Abstract
In this paper, we propose an intelligent approach for resource management in Vehicular Ad Hoc Networks (VANETs) using Software Defined Networking (SDN) and Fuzzy Logic (FL) approaches. We introduce a layered Cloud-Fog-Edge computing architecture in SDN-VANETs which is coordinated by the SDN Controller (SDNC). A fuzzy based system implemented in SDNC is used to make decisions on the processing layer of the VANETs application data. The decision is made by prioritizing the application requirements and by considering the available connections. We demonstrate in simulation the feasibility of our proposed system to improve the management of the network resources.
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Hu, Y.C., Patel, M., Sabella, D., Sprecher, N., Young, V.: Mobile edge computing-a key technology towards 5G. ETSI White Paper, vol. 11, no. 11, pp. 1–16 (2015)
Yuan, Q., Zhou, H., Li, J., Liu, Z., Yang, F., Shen, X.S.: Toward efficient content delivery for automated driving services: an edge computing solution. IEEE Netw. 32(1), 80–86 (2018)
Olariu, S., Khalil, I., Abuelela, M.: Taking VANET to the clouds. Int. J. Perv. Comput. Commun. 7(1), 7–21 (2011)
Olariu, S., Hristov, T., Yan, G.: The next paradigm shift: from vehicular networks to vehicular clouds. Mob. Ad Hoc Networking: Cutting Edge Dir. 56(6), 645–700 (2013)
Hussain, R., Son, J., Eun, H., Kim, S., Oh, H.: Rethinking vehicular communications: merging vanet with cloud computing. In: 4th IEEE International Conference on Cloud Computing Technology and Science Proceedings, pp. 606–609, December 2012
Boukerche, A., Robson, E.: Vehicular cloud computing: architectures, applications, and mobility. Comput. Netw. 135, 171–189 (2018)
Stojmenovic, I., Wen, S., Huang, X., Luan, H.: An overview of fog computing and its security issues. Concurrency Comput.: Pract. Exp. 28(10), 2991–3005 (2016)
Truong, N.B., Lee, G.M., Ghamri-Doudane, Y.: Software defined networking-based vehicular adhoc network with fog computing. In: IFIP/IEEE International Symposium on Integrated Network Management (IM), pp. 1202–1207 (2015)
Ku, I., Lu, Y., Gerla, M., Gomes, R.L., Ongaro, F., Cerqueira, E.: Towards software-defined VANET: architecture and services. In: 2014 13th Annual Mediterranean Ad Hoc Networking Workshop (MED-HOC-NET), pp. 103–110 (2014)
Kandel, A.: Fuzzy Expert Systems. CRC Press Inc., Boca Raton (1992)
Zimmermann, H.-J.: Fuzzy control. In: Fuzzy Set Theory and Its Applications, pp. 203–240. Springer, Heidelberg (1996)
McNeill, F.M., Thro, E.: Fuzzy Logic: A Practical Approach. Academic Press Professional Inc., San Diego (1994)
Zadeh, L.A., Kacprzyk, J.: Fuzzy Logic for the Management of Uncertainty. Wiley, Hoboken (1992)
Klir, G.J., Folger, T.A.: Fuzzy Sets, Uncertainty, and Information. Prentice Hall, Upper Saddle River (1988)
Munakata, T., Jani, Y.: Fuzzy systems: an overview. Commun. ACM 37(3), 69–77 (1994)
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Qafzezi, E., Bylykbashi, K., Spaho, E., Barolli, L. (2020). An Intelligent Approach for Resource Management in SDN-VANETs Using Fuzzy Logic. In: Barolli, L., Hellinckx, P., Enokido, T. (eds) Advances on Broad-Band Wireless Computing, Communication and Applications. BWCCA 2019. Lecture Notes in Networks and Systems, vol 97. Springer, Cham. https://doi.org/10.1007/978-3-030-33506-9_68
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DOI: https://doi.org/10.1007/978-3-030-33506-9_68
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