ABSTRACT
Parking lots in densely crowded environments such as stadiums, theaters, and hospitals provide great opportunities for vehicular cloud services. A cloud environment formed by individual vehicles, where each vehicle offers its resources as a service has shown feasible practices in 5G network scenarios. Moreover, resource management in 5G must be achieved in accordance with user-centric QoS requirements. In alignment with this, a key enabler of the user-centric service scheme is Network Slicing. The formation of multiple slices in such a dense environment, the congestion between sender and receiver, and resource management and allocation are topics of current research. This paper has the following contribution: First, a framework of Vehicular Clouds being restricted to individual slices in 5G cellular networks is proposed. Second, a queuing strategy for congestion control in a densely crowded environment such as parking lots is designed. Finally, a resource allocation algorithm that enables maximum matching between the tasks to be executed and the candidate slices is developed. The novelty of this approach comes from the fact that congestion control is performed at the Access Points (AP). We do this by introducing a control module that makes queuing decisions at the time of request arrival. By incorporating control module in AP, our aim is to provide AP resources in terms of transmission period to different slices, thereby, allowing WiFi resources to be shared along with the 5G radio resources. The performance benefits of the proposed solution has been investigated through simulation tests.
- Super-bowl stats. fercewireless//com/wireless/super-bowl-trafc-stats-verizonleads-at-4--1-tb-t-mobile-trails-430-gb.Google Scholar
- Utsav Drolia, Nathan Mickulicz, Rajeev Gandhi, and Priya Narasimhan. Krowd: A key-value store for crowded venues. In Proceedings of the 10th International Workshop on Mobility in the Evolving Internet Architecture, MobiArch '15, pages 20--25, New York, NY, USA, 2015. ACM. Google ScholarDigital Library
- V. Balasubramanian and A. Karmouch. An infrastructure as a service for mobile ad-hoc cloud. In 2017 IEEE 7th Annual Computing and Communication Workshop and Conference (CCWC), pages 1--7, Jan 2017.Google ScholarCross Ref
- Azzedine Boukerche and Robson E. De Grande. Vehicular cloud computing: Architectures, applications, and mobility. Computer Networks, 135:171 -- 189, 2018.Google Scholar
- Zhengguo Sheng, Xiping Hu, Peyman TalebiFard, Victor C.M. Leung, Ruifeng Chen, and Yingjie Zhou. Sensor cloud computing for vehicular applications: From analysis to practical implementation. In Proceedings of the Fourth ACM International Symposium on Development and Analysis of Intelligent Vehicular Networks and Applications, DIVANet '14, pages 53--59, New York, NY, USA, 2014. ACM. Google ScholarDigital Library
- Ashwin Ashok, Peter Steenkiste, and Fan Bai. Vehicular cloud computing through dynamic computation ofoading. Computer Communications, 120:125 -- 137, 2018. Google ScholarDigital Library
- Felipe Leite Lobo and et. al. Solve: A localization system framework for vanets using the cloud and fog computing. In Proceedings of the 6th ACM Symposium on Development and Analysis of Intelligent Vehicular Networks and Applications, DIVANet '17, pages 17--22, New York, NY, USA, 2017. ACM. Google ScholarDigital Library
- Christoph Paasch, Gregory Detal, Fabien Duchene, Costin Raiciu, and Olivier Bonaventure. Exploring mobile/wif handover with multipath tcp. In CellNet '12, 2012. Google ScholarDigital Library
- Network slicing for 5g: Challenges and opportunities. techblog.comsoc.org/2018/05/18/ieee-comsoc-papers-on-network-slicingand-5g/.Google Scholar
- M. Richart, J. Baliosian, J. Serrati, J. L. Gorricho, R. AgÃero, and N. Agoulmine. Resource allocation for network slicing in wif access points. In 2017 13th International Conference on Network and Service Management (CNSM), pages 1--4, Nov 2017.Google ScholarCross Ref
- C. L. I, S. Han, Z. Xu, S. Wang, Q. Sun, and Y. Chen. New paradigm of 5g wireless internet. IEEE Journal on Selected Areas in Communications, 34(3):474--482, March 2016.Google ScholarCross Ref
- R. Wen, J. Tang, T. Q. S. Quek, G. Feng, G. Wang, and W. Tan. Robust network slicing in software-defned 5g networks. In GLOBECOM 2017 - 2017 IEEE Global Communications Conference, pages 1--6, Dec 2017.Google Scholar
- Moayad Aloqaily, Burak Kantarci, and Hussein T Mouftah. Vehicular clouds: State of the art, challenges and future directions. In Applied Electrical Engineering and Computing Technologies (AEECT), 2015 IEEE Jordan Conference on, pages 1--6. IEEE, 2015.Google ScholarCross Ref
- Moayad Aloqaily, Burak Kantarci, and Hussein T Mouftah. Fairness-aware game theoretic approach for service management in vehicular clouds. In Vehicular Technology Conference (VTC-Fall), 2017 IEEE 86th, pages 1--5. IEEE, 2017.Google ScholarCross Ref
- Abdul Jabbar Siddiqui, Abdelhamid Mammeri, and Azzedine Boukerche. Towards efcient vehicle classifcation in intelligent transportation systems. In Proceedings of the 5th ACM Symposium on Development and Analysis of Intelligent Vehicular Networks and Applications, DIVANet 2015, Cancun, Mexico, November 2--6, 2015, pages 19--25, 2015. Google ScholarDigital Library
- Fabrício A. Silva and et. al. Content replication and delivery in vehicular networks. In Proceedings of the fourth ACM international symposium on Development and analysis of intelligent vehicular networks and applications, DIVANet@MSWiM 2014, Montreal, QC, Canada, September 21--26, 2014, pages 127--132, 2014. Google ScholarDigital Library
- Xiping Hu and et. al. Towards a service centric contextualized vehicular cloud. In Proceedings of the Fourth ACM International Symposium on Development and Analysis of Intelligent Vehicular Networks and Applications, DIVANet '14, pages 73--80, New York, NY, USA, 2014. ACM. Google ScholarDigital Library
- Stephan Olariu and Ryan Florin. Vehicular clouds research: What is missing? In Proceedings of the 6th ACM Symposium on Development and Analysis of Intelligent Vehicular Networks and Applications, DIVANet '17, pages 77--84, New York, NY, USA, 2017. ACM. Google ScholarDigital Library
- Ismaeel Al Ridhawi, Moayad Aloqaily, Yehia Kotb, Yousif Al Ridhawi, and Yaser Jararweh. A collaborative mobile edge computing and user solution for service composition in 5g systems. Transactions on Emerging Telecommunications Technologies, 2018.Google ScholarCross Ref
- Moayad Aloqaily, Burak Kantarci, and Hussein T Mouftah. Multiagent/multiobjective interaction game system for service provisioning in vehicular cloud. IEEE Access, 4:3153--3168, 2016.Google ScholarCross Ref
- Moayad Aloqaily, Burak Kantarci, and Hussein T Mouftah. On the impact of quality of experience (qoe) in a vehicular cloud with various providers. In Highcapacity Optical Networks and Emerging/Enabling Technologies (HONET), 2014 11th Annual, pages 94--98. IEEE, 2014.Google ScholarCross Ref
- Ismaeel Al Ridhawi, Moayad Aloqaily, Burak Kantarci, Yaser Jararweh, and Hussein T. Mouftah. A continuous diversifed vehicular cloud service availability framework for smart cities. Computer Networks. 2018Google Scholar
- P. Rost, C. Mannweiler, D. S. Michalopoulos, C. Sartori, V. Sciancalepore, N. Sastry, O. Holland, S. Tayade, B. Han, D. Bega, D. Aziz, and H. Bakker. Network Slicing to Enable Scalability and Flexibility in 5G Mobile Networks. apr 2017. Google ScholarDigital Library
- B. Venkatraman, F. A. Zaman, and A. Karmouch. Optimization of device selection in a mobile ad-hoc cloud based on composition score. In 2017 2nd International Conference on Communication Systems, Computing and IT Applications (CSCITA), pages 257--262, April 2017.Google ScholarCross Ref
- Claude berge. pnas.org/content/pnas/43/9/842.full.pdf.Google Scholar
- Moayad Aloqaily, Ismaeel Al Ridhawi, Burak Kantraci, and Hussein T Mouftah. Vehicle as a resource for continuous service availability in smart cities. In Personal, Indoor, and Mobile Radio Communications (PIMRC), 2017 IEEE 28th Annual International Symposium on, pages 1--6. IEEE, 2017.Google Scholar
- Jorge Mena, Peter Bankole, and Mario Gerla. Multipath tcp on a vanet: A performance study. SIGMETRICS Perform. Eval. Rev., 45(1):39--40, June 2017. Google ScholarDigital Library
- Cengis Hasan and et. al. On lte-wif coexistence and inter-operator spectrum sharing in unlicensed bands: Altruism, cooperation and fairness. In Proceedings of the 17th ACM International Symposium on Mobile Ad Hoc Networking and Computing, MobiHoc '16, pages 111--120, New York, NY, USA, 2016. ACM. Google ScholarDigital Library
- Ernest Koenigsberg. On jockeying in queues. Management Science, 12(5):412--436, 1966. Google ScholarDigital Library
- Matei Popovici and Costin Raiciu. Exploiting multipath congestion control for fun and proft. In Proceedings of the 15th ACM Workshop on Hot Topics in Networks, HotNets '16, pages 141--147, New York, NY, USA, 2016. ACM. Google ScholarDigital Library
- Gordon L. Stüber. Principles of Mobile Communication (2Nd Ed.). Kluwer Academic Publishers, Norwell, MA, USA, 2001. Google ScholarDigital Library
Index Terms
- Congestion Mitigation in Densely Crowded Environments for Augmenting QoS in Vehicular Clouds
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