Trust-Based Probabilistic Broadcast Scheme for Mobile Ad Hoc Networks

The overhead caused by broadcast schemes cannot be neglected in mobile ad hoc networks. It is known that the probabilistic broadcast scheme is an effective approach to reduce overhead, in which nodes forward packets with a probability to reduce redundant retransmissions. In hostile environments, mal...

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Published inIEEE access Vol. 8; pp. 21380 - 21392
Main Authors Xu, Huaqiang, Si, Haipeng, Zhang, Hang, Zhang, Liren, Leng, Yan, Wang, Jingjing, Li, Dengwang
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN2169-3536
2169-3536
DOI10.1109/ACCESS.2020.2969447

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Abstract The overhead caused by broadcast schemes cannot be neglected in mobile ad hoc networks. It is known that the probabilistic broadcast scheme is an effective approach to reduce overhead, in which nodes forward packets with a probability to reduce redundant retransmissions. In hostile environments, malicious nodes degrade network efficiency, and they should be prevented from route discovery and data transmission. In this case, routing packets forwarded by malicious nodes are redundant. This paper presents a Trust-based Probabilistic Broadcast scheme (TPB) focusing on reducing overhead, especially caused by malicious nodes, in which rebroadcast probability is determined based on nodes' trustworthiness. In order to obtain nodes' trust level, a light-weight trust management model is designed based on direct and recommended trust evidence. According to nodes' trust level, rebroadcast delay is calculated for rearranging the rebroadcast order of routing packets. Furthermore, a novel method based on nodes' trustworthiness is proposed to calculate rebroadcast probability, which prevents untrusted nodes from route discovery. The proposed trust-based probabilistic broadcast scheme is incorporated with existing routing protocol and its performance is evaluated by simulations. The numerical results show that the proposed scheme can secure network communication and reduce the routing overhead.
AbstractList The overhead caused by broadcast schemes cannot be neglected in mobile ad hoc networks. It is known that the probabilistic broadcast scheme is an effective approach to reduce overhead, in which nodes forward packets with a probability to reduce redundant retransmissions. In hostile environments, malicious nodes degrade network efficiency, and they should be prevented from route discovery and data transmission. In this case, routing packets forwarded by malicious nodes are redundant. This paper presents a Trust-based Probabilistic Broadcast scheme (TPB) focusing on reducing overhead, especially caused by malicious nodes, in which rebroadcast probability is determined based on nodes' trustworthiness. In order to obtain nodes' trust level, a light-weight trust management model is designed based on direct and recommended trust evidence. According to nodes' trust level, rebroadcast delay is calculated for rearranging the rebroadcast order of routing packets. Furthermore, a novel method based on nodes' trustworthiness is proposed to calculate rebroadcast probability, which prevents untrusted nodes from route discovery. The proposed trust-based probabilistic broadcast scheme is incorporated with existing routing protocol and its performance is evaluated by simulations. The numerical results show that the proposed scheme can secure network communication and reduce the routing overhead.
Author Zhang, Liren
Si, Haipeng
Leng, Yan
Wang, Jingjing
Zhang, Hang
Li, Dengwang
Xu, Huaqiang
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Cites_doi 10.1016/j.jnca.2018.07.008
10.1109/JPROC.2016.2558521
10.1177/1550147717743699
10.1109/SURV.2011.042711.00083
10.1016/j.adhoc.2014.10.001
10.1016/S0140-3664(00)00233-4
10.1023/B:MONE.0000048546.90440.0d
10.1016/j.adhoc.2018.07.009
10.1016/j.adhoc.2014.01.007
10.1109/MWC.2007.4407231
10.1109/TNSM.2010.1009.I9P0339
10.1109/TVT.2018.2872998
10.1109/TNET.2006.876186
10.1177/1550147717741263
10.1109/ACCESS.2018.2808356
10.1007/978-1-4419-6050-4
10.1007/s11277-019-06120-8
10.1002/dac.3444
10.1016/j.comcom.2016.04.007
10.1109/TITS.2015.2494017
10.1016/j.comnet.2011.05.024
10.1109/PIMRC.2011.6140059
10.1109/JSEN.2017.2757698
10.1109/MWC.2007.4396947
10.1007/s11276-014-0793-z
10.1109/TMC.2011.277
10.1016/j.pmcj.2017.06.024
10.1145/2786005
10.1007/978-0-387-33112-6_5
10.1109/TMC.2014.2374154
10.1016/j.comcom.2012.10.005
10.1109/INFCOM.2002.1019424
10.1109/TMC.2002.1038347
10.1007/s11227-013-0992-x
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References ref35
ref13
ref34
ref12
ref37
ref15
ref36
ref14
ref31
ref30
ref33
ref11
ni (ref7) 2002; 8
ref32
ref10
ref2
ref1
ref39
ref17
ref19
ref18
johnson (ref6) 2001; 5
ref24
sasson (ref8) 2004; 2
ref26
perkins (ref5) 2003; 6
ref25
ref20
ref41
pirzada (ref38) 2004; 26
ref22
ref21
ref28
ref27
ref29
ref9
ref4
ref3
abdulai (ref23) 2008
ref40
hoque (ref16) 2009
References_xml – ident: ref13
  doi: 10.1016/j.jnca.2018.07.008
– ident: ref1
  doi: 10.1109/JPROC.2016.2558521
– volume: 26
  start-page: 47
  year: 2004
  ident: ref38
  article-title: Establishing trust in pure ad-hoc networks
  publication-title: Proc 27th Australas Conf Comput Sci
– volume: 5
  start-page: 139
  year: 2001
  ident: ref6
  article-title: DSR: The dynamic source routing protocol for multihop wireless ad hoc networks
  publication-title: Ad Hoc Netw
– ident: ref30
  doi: 10.1177/1550147717743699
– ident: ref37
  doi: 10.1109/SURV.2011.042711.00083
– ident: ref4
  doi: 10.1016/j.adhoc.2014.10.001
– ident: ref18
  doi: 10.1016/S0140-3664(00)00233-4
– ident: ref27
  doi: 10.1023/B:MONE.0000048546.90440.0d
– ident: ref35
  doi: 10.1016/j.adhoc.2018.07.009
– volume: 2
  start-page: 1124
  year: 2004
  ident: ref8
  article-title: Probabilistic broadcast for flooding in wireless mobile ad hoc networks
  publication-title: Proc IEEE Wireless Commun Netw (WCNC)
– ident: ref20
  doi: 10.1016/j.adhoc.2014.01.007
– ident: ref26
  doi: 10.1109/MWC.2007.4407231
– volume: 8
  start-page: 151
  year: 2002
  ident: ref7
  article-title: The broadcast storm problem in a mobile ad hoc network
  publication-title: Wireless Netw
– ident: ref40
  doi: 10.1109/TNSM.2010.1009.I9P0339
– ident: ref25
  doi: 10.1109/TVT.2018.2872998
– ident: ref11
  doi: 10.1109/TNET.2006.876186
– ident: ref2
  doi: 10.1177/1550147717741263
– start-page: 165
  year: 2008
  ident: ref23
  article-title: Neighbour coverage: A dynamic probabilistic route discovery for mobile ad hoc networks
  publication-title: Proc Int Symp Perform Eval Comput Telecommun Syst
– ident: ref31
  doi: 10.1109/ACCESS.2018.2808356
– ident: ref41
  doi: 10.1007/978-1-4419-6050-4
– ident: ref34
  doi: 10.1007/s11277-019-06120-8
– ident: ref10
  doi: 10.1002/dac.3444
– ident: ref19
  doi: 10.1016/j.comcom.2016.04.007
– ident: ref36
  doi: 10.1109/TITS.2015.2494017
– ident: ref15
  doi: 10.1016/j.comnet.2011.05.024
– ident: ref32
  doi: 10.1109/PIMRC.2011.6140059
– ident: ref9
  doi: 10.1109/JSEN.2017.2757698
– ident: ref33
  doi: 10.1109/MWC.2007.4396947
– ident: ref14
  doi: 10.1007/s11276-014-0793-z
– ident: ref24
  doi: 10.1109/TMC.2011.277
– ident: ref29
  doi: 10.1016/j.pmcj.2017.06.024
– ident: ref3
  doi: 10.1145/2786005
– volume: 6
  start-page: 90
  year: 2003
  ident: ref5
  publication-title: Ad hoc on-demand distance vector (AODV) routing
– ident: ref12
  doi: 10.1007/978-0-387-33112-6_5
– ident: ref39
  doi: 10.1109/TMC.2014.2374154
– ident: ref21
  doi: 10.1016/j.comcom.2012.10.005
– ident: ref22
  doi: 10.1109/INFCOM.2002.1019424
– ident: ref17
  doi: 10.1109/TMC.2002.1038347
– ident: ref28
  doi: 10.1007/s11227-013-0992-x
– start-page: 143
  year: 2009
  ident: ref16
  article-title: Enhanced partial dominant pruning (EPDP) based broadcasting in ad hoc wireless networks
  publication-title: Proc Int Symp Perform Eval Comput Telecommun Syst
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SubjectTerms Broadcasting
Data transmission
Delays
Mobile ad hoc network
Mobile ad hoc networks
Nodes
Packet transmission
probabilistic broadcast
Probabilistic logic
Probability
Relays
Routing
routing overhead
Statistical analysis
Trust
trust evaluation
Trust management
Trustworthiness
Weight reduction
Wireless networks
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Title Trust-Based Probabilistic Broadcast Scheme for Mobile Ad Hoc Networks
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