A Novel Predictive Handover Protocol for Mobile IP in Vehicular Networks

被引:32
作者
Magnano, Alexander [1 ]
Fei, Xin [1 ]
Boukerche, Azzedine [1 ]
Loureiro, Antonio A. F. [2 ]
机构
[1] Univ Ottawa, PARADISE Res Lab, Ottawa, ON K1N 6N5, Canada
[2] Univ Fed Minas Gerais, BR-31270901 Belo Horizonte, MG, Brazil
关键词
Handover; hidden Markov model (HMM); Kalman filter (KF); mobility management; prediction; vehicular mobility; vehicular networks; wireless networks; MANAGEMENT SCHEME; PATH PREDICTION; MARKOV; PERFORMANCE;
D O I
10.1109/TVT.2015.2503703
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Vehicular networking is an emerging technology that offers the potential of providing a variety of new services. However, extending vehicular networks to include internet protocol (IP) connections is still problematic, due in part to the incompatibility of mobile IP handovers with the increased mobility of vehicles. The handover process, consisting of discovery, registration, and packet forwarding, has a large overhead and disrupts connectivity. With increased handover frequency and smaller access-point (AP) dwell times in vehicular networks, the handover causes a large degradation in performance. This paper proposes a predictive handover protocol, using a combination of a Kalman filter (KF) and an online hidden Markov model (HMM), to minimize the effects of prediction errors and to capitalize on advanced handover registration. Extensive simulated experiments were carried out in the network simulator ns-2 to study the performance of the proposed protocol within a variety of traffic and network topology scenarios. Results show a significant improvement to both prediction accuracy and network performance when compared with recent proposed approaches.
引用
收藏
页码:8476 / 8495
页数:20
相关论文
共 51 条
[1]  
Ahmed H., 2013, P 3 ACM INT S DES AN, P137
[2]   The predictive user mobility profile framework for wireless multimedia networks [J].
Akyildiz, IR ;
Wang, WY .
IEEE-ACM TRANSACTIONS ON NETWORKING, 2004, 12 (06) :1021-1035
[3]   Design of a Fast Location-Based Handoff Scheme for IEEE 802.11 Vehicular Networks [J].
Almulla, Mohammed ;
Wang, Yikun ;
Boukerche, Azzedine ;
Zhang, Zhenxia .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2014, 63 (08) :3853-3866
[4]   From Wiener to hidden Markov models [J].
Anderson, BDO .
IEEE CONTROL SYSTEMS MAGAZINE, 1999, 19 (03) :41-51
[5]  
[Anonymous], 2000, MOB 2000 1 ANN
[6]  
[Anonymous], 2002, Proc. 4th Middle East. Model. Simulat. MultiConf. (MESM)
[7]  
[Anonymous], 2009, J CONVERGENCE INFORM, DOI DOI 10.4156/JCIT.VOL4.ISSUE4.7
[8]  
[Anonymous], 2013, P INT C TEL
[9]  
Ayash M., 2012, 2012 Sixth International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS 2012), P244, DOI 10.1109/IMIS.2012.44
[10]   Scenario Based Performance Analysis of AODV and GPSR Routing Protocols in a VANET [J].
Bala, Raj ;
Krishna, C. Rama .
2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMMUNICATION TECHNOLOGY CICT 2015, 2015, :432-437