Intelligent Communication Resource Allocation for Smart City with Machine Learning and SDN OpenFlow
Creators: name: Martins, Joberto S. B.
Publisher: name: Zenodo
Year: 2019
Subjects: Smart City
Innovation
Software-Defined Networking
OpenFlow
Machine Learning
Case-based Reasoning
Cognitive Management
Resource Allocation
Self-Driving Networks
Self-configuration

description: This <strong>ILLUSTRATED TECHNICAL PAPER</strong> presents the slides describing the contents of the short-course "<strong><em>Intelligent Communication Resource Allocation for Smart City with Machine Learning and SDN OpenFlow</em></strong>".

The talk was presented at <strong>VII International Workshop on ADVANCEs in ICT Infrastructures and Services - ADVANCE 2019</strong>, 21 of January 2019 at Universidade de Cabo Verde (UNICV), Praia, Cape Vert.

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The illustrated technical paper format aims to complement, enrich and subsidize the technical content of the course and contains slides, complementary text and additional and/or focused bibliographic references.<br>
description: {"references": ["Joberto S. B. Martins. Towards Smart City Innovation Under the Perspective of Software-Defined Networking, Artificial Intelligence and Big Data. Revista de Tecnologia da Informa\u00e7\u00e3o e Comunica\u00e7\u00e3o, 8(2):1\u20137, October 2018.", "D. Kreutz, F. M. V. Ramos, P. E. Ver\u00edssimo, C. E. Rothenberg, S. Azodolmolky, and S. Uhlig. Software-Defined Networking: A Comprehensive Survey. Proceedings of the IEEE, 103(1):14\u201376, January 2015.", "Junfei Qiu, Qihui Wu, Guoru Ding, Yuhua Xu, and Shuo Feng. A survey of machine learning for big data processing. EURASIP Journal on Advances in Signal Processing, 2016(1):67, May 2016.", "J. Xie, F. R. Yu, T. Huang, R. Xie, J. Liu, C. Wang, and Y. Liu. A Survey of Machine Learning Techniques Applied to Software Defined Networking (SDN): Research Issues and Challenges. IEEE Communications Surveys Tutorials, 21(1):393\u2013430, Firstquarter 2019.", "Touseef Yaqoob, Muhammad Usama, Junaid Qadir, and Gareth Tyson. On Analyzing Self-Driving Networks: A Systems Thinking Approach. arXiv:1804.03116 [cs], April 2018.", "Oscar Mauricio Caicedo Rendon, Felipe Estrada-Solano, Raouf Boutaba, Nashid Shahriar, Mohammad Salahuddin, Noura Liman, and Sara Ayoubi. Machine Learning for Cognitive Network Management. IEEE Communications Magazine, pages 1\u20139, 2018.", "Joberto Martins, Rafael Reale, and Romildo Bezerra. G-BAM: A Generalized Bandwidth Allocation Model for IP/MPLS/DSTE Networks. International Journal of Computer Information Systems and Industrial Management Applications, 6:635\u2013643, December 2014.", "Rafael Reale, Romildo Bezerra, and Joberto Martins. A Preliminary Evaluation of Bandwidth Allocation Model Dynamic Switching. International Journal of Computer Networks and Communications, 6(3):131\u2013143, May 2014.", "Romildo Bezerra, Rafael Reale, Gilvan Dur\u00e3es, and Joberto Martins. Uma Vis\u00e3o Tutorial dos Modelos de Aloca\u00e7\u00e3o de Banda como Mecanismo de Provisionamento de Recursos em Redes IP/MPLS. Revista de Sistemas e Computa\u00e7\u00e3o, 5(2):144\u2013155, December 2015.", "Joberto S. B. Martins. RePAF Project: Dynamic and Cognitive Resource Allocation Model and Framework for MPLS, Elastic Optical Network (EON), Internet of Things (IoT) and Network Function Virtualization (NFV). JSMNet Networking and Technical Review Vol 18 N1, JSMNet Networking and Technical Review, 2017.", "Michael M. Richter and Rosina Weber. Case-Based Reasoning: A Textbook. Springer-Verlag, Berlin Heidelberg, 2013.", "K. Gai and M. Qiu. Reinforcement Learning-based Content-Centric Services in Mobile Sensing. IEEE Network, 32(4):34\u201339, July 2018.", "R. Jalali, K. El-khatib, and C. McGregor. Smart City Architecture for Community Level Services Through the Internet of Things. In 2015 18th International Conference on Intelligence in Next Generation Networks, pages 108\u2013113, February 2015.", "R. Martins da Silva Bezerra, Flavia Maristela, and Joberto Martins. On Computational Infraestruture Requirements to Smart and Autonomic Cities Framework. In IEEE International Smart Cities Conference - ISC2-2015, pages 1\u20136, Guadalajara, Mexico, January 2015. IEEE.", "Joberto S. B. Martins. Innovation in Future Internet Scenario with Network Programmability and Smart Systems. Techical Report Vol 18 N 2, JSMNet Networking and Technical Review, Campus Party - BA, October 2017. https://doi.org/ 10.13140/RG.2.2.29757.56807.", "Fabrice Theoleyre, Thomas Watteyne, Giuseppe Bianchi, Gurkan Tuna, V. Cagri Gungor, and Ai-Chun Pang. Networking and Communications for Smart Cities Special Issue Editorial. Computer Communications, 58:1\u20133, March 2015.", "Bo Yi, Xingwei Wang, Keqin Li, Sajal k. Das, and Min Huang. A Comprehensive Survey of Network Function Virtualization. Computer Networks, 133:212\u2013262, March 2018.", "Akram Hakiri, Aniruddha Gokhale, and Patil Prithviraj. A Software Defined Wireless Networking for Efficient Communication in Smart Cities. Technical report, 2017.", "I. Ku, Y. Lu, and M. Gerla. Software-Defined Mobile Cloud: Architecture, services and use cases. In 2014 International Wireless Communications and Mobile Computing Conference (IWCMC), pages 1\u20136, August 2014.", "Ibrahim Abaker Targio Hashem, Victor Chang, Nor Badrul Anuar, Kayode Adewole, Ibrar Yaqoob, Abdullah Gani, Ejaz Ahmed, and Haruna Chiroma. The Role of Big Data in Smart City. International Journal of Information Management, 36(5):748\u2013 758, October 2016.", "Emanuel E. Bessa and Joberto S. B. Martins. A Blockchain-based Educational Record Repository. In ADVANCE 2019 - International Workshop on ADVANCEs in ICT Infrastructures and Services, pages 1\u20138, Cape Vert, January 2019. Universit\u00e9 ParisSaclay \u00c9vry.", "F. Javed, M. K. Afzal, M. Sharif, and B. Kim. Internet of Things (IoT) Operating Systems Support, Networking Technologies, Applications, and Challenges: A Comparative Review. IEEE Communications Surveys Tutorials, 20(3):2062\u20132100, thirdquarter 2018.", "Department for Business Innovation &amp; Skils and uk.gov. Smart Cities: Background Paper. Research and Analysis, October 2013.", "W. Tu. Data-Driven QoS and QoE Management in Smart Cities: A Tutorial Study. IEEE Communications Magazine, 56(12):126\u2013 133, December 2018.", "Sari Per\u00e4talo and Petri Ahokangas. Toward Smart City Business Models. Journal of Business Models, 6(2):65\u201370, 2018.", "J. Santos, T. Vanhove, M. Sebrechts, T. Dupont, W. Kerckhove, B. Braem, G. V. Seghbroeck, T. Wauters, P. Leroux, S. Latre, B. Volckaert, and F. D. Turck. City of Things: Enabling Resource Provisioning in Smart Cities. IEEE Communications Magazine, 56(7):177\u2013183, July 2018.", "I. Yaqoob, I. A. T. Hashem, Y. Mehmood, A. Gani, S. Mokhtar, and S. Guizani. Enabling Communication Technologies for Smart Cities. IEEE Communications Magazine, 55(1):112\u2013120, January 2017.", "Sushant Jain, Alok Kumar, Subhasree Mandal, Joon Ong, Leon Poutievski, Arjun Singh, Subbaiah Venkata, Jim Wanderer, Junlan Zhou, Min Zhu, Jon Zolla, Urs H\u00f6lzle, Stephen Stuart, and Amin Vahdat. B4: Experience with a Globally-deployed Software Defined Wan. In Proceedings of the ACM SIGCOMM 2013 Conference on SIGCOMM, SIGCOMM '13, pages 3\u201314, New York, NY, USA, 2013. ACM.", "Corrado Rametta, Gabriele Baldoni, Alfio Lombardo, Sergio Micalizzi, and Alessandro Vassallo. S6: A Smart, Social and SDN-Based Surveillance System for Smart-Cities. Procedia Computer Science, 110:361\u2013368, January 2017.", "Pedro Francesco Moraes, Rafael Freitas Reale, and Joberto S. B. Martins. A Publish/Subscribe QoS-aware Framework for Massive IoT Traffic Orchestration. In Proceedings of the 6th Int. Workshop on ADVANCEs in ICT Infrastructures and Services - ADVANCE 2018, pages 1\u201314, Chile, January 2018.", "M. M. Mazhar, M. A. Jamil, A. Mazhar, A. Ellahi, M. S. Jamil, and T. Mahmood. Conceptualization of Software Defined Network Layers Over Internet of Things for Future Smart Cities Applications. In 2015 IEEE International Conference on Wireless for Space and Extreme Environments (WiSEE), pages 1\u20134, December 2015.", "M. Mohammadi and A. Al-Fuqaha. Enabling Cognitive Smart Cities Using Big Data and Machine Learning: Approaches and Challenges. IEEE Communications Magazine, 56(2):94\u2013101, February 2018.", "M. Mukherjee, L. Shu, and D. Wang. Survey of Fog Computing: Fundamental, Network Applications, and Research Challenges. IEEE Communications Surveys Tutorials, 20(3):1826\u20131857, thirdquarter 2018.", "M. Amadeo, C. Campolo, A. Iera, and A. Molinaro. Information Centric Networking in IoT scenarios: The case of a smart home. pages 648\u2013653, June 2015.", "Murad Khan, Javed Iqbal, Muhammad Talha, Muhammad Arshad, Muhammad Diyan, and Kijun Han. Big Data Processing using Internet of Software Defined Things in Smart Cities. International Journal of Parallel Programming, pages 1\u201314, April 2018.", "Eliseu Oliveira, Rafael Reale, and Joberto Martins. Cognitive Management of Bandwidth Allocation Models with CaseBased Reasoning - Evidences Towards Dynamic BAM Reconfiguration. In IEEE International Symposium on Computers and Communications - ISCC 2018, pages 1\u20137, June 2018.", "F L Faucher and W Lai. Maximum Allocation Bandwidth Constraints Model for DiffServ-aware MPLS Traffic Engineering. Request for Comments RFC 4125, IETF, June 2005.", "Walter da Costa Pinto Neto and Joberto S. B. Martins. Adapt-RDM - A Bandwidth Management Algorithm suitable for DiffServ Services Aware Traffic Engineering. pages 975\u2013978. IEEE, 2008.", "Ed F. Le Faucheur. Russian Dolls Bandwidth Constraints Model for Diffserv-aware MPLS Traffic Engineering. Internet Engineering Task Force, (RFC 4127), 2005.", "Rafael F. Reale, Walter da C. P. Neto, and Joberto S. B. Martins. AllocTC-sharing: A New Bandwidth Allocation Model for DS-TE Networks. In 7th Latin American Network Operations and Management Symposium - LANOMS 2011, pages 1\u20134, Quito, Equador, October 2011. IEEE.", "Rafael F. Reale, Walter da C. P. Neto, and Joberto S. B. Martins. Routing in DS-TE Networks with an Opportunistic Bandwidth Allocation Model. In IEEE Symposium on Computers and Communications (ISCC), pages 88\u201393, Cappadocia, Turkey, July 2012. Institute of Electrical and Electronics Engineers."]}