI-CON49241.2020.9158127
10.1109/NetSoft51509.2021.9492607
10.1587/transcom.2021EBP3090
10.1504/IJHPCN.2016.077821
10.1109/TNSM.2018.2829661
10.1109/RNDM.2017.8093037
10.1109/ICC.2019.8761291
10.1109/ACCESS.2016.2607786
10.1109/ISWCS.2017.8108113
10.1109/GLOCOM.2018.8647566
10.1145/1355734.1355746
10.1109/TCOMM.2020.2983168
10.1016/j.comnet.2018.11.027
10.1109/ICC.2018.8422598
10.1109/LCOMM.2017.2696006
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References ref12
ref15
(ref33) 2022
ref37
ref36
ref30
ref11
ref10
ref32
ref2
ref1
(ref21) 2022
ref17
Bertsekas (ref29) 1992
ref38
ref19
Al-Shabibi (ref16)
ref18
(ref22) 2022
ref24
Arakawa (ref34) 2013
ref23
ref26
ref25
Fouad (ref27) 2016; 9
Cormen (ref31) 2001
ref20
Frazer (ref35) 1995
ref28
ref8
ref7
ref9
ref4
ref3
ref6
ref5
Sherwood (ref14) 2009
Du (ref13) 2021; 197
References_xml – ident: ref1
  doi: 10.1109/NetSoft54395.2022.9844060
– volume: 197
  year: 2021
  ident: ref13
  article-title: Network cost optimization-based capacitated controller deployment for SDN
  publication-title: Comput. Netw.
– start-page: 1
  volume-title: Proc. Open Netw. Summit
  ident: ref16
  article-title: OpenVirteX: A network hypervisor
– ident: ref30
  doi: 10.1515/9781400832811
– ident: ref3
  doi: 10.1109/ACCESS.2017.2762291
– volume-title: Gurobi Optimizer 9.1
  year: 2022
  ident: ref22
– volume-title: NSFNET: A partnership for high-speed networking final report
  year: 1995
  ident: ref35
– ident: ref36
  doi: 10.1002/net.20371
– ident: ref38
  doi: 10.1109/APNOMS.2016.7737236
– ident: ref23
  doi: 10.1007/978-3-319-78512-7_10
– volume-title: Introduction to Algorithms
  year: 2001
  ident: ref31
– ident: ref24
  doi: 10.1109/ACP.2018.8596219
– ident: ref28
  doi: 10.1109/ITC.2013.6662939
– ident: ref19
  doi: 10.4108/eai.19-8-2015.2260893
– ident: ref8
  doi: 10.1109/ICCCN.2018.8487383
– ident: ref17
  doi: 10.1109/INM.2015.7140316
– year: 2009
  ident: ref14
  article-title: FlowVisor: A network virtualization layer
– ident: ref9
  doi: 10.1109/TNSM.2017.2720699
– ident: ref26
  doi: 10.1109/LCOMM.2016.2550026
– volume-title: IBM ILOG CPLEX Optimization Studio
  year: 2022
  ident: ref21
– ident: ref4
  doi: 10.1109/ECTI-CON49241.2020.9158127
– ident: ref32
  doi: 10.1109/NetSoft51509.2021.9492607
– ident: ref18
  doi: 10.1587/transcom.2021EBP3090
– volume: 9
  start-page: 291
  issue: 4
  year: 2016
  ident: ref27
  article-title: Synchronization cost of multi-controller deployments in software-defined networks
  publication-title: Int. J. High Perform. Comput. Netw.
  doi: 10.1504/IJHPCN.2016.077821
– ident: ref37
  doi: 10.1109/TNSM.2018.2829661
– year: 2013
  ident: ref34
  article-title: Topological characteristic of Japan photonic network model
– ident: ref5
  doi: 10.1109/RNDM.2017.8093037
– volume-title: Data Networks
  year: 1992
  ident: ref29
– volume-title: Japan photonic network model
  year: 2022
  ident: ref33
– ident: ref6
  doi: 10.1109/ICC.2019.8761291
– ident: ref2
  doi: 10.1109/ACCESS.2016.2607786
– ident: ref25
  doi: 10.1109/ISWCS.2017.8108113
– ident: ref11
  doi: 10.1109/GLOCOM.2018.8647566
– ident: ref15
  doi: 10.1145/1355734.1355746
– ident: ref20
  doi: 10.1109/TCOMM.2020.2983168
– ident: ref10
  doi: 10.1016/j.comnet.2018.11.027
– ident: ref7
  doi: 10.1109/ICC.2018.8422598
– ident: ref12
  doi: 10.1109/LCOMM.2017.2696006
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Snippet This paper proposes a controller placement model that takes into account the load-dependent sojourn time at each controller while considering controller...
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SubjectTerms Algorithms
Control systems
controller placement
Controllers
Delays
Fault tolerance
Heuristic
heuristic algorithm
Heuristic algorithms
Heuristic methods
Load modeling
Mathematical models
Mixed integer
mixed integer second-order cone programming problem
network centrality
Numerical models
Placement
Process control
Queuing theory
Software-defined network
Software-defined networking
sojourn time
Switches
Time dependence
Title Fault-tolerant Controller Placement Model Considering Load-dependent Sojourn Time in Software-defined Network
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