Developing traffic prediction and congestion algorithms for a C-ITS network

Conference item


Mehta, V., Gandhi, V. and Mapp, G. 2019. Developing traffic prediction and congestion algorithms for a C-ITS network. Second UK Mobile, Wearable and Ubiquitous Systems Research Symposium. Dept of Computer Science, University of Oxford, UK 01 Jul 2019
TitleDeveloping traffic prediction and congestion algorithms for a C-ITS network
AuthorsMehta, V., Gandhi, V. and Mapp, G.
Abstract

Smart cities have been developing swiftly over the past few years and Intelligent Transport will be is a key part of this brave new world. A Cooperative Intelligent Transport System (C-ITS) is a fusion of transport and communication facilities, which allows vehicles to communicate with each other and with the transport infrastructure. This paper discusses how traffic prediction can be incorporated and how congestion can be reduced by using C-ITS. Probability and mathematical modelling based on total traffic flow and average speed for weekdays and weekends have been used in this work which shows that traffic congestion can be minimised near junctions. Datasets provided by the Highway England have been used in this study. The datasets provide different measurement categories such as Total Traffic Flow, Traffic Flow for vehicles less than 5.2 m, Total Traffic Flow vehicles between 5.21m-6.0m, Total Traffic Flow above 6.6m and Average Speed. From these different categories, this paper uses Total Traffic Flow for calculating Average Mean and Standard Deviation parameters. The generated traffic mathematical model is used to predict traffic and this has been compared with the actual traffic near the junction. In addition, at the junction, Emergency vehicles will also be prioritised. This will be done with the help of Programmable Logic controller (PLC) and Human Machine Interface (HMI). The traffic prediction is being looked at with the help of probabilistic modelling implemented in the MATLAB

ConferenceSecond UK Mobile, Wearable and Ubiquitous Systems Research Symposium
Publication dates
Print02 Jul 2019
Publication process dates
Deposited07 Jun 2019
Submitted01 Apr 2019
Accepted05 May 2019
Output statusPublished
Web address (URL)https://mobiuk.org/2019/abstract/S4-P5_Mehta_DevelopingTrafficPrediction.pdf
LanguageEnglish
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Gandhi, V. 2006. Image classification based on textural features using unsupervised neural network. 1st International Indian Geographical Congress. Hyderabad, India 05 - 07 Oct 2006
Interfacing a dynamic interface paradigm for multiple target selection using a two class brain-computer interface
Gandhi, V., Coyle, D., Prasad, G., Bharti, C., Behera, L. and McGinnity, M. 2009. Interfacing a dynamic interface paradigm for multiple target selection using a two class brain-computer interface. Indo-US Workshop on System of Systems Engineering. IIT Kanpur, India 26 - 28 Oct 2009
A novel paradigm for multiple target selection using a two class brain computer interface
Gandhi, V., Prasad, G., Coyle, D., Behera, L. and McGinnity, M. 2009. A novel paradigm for multiple target selection using a two class brain computer interface. Irish Signal & Systems Conference. Dublin, Ireland 10 - 11 Jun 2009 Dublin IET. https://doi.org/10.1049/cp.2009.1690
A novel EEG signal enhancement approach using a recurrent quantum neural network for a Brain Computer Interface
Gandhi, V., Prasad, G., Coyle, D., Behera, L. and McGinnity, M. 2011. A novel EEG signal enhancement approach using a recurrent quantum neural network for a Brain Computer Interface. Technically Assisted Rehabilitation. Berlin, Germany 17 - 18 Mar 2011
A recurrent quantum neural network model enhances the EEG signal for an improved brain-computer interface
Gandhi, V., Arora, V., Behera, L., Prasad, G., Coyle, D. and McGinnity, T. 2011. A recurrent quantum neural network model enhances the EEG signal for an improved brain-computer interface. in: IET Seminar on Assisted Living 2011 London Institution of Engineering and Technology. pp. 42-47
An intelligent Adaptive User Interface (iAUI) for enhancing the communication in a Brain-Computer Interface (BCI)
Gandhi, V., Prasad, G., Coyle, D., Behera, L. and McGinnity, M. 2011. An intelligent Adaptive User Interface (iAUI) for enhancing the communication in a Brain-Computer Interface (BCI). UKIERI workshop on the Fusion of Brain-Computer Interface and Assistive Robotics. University of Ulster 07 - 08 Jul 2011
EEG denoising with a recurrent quantum neural network for a brain-computer interface
Gandhi, V., Arora, V., Behera, L., Prasad, G., Coyle, D. and McGinnity, T. 2011. EEG denoising with a recurrent quantum neural network for a brain-computer interface. The 2011 International Joint Conference on Neural Networks (IJCNN). https://doi.org/10.1109/IJCNN.2011.6033413
EEG filtering with quantum neural networks for a Brain-Computer Interface (BCI)
Gandhi, V., Prasad, G., Coyle, D., Behera, L. and McGinnity, T. 2012. EEG filtering with quantum neural networks for a Brain-Computer Interface (BCI). Young researchers futures meeting: Neural engineering. University of Warwick 19 - 21 Sep 2012 pp. 21
Intelligent adaptive user interfaces for BCI based robotic control
Gandhi, V., Prasad, G., McGinnity, M., Coyle, D. and Behera, L. 2013. Intelligent adaptive user interfaces for BCI based robotic control. BCI meeting. USA Graz University of Technology Publishing House. https://doi.org/10.3217/978-3-85125-260-6-130
Quantum neural network based surface EMG signal filtering for control of robotic hand
Gandhi, V. and McGinnity, M. 2013. Quantum neural network based surface EMG signal filtering for control of robotic hand. IJCNN 2013: The International Joint Conference on Neural Networks. Dallas, TX, USA 04 - 09 Aug 2013
Quantum neural network-based EEG filtering for a brain-computer interface
Gandhi, V., Prasad, G., Coyle, D., Behera, L. and McGinnity, T. 2013. Quantum neural network-based EEG filtering for a brain-computer interface. IEEE Transactions on Neural Networks and Learning Systems. https://doi.org/10.1109/TNNLS.2013.2274436
Concern level assessment: building domain knowledge into a visual system to support network-security situation awareness
Kodagoda, N., Attfield, S., Choudhury, S., Rooney, C., Mapp, G., Nguyen, P., Slabbert, L., Wong, B., Aiash, M., Zheng, Y., Xu, K. and Lasebae, A. 2014. Concern level assessment: building domain knowledge into a visual system to support network-security situation awareness. Information Visualization. 13 (4), pp. 346-360. https://doi.org/10.1177/1473871613490291
Modelling mixed access-patterns in network-based systems
Thakker, D., Mapp, G. and Gemikonakli, O. 2009. Modelling mixed access-patterns in network-based systems. in: 11th International Conference on Computer Modelling and Simulation (UKSIM '09) IEEE. pp. 514-519
Integrating mobility, quality-of-service and security in future mobile networks
Aiash, M., Mapp, G., Lasebae, A., Phan, R. and Loo, J. 2013. Integrating mobility, quality-of-service and security in future mobile networks. in: Ao, S. and Gelman, L. (ed.) Electrical Engineering and Intelligent Systems New York Springer.
Exploring service and buffer management issues to provide integrated voice and data services in single and multi channel wireless networks
Gemikonakli, E., Mapp, G., Gemikonakli, O. and Ever, E. 2013. Exploring service and buffer management issues to provide integrated voice and data services in single and multi channel wireless networks. The 27th IEEE International Conference on Advanced Information Networking and Applications (AINA-2013). Barcelona, Spain 25 - 28 Mar 2013
Enhancing the modelling of vertical handover in integrated cellular/WLAN environments
Kirsal, Y., Ever, E., Mapp, G. and Gemikonakli, O. 2013. Enhancing the modelling of vertical handover in integrated cellular/WLAN environments. The 27th IEEE International Conference on Advanced Information Networking and Applications (AINA-2013). Barcelona, Spain 25 - 28 Mar 2013
On the investigation of cloud-based mobile media environments with service-populating and QoS-aware mechanisms
Sardis, F., Mapp, G., Loo, J., Aiash, M. and Vinel, A. 2013. On the investigation of cloud-based mobile media environments with service-populating and QoS-aware mechanisms. IEEE Transactions on Multimedia. 15 (4), pp. 769-777. https://doi.org/10.1109/TMM.2013.2240286
Exploiting location and contextual information to develop a comprehensive framework for proactive handover in heterogeneous environments
Mapp, G., Katsriku, F., Aiash, M., Chinnam, N., Lopes, R., Moreira, E., Vanni, R., Augusto, M., Middlesex University and University of Sao Paulo 2012. Exploiting location and contextual information to develop a comprehensive framework for proactive handover in heterogeneous environments. Journal of Computer Networks and Communications. https://doi.org/10.1155/2012/748163
Engineering security protocols with modelchecking – Radius-SHA256 and secured simple protocol.
Kammueller, F., Mapp, G., Patel, S. and Sani, A. 2012. Engineering security protocols with modelchecking – Radius-SHA256 and secured simple protocol. International Conference on Internet Monitoring and Protection (ICIMP 2012). Stuttgart, Germany 27 May - 01 Jun 2012 Xpert Publishing Service.
A formally verified device authentication protocol using Casper/FDR
Aiash, M., Mapp, G., Phan, R., Lasebae, A. and Loo, J. 2012. A formally verified device authentication protocol using Casper/FDR. Min, G., Wu, Y., Liu, L., Jin, X., Jarvis, S. and Al-Dubai, A. (ed.) 11th IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom-2012). Liverpool, UK 25 - 27 Jun 2012 IEEE. pp. 1293-1298 https://doi.org/10.1109/TrustCom.2012.27
A survey of potential architectures for communication in heterogeneous networks
Aiash, M., Mapp, G., Lasebae, A., Loo, J., Sardis, F., Phan, R., Augusto, M., Moreira, E. and Vanni, R. 2012. A survey of potential architectures for communication in heterogeneous networks. IEEE Wireless Telecommunications Symposium (WTS 2012). London 18 - 20 Apr 2012 IEEE. pp. 1-6 https://doi.org/10.1109/WTS.2012.6266121
Critical review of analytical modelling approaches for performability evaluation of the handover phenomena in mobile communication systems
Kirsal, Y., Ever, E., Gemikonakli, O. and Mapp, G. 2011. Critical review of analytical modelling approaches for performability evaluation of the handover phenomena in mobile communication systems. IEEE International Conference on Computer and Information Technology (CIT 2011). pp. 132-137 https://doi.org/10.1109/CIT.2011.45
Modelling and performability analysis of WLANs as a queuing model with channel/access point failures and reconfiguration
Kirsal, Y., Ever, E., Gemikonakli, O. and Mapp, G. 2011. Modelling and performability analysis of WLANs as a queuing model with channel/access point failures and reconfiguration. EMS. Los Alamitos, CA IEEE Computer Society. pp. 440-445 https://doi.org/10.1109/EMS.2011.33
Security and QoS integration for protecting service providers in hterogeneous environments
Aiash, M., Mapp, G. and Lasebae, A. 2011. Security and QoS integration for protecting service providers in hterogeneous environments. International Journal of Computer Science. 38 (4), pp. 384-393.
M-Sieve: a visualisation tool for supporting network security analysts
Choudhury, S., Kodagoda, N., Nguyen, P., Rooney, C., Attfield, S., Xu, K., Zheng, Y., Wong, B., Chen, R., Mapp, G., Slabbert, L., Aiash, M. and Lasebae, A. 2012. M-Sieve: a visualisation tool for supporting network security analysts. VisWeek 2012. Seattle, WA, USA 14 - 19 Oct 2012
A formally verified AKA protocol for vertical handover inheterogeneous environments using Casper/FDR
Aiash, M., Mapp, G., Lasebae, A., Phan, R. and Loo, J. 2012. A formally verified AKA protocol for vertical handover inheterogeneous environments using Casper/FDR. EURASIP Journal on Wireless Communications and Networking. 2012 (57). https://doi.org/10.1186/1687-1499-2012-57
Stream bundle management layer for optimum management of co-existing telemedicine traffic streams under varying channel conditions in heterogeneous networks.
Shaikh, F., Lasebae, A., Mapp, G. and Middlesex University 2005. Stream bundle management layer for optimum management of co-existing telemedicine traffic streams under varying channel conditions in heterogeneous networks. MIT 2005. China
Teleporting in an X Window System Environment
Richardson, T., Bennett, F., Mapp, G., Hopper, A., Olivetti Research Laboratory and University of Cambridge 1994. Teleporting in an X Window System Environment. IEEE Personal Communications. 1 (3), pp. 6-12. https://doi.org/10.1109/MPC.1994.311827
Proactive policy management for heterogeneous networks
Shaikh, F., Lasebae, A., Mapp, G. and Middlesex University 2008. Proactive policy management for heterogeneous networks. 3rd International Conference on Information and Communication Technologies: from Theory to Applications (ICTTA 2008). Umayyad Palace, Damascus, Syria 07 - 11 Apr 2008
Client-based SBM layer for predictive management of traffic flows in heterogeneous networks
Shaikh, F., Lasebae, A., Mapp, G. and Middlesex University 2006. Client-based SBM layer for predictive management of traffic flows in heterogeneous networks. 2nd IEEE International Conference on Information and Communication Technologies: from Theory to Applications (ICTTA 2006). Damascus, Syria 24 - 28 Apr 2006
Tripwire: a synchronization primitive for virtual memory mapped communication.
Riddoch, D., Pope, S., Roberts, D., Mapp, G., Clarke, D., Ingram, D., Mansley, K., Hopper, A., AT&T Laboratories Cambridge and Laboratory for Communications Engineering 2001. Tripwire: a synchronization primitive for virtual memory mapped communication. Journal for Interconnection Networks. 2 (3), pp. 345-364. https://doi.org/10.1142/S0219265901000439
Traffic modelling in WLANs and cellular networks.
Gemikonakli, E., Mapp, G., Gemikonakli, O., Ever, E. and Middlesex University 2011. Traffic modelling in WLANs and cellular networks. First Global Conference on Communication, Science and Information Engineering (CCSIE 2011). Middlesex University 25 - 27 Jul 2011
A survey of network coverage prediction mechanisms in 4G heterogeneous wireless networks.
Shaikh, F., Mapp, G., Lasebae, A., British Institute of Technology and e-Commerce and Middlesex University 2011. A survey of network coverage prediction mechanisms in 4G heterogeneous wireless networks. First Global Conference on Communication, Science and Information Engineering (CCSIE 2011). Middlesex University 25 - 27 Jul 2011
Exploring the concept of scope to provide better security for internet services.
Aiash, M., Mapp, G., Lasebae, A., Phan, R., Middlesex University and Loughborough University 2011. Exploring the concept of scope to provide better security for internet services. First Global Conference on Communication, Science and Engineering (CCSIE 2011). Middlesex University 25 - 27 Jul 2011
The development of a dynamic and robust event-based routing protocol in wireless sensor networks for environment monitoring.
Rantisi, M., Maquosi, A., Mapp, G., Gemikonakli, O., PSUT University, Petra University and Middlesex University 2011. The development of a dynamic and robust event-based routing protocol in wireless sensor networks for environment monitoring. First Global Conference on Communication, Science and Information Engineering (CCSIE 2011). Middlesex University 25 - 27 Jul 2011
Enhancing naming and location services to support multi-homed devices in heterogeneous environments
Aiash, M., Mapp, G., Lasebae, A., Phan, R., Augusto, M., Vanni, R., Moreira, E., Middlesex University, Loughborough University and University of Sao Paulo 2011. Enhancing naming and location services to support multi-homed devices in heterogeneous environments. First Conference on Communication, Science and Information Enginneering (CCSIE 2011). Middlesex University 25 - 27 Jul 2011
Link layer-based TCP optimisation for disconnecting networks.
Scott, J., Mapp, G., Intel Research Cambridge and Middlesex University 2003. Link layer-based TCP optimisation for disconnecting networks. Computer Communications Review. 33 (5).
Networked surfaces: a new concept in mobile networking
Scott, J., Hoffman, F., Addlesee, M., Mapp, G., Hopper, A., Laboratory for Communications Engineering, AT&T Laboratories Cambridge and Cambridge University Engineering Department 2002. Networked surfaces: a new concept in mobile networking. Mobile Networks and Applications. 7 (5), pp. 353-364. https://doi.org/10.1023/A:1016539632660
Virtual memory support for distributed computing environments using a shared data object model
Huang, F., Bacon, J., Mapp, G. and University of Cambridge 1995. Virtual memory support for distributed computing environments using a shared data object model. Distributed Systems Engineering. 2 (4), pp. 202-211. https://doi.org/10.1088/0967-1846/2/4/003
Proactive policy management using TBVH mechanism in heterogeneous networks.
Shaikh, F., Mapp, G., Lasebae, A. and Middlesex University 2007. Proactive policy management using TBVH mechanism in heterogeneous networks. Proceedings of the International Conference and Exhibition on 'Next Generation Mobile Application, Services and Technologies' (NGMAST 2007). Cardiff, Wales 12 - 14 Sep 2007
Balancing streaming and demand accesses in a network based storage environment.
Thakker, D., Mapp, G., Gemikonakli, O. and Middlesex University 2010. Balancing streaming and demand accesses in a network based storage environment. in: Sobh, T., Elleithy, K. and Mahmood, A. (ed.) Novel algorithms and techniques in telecommunications and networking. London, New York Springer. pp. 403-408
A QoS framework for heterogeneous networking
Aiash, M., Mapp, G., Lasebae, A., Augusto, M., Vanni, R. and Moreira, E. 2011. A QoS framework for heterogeneous networking. ICWN'11: The 2011 International Conference of Wireless Networks (held as part of WCE 2011). London, UK 06 - 08 Jul 2011
Impacts of buffering voice calls in integrated voice and data services
Gemikonakli, E., Gemikonakli, O., Ever, E., Mapp, G. and Institute of Electrical and Electronics Engineers 2011. Impacts of buffering voice calls in integrated voice and data services. Al-Dabass, D., Orsoni, A., Cant, R. and Abraham, A. (ed.) IEEE. pp. 507-512 https://doi.org/10.1109/UKSIM.2011.103
Exploring multi-homing issues in heterogeneous networks
Mapp, G., Aiash, M., Guardia, H., Crowcroft, J., Institute of Electrical and Electronics Engineers, Middlesex University, Federal University of Sao Paulo and University of Cambridge 2011. Exploring multi-homing issues in heterogeneous networks. IEEE. pp. 690-695 https://doi.org/10.1109/WAINA.2011.140
Y-Comm research [web page]
Mapp, G., Middlesex University, University of Cambridge, University of Sao Paulo and Loughborough University 2008. Y-Comm research [web page]. Middlesex University.
Exploring gate-limited analytical models for high-performance network storage servers
Mapp, G., Thakker, D., Gemikonakli, O. and Middlesex University 2011. Exploring gate-limited analytical models for high-performance network storage servers. Journal of Computer and System Sciences. 77 (5). https://doi.org/10.1016/j.jcss.2010.08.002
Towards an integrated network security framework using the Y-Comm architecture
Mapp, G., Crowcroft, J. and Phan, R. 2010. Towards an integrated network security framework using the Y-Comm architecture. in: Jahankhani, H., Watson, D., Me, G. and Leonhardt, F. (ed.) Handbook of electronic security and digital forensics Singapore World Scientific Publishing. pp. 169-183
Providing security in 4G systems: unveiling the challenges
Aiash, M., Mapp, G., Lasebae, A., Phan, R., Middlesex University and Loughborough University 2010. Providing security in 4G systems: unveiling the challenges. Atmaca, T., Palicot, J., Amor, N., Tsiatsos, T., Marot, M. and Dini, O. (ed.) IEEE. pp. 439-444 https://doi.org/10.1109/AICT.2010.24
The design of a storage architecture for mobile heterogeneous devices.
Mapp, G., Thakker, D. and Silcott, D. 2007. The design of a storage architecture for mobile heterogeneous devices. IEEE Computer Society. https://doi.org/10.1109/ICNS.2007.113
An architectural framework for heterogeneous networking.
Mapp, G., Cottingham, D., Shaikh, F., Vidales, P., Patanapongpibul, L., Baliosian, J. and Crowcroft, J. 2006. An architectural framework for heterogeneous networking. Vasiu, L. (ed.) Portugal Institute of Systems and Technologies of Information, Control and Communication.
Y-Comm: a global architecture for heterogeneous networking.
Mapp, G., Shaikh, F., Crowcroft, J., Cottingham, D. and Baliosian, J. 2007. Y-Comm: a global architecture for heterogeneous networking. 3rd International Conference on Wireless Internet. Austin, Texas
An analytical approach for performance analysis of handoffs in the next generation integrated cellular networks and WLANs
Kirsal, Y., Gemikonakli, E., Ever, E., Mapp, G., Gemikonakli, O. and Middlesex University 2010. An analytical approach for performance analysis of handoffs in the next generation integrated cellular networks and WLANs. IEEE. https://doi.org/10.1109/ICCCN.2010.5560093
Information for handover management in heterogeneous networks: data representation,languages and integrated platforms
Vanni, R., Branco, K., Moreira, E., Mapp, G., University of Sao Paulo and Middlesex University 2010. Information for handover management in heterogeneous networks: data representation,languages and integrated platforms. 7th International Conference on Information and Technology Management. Sao Paulo, Brazil 19 - 21 May 2010
Exploring Markov models for gate-limited service and their application to network-based services.
Mapp, G. 2009. Exploring Markov models for gate-limited service and their application to network-based services. Eight Mathematics of Networks Meeting. Cambridge 18 Sep 2009
Exploring a new Markov chain model for multiqueue systems.
Mapp, G., Thakker, D. and Gemikonakli, O. 2010. Exploring a new Markov chain model for multiqueue systems. Al-Dabass, D., Orsoni, A., Cant, R. and Abraham, A. (ed.) IEEE Computer Society. pp. 592-597 https://doi.org/10.1109/UKSIM.2010.113
Exploiting contextual handover information for versatile services in NGN environments.
Moreira, E., Cottingham, D., Crowcroft, J., Hui, P., Mapp, G., Vanni, R. and Institute of Electrical and Electronics Engineers 2007. Exploiting contextual handover information for versatile services in NGN environments. in: Digital Information Management, 2007. ICDIM '07. 2nd International Conference. IEEE Computer Society. pp. 506-512
Security models for heterogeneous networking
Mapp, G., Aiash, M., Lasebae, A. and Phan, R. 2010. Security models for heterogeneous networking. Katsikas, S. (ed.) 4th International Conference on Security and Cryptography. Athens, Greece 26 - 28 Jul 2010 IEEE. pp. 1-4
Modelling and performability analysis of network memory servers.
Gemikonakli, O., Mapp, G., Thakker, D., Ever, E. and Society for Modeling and Simulation International 2006. Modelling and performability analysis of network memory servers. in: 39th Annual Simulation Symposium: proceedings. California IEEE Computer Society. pp. 127-134
Modelling network memory servers with parallel processors, break-downs and repairs.
Gemikonakli, O., Mapp, G., Ever, E. and Thakker, D. 2007. Modelling network memory servers with parallel processors, break-downs and repairs. California IEEE Computer Society. pp. 11-20 https://doi.org/10.1109/ANSS.2007.29
Exploring efficient imperative handover mechanisms for heterogeneous wireless networks
Mapp, G., Shaikh, F., Aiash, M., Vanni, R., Augusto, M. and Moreira, E. 2009. Exploring efficient imperative handover mechanisms for heterogeneous wireless networks. Duresi, A., Barolli, L., Enokido, T., Uehara, M., Shakshuki, E. and Takizawa, M. (ed.) 12th International Conference on Network-Based Information Systems. Indianapolis, Indiana 19 - 21 Aug 2009 IEEE. pp. 286-291 https://doi.org/10.1109/NBiS.2009.95
A practical approach for 4G systems: deployment of overlay networks.
Mapp, G., Stajano, F., Crowcroft, J. and Vidales, P. 2005. A practical approach for 4G systems: deployment of overlay networks. in: First International Conference on Testbeds and Research Infrastructures for the DEvelopment of NeTworks and COMmunities, Tridentcom 2005, Trento, Italy. IEEE Computer Society Press. pp. 172-181
A client-based handoff mechanism for mobile IPv6 wireless networks.
Mapp, G. and Pantanapongpibul, L. 2003. A client-based handoff mechanism for mobile IPv6 wireless networks. in: 8th IEEE Symposium on Computers and Communications (ISCC), Antalya, Turkey. Proceedings IEEE Computer Society Press. pp. 563-568
Autonomic system for mobility support in 4G networks
Mapp, G., Baliosian, J., Serrat, J. and Vidales, P. 2005. Autonomic system for mobility support in 4G networks. IEEE Journal on Selected Areas in Communications. 23 (12), pp. 2288-2304. https://doi.org/10.1109/JSAC.2005.857198
An end-system approach to mobility management for 4G networks and its application to thin-client computing.
Mapp, G., Hopper, A. and Pantanapongpibul, L. 2006. An end-system approach to mobility management for 4G networks and its application to thin-client computing. Mobile Computing and Communications Review. 10 (3), pp. 13-33. https://doi.org/10.1145/1148094.1148097