CAT: Consensus-assisted trust estimation of MDS-equipped collaborators in vehicular ad-hoc network
The trust establishment in highly mobile ad-hoc network is a challenging task. Vehicular ad-hoc network (VANET) poses trust estimation problem in dynamic network environment. Presence of misbehavior detection schemes (MDS), in the vehicular node, safeguards them up to a certain extent from misbehavi...
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Published in | Vehicular Communications Vol. 2; no. 3; pp. 150 - 157 |
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Format | Journal Article |
Language | English |
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Elsevier Inc
01.07.2015
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Abstract | The trust establishment in highly mobile ad-hoc network is a challenging task. Vehicular ad-hoc network (VANET) poses trust estimation problem in dynamic network environment. Presence of misbehavior detection schemes (MDS), in the vehicular node, safeguards them up to a certain extent from misbehaving vehicles but existing MDS algorithms have their own limitations in terms of capability and accuracy. In this scenario, vehicles are supposed to collaborate among themselves for getting better assessment of the misbehaving peers. However, the trustworthiness of collaborators is always a questionable factor subject to verification. Trust estimation of the collaborating nodes is essentially required to provide supplementary information for more accurate decision about the adversaries. In this paper, algorithms have been proposed to estimate trustworthiness of the MDS-equipped collaborating nodes with the help of consensus mechanism. After comparison of different proposed trust-estimation algorithms in simulated environment, results reveal that the unsupervised k-means based consensus clustering algorithm is an effective solution for precise estimation of the trustworthiness of the collaborating node. |
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AbstractList | The trust establishment in highly mobile ad-hoc network is a challenging task. Vehicular ad-hoc network (VANET) poses trust estimation problem in dynamic network environment. Presence of misbehavior detection schemes (MDS), in the vehicular node, safeguards them up to a certain extent from misbehaving vehicles but existing MDS algorithms have their own limitations in terms of capability and accuracy. In this scenario, vehicles are supposed to collaborate among themselves for getting better assessment of the misbehaving peers. However, the trustworthiness of collaborators is always a questionable factor subject to verification. Trust estimation of the collaborating nodes is essentially required to provide supplementary information for more accurate decision about the adversaries. In this paper, algorithms have been proposed to estimate trustworthiness of the MDS-equipped collaborating nodes with the help of consensus mechanism. After comparison of different proposed trust-estimation algorithms in simulated environment, results reveal that the unsupervised k-means based consensus clustering algorithm is an effective solution for precise estimation of the trustworthiness of the collaborating node. |
Author | Barnwal, Rajesh P. Raghu Vamsi Krishna, T. Ghosh, Soumya K. |
Author_xml | – sequence: 1 givenname: T. surname: Raghu Vamsi Krishna fullname: Raghu Vamsi Krishna, T. email: vamsi.talanki@gmail.com organization: School of Information Technology, Indian Institute of Technology, Kharagpur, 721302, India – sequence: 2 givenname: Rajesh P. surname: Barnwal fullname: Barnwal, Rajesh P. email: barnwal.r@gmail.com organization: Information Technology Group, CSIR-Central Mechanical Engineering Research Institute, Durgapur, 713209, India – sequence: 3 givenname: Soumya K. surname: Ghosh fullname: Ghosh, Soumya K. email: skg@iitkgp.ernet.in organization: School of Information Technology, Indian Institute of Technology, Kharagpur, 721302, India |
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Cites_doi | 10.1109/TNN.2005.845141 10.1016/j.vehcom.2014.09.001 10.1109/MCOM.2010.5621979 10.1016/j.vehcom.2014.05.001 10.1007/s11042-011-0789-y |
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References | Barnwal, Ghosh (br0070) 2012 Zhang (br0110) 2011 Daeinabi, Rahbar (br0090) 2013; 66 Chaqfeh, Lakas, Jawhar (br0010) 2014; 1 Minhas, Zhang, Tran, Cohen (br0100) 2011; 29 Mejri, Ben-Othman, Hamdi (br0020) 2014; 1 Ghosh, Varghese, Kherani, Gupta (br0040) 2009 Ruj, Cavenaghi, Huang, Nayak, Stojmenovic (br0050) Philippe, Dan, Jessica (br0130) 2004 Xu, Wunsch (br0210) 2005; 16 Grover, Laxmi, Gaur (br0170) 2012; vol. 7135 Han, Kamber (br0220) 2006 Schmidt, Leinmueller, Schoch, Held, Schaefer (br0150) 2008 Zhang, Das, Liu (br0230) 2006; vol. 1 Van Der Heijden, Dietzel, Kargl (br0080) 2013 Raya, Papadimitratos, Gligor, Hubaux (br0160) 2008 Huang, Hong, Gerla (br0120) 2010; 48 Vulimiri, Gupta, Roy, Muthaiah, Kherani (br0180) 2010; vol. 6091 Krishna, Barnwal, Ghosh (br0200) 2013 Fabio, Nishkam, Marco, Liviu (br0140) 2006 Huang (br0060) 2011 Lo, Tsai (br0030) 2007 Bai, Krishnan (br0190) 2006 Zhang (10.1016/j.vehcom.2015.06.001_br0230) 2006; vol. 1 Mejri (10.1016/j.vehcom.2015.06.001_br0020) 2014; 1 Ruj (10.1016/j.vehcom.2015.06.001_br0050) Xu (10.1016/j.vehcom.2015.06.001_br0210) 2005; 16 Ghosh (10.1016/j.vehcom.2015.06.001_br0040) 2009 Schmidt (10.1016/j.vehcom.2015.06.001_br0150) 2008 Huang (10.1016/j.vehcom.2015.06.001_br0060) 2011 Fabio (10.1016/j.vehcom.2015.06.001_br0140) 2006 Grover (10.1016/j.vehcom.2015.06.001_br0170) 2012; vol. 7135 Minhas (10.1016/j.vehcom.2015.06.001_br0100) 2011; 29 Philippe (10.1016/j.vehcom.2015.06.001_br0130) 2004 Huang (10.1016/j.vehcom.2015.06.001_br0120) 2010; 48 Chaqfeh (10.1016/j.vehcom.2015.06.001_br0010) 2014; 1 Barnwal (10.1016/j.vehcom.2015.06.001_br0070) 2012 Van Der Heijden (10.1016/j.vehcom.2015.06.001_br0080) 2013 Vulimiri (10.1016/j.vehcom.2015.06.001_br0180) 2010; vol. 6091 Daeinabi (10.1016/j.vehcom.2015.06.001_br0090) 2013; 66 Krishna (10.1016/j.vehcom.2015.06.001_br0200) 2013 Lo (10.1016/j.vehcom.2015.06.001_br0030) 2007 Han (10.1016/j.vehcom.2015.06.001_br0220) 2006 Zhang (10.1016/j.vehcom.2015.06.001_br0110) 2011 Raya (10.1016/j.vehcom.2015.06.001_br0160) 2008 Bai (10.1016/j.vehcom.2015.06.001_br0190) 2006 |
References_xml | – ident: br0050 article-title: Data-centric misbehavior detection in vanets – volume: 29 start-page: 605 year: 2011 end-page: 614 ident: br0100 article-title: A multifaceted approach to modeling agent trust for effective communication in the application of mobile ad hoc vehicular networks publication-title: IEEE J. Sel. Areas Commun. – volume: 48 start-page: 128 year: 2010 end-page: 135 ident: br0120 article-title: Situation-aware trust architecture for vehicular networks publication-title: IEEE Commun. Mag. – start-page: 1 year: 2007 end-page: 8 ident: br0030 article-title: Illusion attack on vanet applications – a message plausibility problem publication-title: IEEE Globecom Workshops – volume: vol. 6091 start-page: 385 year: 2010 end-page: 396 ident: br0180 article-title: Application of secondary information for misbehavior detection in vanets publication-title: NETWORKING 2010 – start-page: 29 year: 2012 end-page: 34 ident: br0070 article-title: Heartbeat message based misbehavior detection scheme for vehicular ad-hoc networks publication-title: International Conference on Connected Vehicles and Expo – volume: vol. 1 start-page: 60 year: 2006 end-page: 69 ident: br0230 article-title: A trust based framework for secure data aggregation in wireless sensor networks publication-title: 3rd Annual IEEE Communications Society on Sensor and Ad Hoc Communications and Networks – start-page: 105 year: 2011 end-page: 112 ident: br0110 article-title: A survey on trust management for vanets publication-title: IEEE International Conference on Advanced Information Networking and Applications – start-page: 315 year: 2013 end-page: 320 ident: br0200 article-title: Mds-based trust estimation of event reporting node in vanet publication-title: 12th IEEE International Conference on Trust, Security and Privacy in Computing and Communications – volume: 1 start-page: 214 year: 2014 end-page: 225 ident: br0010 article-title: A survey on data dissemination in vehicular ad hoc networks publication-title: Veh. Commun. – start-page: 2909 year: 2009 end-page: 2914 ident: br0040 article-title: Distributed misbehavior detection in vanets publication-title: WCNC'09: Proceedings of the IEEE Conference on Wireless Communications & Networking Conference – year: 2011 ident: br0060 article-title: On reputation and data-centric misbehavior detection mechanisms for vanet – volume: 16 start-page: 645 year: 2005 end-page: 678 ident: br0210 article-title: Survey of clustering algorithms publication-title: IEEE Trans. Neural Netw. – year: 2006 ident: br0220 article-title: Data Mining: Concepts and Techniques – volume: vol. 7135 start-page: 602 year: 2012 end-page: 611 ident: br0170 article-title: Misbehavior detection based on ensemble learning in vanet publication-title: Advanced Computing, Networking and Security – year: 2008 ident: br0150 article-title: Vehicle behavior analysis to enhance security in vanets publication-title: Proceedings of the 4th IEEE Vehicle-to-Vehicle Communications Workshop – start-page: 1238 year: 2008 end-page: 1246 ident: br0160 article-title: On data-centric trust establishment in ephemeral ad hoc networks publication-title: INFOCOM 2008: The 27th Conference on Computer Communications – start-page: 23 year: 2013 ident: br0080 article-title: Misbehavior detection in vehicular ad-hoc networks publication-title: Inter-Vehicle Communication – volume: 1 start-page: 53 year: 2014 end-page: 66 ident: br0020 article-title: Survey on vanet security challenges and possible cryptographic solutions publication-title: Veh. Commun. – start-page: 355 year: 2006 end-page: 362 ident: br0190 article-title: Reliability analysis of dsrc wireless communication for vehicle safety applications publication-title: Proceeding of the 9th International Conference of Intelligent Transportation System – start-page: 76 year: 2006 end-page: 85 ident: br0140 article-title: Probabilistic validation of aggregated data in vehicular ad-hoc networks publication-title: VANET'06: Proceedings of the 3rd International Workshop on Vehicular Ad Hoc Networks – start-page: 29 year: 2004 end-page: 37 ident: br0130 article-title: Detecting and correcting malicious data in vanets publication-title: VANET'04: Proceedings of the 1st ACM International Workshop on Vehicular Ad Hoc Networks – volume: 66 start-page: 325 year: 2013 end-page: 338 ident: br0090 article-title: Detection of malicious vehicles (DMV) through monitoring in vehicular ad-hoc networks publication-title: Multimed. Tools Appl. – year: 2008 ident: 10.1016/j.vehcom.2015.06.001_br0150 article-title: Vehicle behavior analysis to enhance security in vanets – start-page: 355 year: 2006 ident: 10.1016/j.vehcom.2015.06.001_br0190 article-title: Reliability analysis of dsrc wireless communication for vehicle safety applications – volume: vol. 1 start-page: 60 year: 2006 ident: 10.1016/j.vehcom.2015.06.001_br0230 article-title: A trust based framework for secure data aggregation in wireless sensor networks – start-page: 23 year: 2013 ident: 10.1016/j.vehcom.2015.06.001_br0080 article-title: Misbehavior detection in vehicular ad-hoc networks – year: 2006 ident: 10.1016/j.vehcom.2015.06.001_br0220 – volume: 16 start-page: 645 issue: 3 year: 2005 ident: 10.1016/j.vehcom.2015.06.001_br0210 article-title: Survey of clustering algorithms publication-title: IEEE Trans. Neural Netw. doi: 10.1109/TNN.2005.845141 – year: 2011 ident: 10.1016/j.vehcom.2015.06.001_br0060 – volume: 1 start-page: 214 issue: 4 year: 2014 ident: 10.1016/j.vehcom.2015.06.001_br0010 article-title: A survey on data dissemination in vehicular ad hoc networks publication-title: Veh. Commun. doi: 10.1016/j.vehcom.2014.09.001 – start-page: 2909 year: 2009 ident: 10.1016/j.vehcom.2015.06.001_br0040 article-title: Distributed misbehavior detection in vanets – start-page: 1238 year: 2008 ident: 10.1016/j.vehcom.2015.06.001_br0160 article-title: On data-centric trust establishment in ephemeral ad hoc networks – start-page: 29 year: 2012 ident: 10.1016/j.vehcom.2015.06.001_br0070 article-title: Heartbeat message based misbehavior detection scheme for vehicular ad-hoc networks – volume: vol. 6091 start-page: 385 year: 2010 ident: 10.1016/j.vehcom.2015.06.001_br0180 article-title: Application of secondary information for misbehavior detection in vanets – ident: 10.1016/j.vehcom.2015.06.001_br0050 – volume: 48 start-page: 128 year: 2010 ident: 10.1016/j.vehcom.2015.06.001_br0120 article-title: Situation-aware trust architecture for vehicular networks publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.2010.5621979 – volume: 29 start-page: 605 issue: 3 year: 2011 ident: 10.1016/j.vehcom.2015.06.001_br0100 article-title: A multifaceted approach to modeling agent trust for effective communication in the application of mobile ad hoc vehicular networks publication-title: IEEE J. Sel. Areas Commun. – start-page: 1 year: 2007 ident: 10.1016/j.vehcom.2015.06.001_br0030 article-title: Illusion attack on vanet applications – a message plausibility problem – start-page: 29 year: 2004 ident: 10.1016/j.vehcom.2015.06.001_br0130 article-title: Detecting and correcting malicious data in vanets – volume: 1 start-page: 53 issue: 2 year: 2014 ident: 10.1016/j.vehcom.2015.06.001_br0020 article-title: Survey on vanet security challenges and possible cryptographic solutions publication-title: Veh. Commun. doi: 10.1016/j.vehcom.2014.05.001 – volume: 66 start-page: 325 issue: 2 year: 2013 ident: 10.1016/j.vehcom.2015.06.001_br0090 article-title: Detection of malicious vehicles (DMV) through monitoring in vehicular ad-hoc networks publication-title: Multimed. Tools Appl. doi: 10.1007/s11042-011-0789-y – volume: vol. 7135 start-page: 602 year: 2012 ident: 10.1016/j.vehcom.2015.06.001_br0170 article-title: Misbehavior detection based on ensemble learning in vanet – start-page: 76 year: 2006 ident: 10.1016/j.vehcom.2015.06.001_br0140 article-title: Probabilistic validation of aggregated data in vehicular ad-hoc networks – start-page: 105 year: 2011 ident: 10.1016/j.vehcom.2015.06.001_br0110 article-title: A survey on trust management for vanets – start-page: 315 year: 2013 ident: 10.1016/j.vehcom.2015.06.001_br0200 article-title: Mds-based trust estimation of event reporting node in vanet |
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SubjectTerms | Misbehavior Security Trust VANET |
Title | CAT: Consensus-assisted trust estimation of MDS-equipped collaborators in vehicular ad-hoc network |
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