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2019 | OriginalPaper | Chapter

6. Software-Defined Internet of Things to Analyze Big Data in Smart Cities

Authors : Sadia Din, Awais Ahmad, Anand Paul, Gwanggil Jeon

Published in: Edge Computing

Publisher: Springer International Publishing

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Abstract

Software-Defined network (SDN) attracted plenty of researchers from various technological fields who have contributed to enhance the network. SDN is a highly advanced technology which makes it easy for engineers to update protocols and other parameters at runtime (without switching off the devices). Recently, smart cities concept has been introduced, where devices in multidirectional form will be connected to provide timely and useful information to all kind of people and government. A number of researchers have attempted to merge SDN and IoT to provide better information to users. In this chapter, a novel concept has been introduced to combine both these technologies through a software-defined things architecture. There are many advantages of the proposed architecture where all data services are further connected via two intermediate levels working on SDN principles. Both the abovementioned technologies have a great potential for smart cities projects. The proposed architecture is evaluated using Spark and GraphX with Hadoop ecosystem which showed encouraging results especially the efficiency of real-time transfer of data over SDN.

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Literature
2.
go back to reference V.N. Gudivada, R. Baeza-Yates, V.V. Raghavan, Big data: promises and problems. Computer 48(3), 20–23 (2015)CrossRef V.N. Gudivada, R. Baeza-Yates, V.V. Raghavan, Big data: promises and problems. Computer 48(3), 20–23 (2015)CrossRef
3.
go back to reference C. V. N. Index, Forecast and methodology, 2013–2018, 2013 C. V. N. Index, Forecast and methodology, 2013–2018, 2013
4.
go back to reference N. McKeown et al., OpenFlow: enabling innovation in campus networks. ACM SIGCOMM Comput. Commun. Rev. 38(2), 69–74 (2008)CrossRef N. McKeown et al., OpenFlow: enabling innovation in campus networks. ACM SIGCOMM Comput. Commun. Rev. 38(2), 69–74 (2008)CrossRef
5.
go back to reference N. McKeown, Software-defined networking. INFOCOM Keynote Speech 17(2), 30–32 (2009) N. McKeown, Software-defined networking. INFOCOM Keynote Speech 17(2), 30–32 (2009)
6.
go back to reference K. Xu et al., Toward a practical reconfigurable router: a software component development approach. IEEE Netw. 28(5), 74–80 (2014)CrossRef K. Xu et al., Toward a practical reconfigurable router: a software component development approach. IEEE Netw. 28(5), 74–80 (2014)CrossRef
7.
go back to reference F. Al-Turjman, Fog-based caching in software-defined information-centric networks. Comput Electr Eng J 69(1), 54–67 (2018)CrossRef F. Al-Turjman, Fog-based caching in software-defined information-centric networks. Comput Electr Eng J 69(1), 54–67 (2018)CrossRef
8.
go back to reference Y. Han et al., Software defined networking-based traffic engineering for data center networks, in Proc. 16th Asia-Pacific Network Operations and Management Symposium, Taiwan, September 2014 Y. Han et al., Software defined networking-based traffic engineering for data center networks, in Proc. 16th Asia-Pacific Network Operations and Management Symposium, Taiwan, September 2014
9.
go back to reference S. Kolozali, M. Bermudez-Edo, D. Puschmann, F. Ganz, P. Barnaghi, A knowledge-based approach for real-time IoT data stream annotation and processing, in Proc. of the 2014 IEEE International Conference on Internet of Things (iThings 2014), Taipei, Taiwan, September 2014 S. Kolozali, M. Bermudez-Edo, D. Puschmann, F. Ganz, P. Barnaghi, A knowledge-based approach for real-time IoT data stream annotation and processing, in Proc. of the 2014 IEEE International Conference on Internet of Things (iThings 2014), Taipei, Taiwan, September 2014
10.
go back to reference M. Gramaglia, O. Trullols-Cruces, D. Naboulsi, M. Fiore, M. Calderon, Vehicular networks on two Madrid highways, in 2014 Eleventh Annual IEEE International Conference on Sensing, Communication, and Networking (SECON), Singapore, 3 July 2014, pp. 423–431 M. Gramaglia, O. Trullols-Cruces, D. Naboulsi, M. Fiore, M. Calderon, Vehicular networks on two Madrid highways, in 2014 Eleventh Annual IEEE International Conference on Sensing, Communication, and Networking (SECON), Singapore, 3 July 2014, pp. 423–431
11.
go back to reference A. Ahmad, A. Paul, M. Rathore, H. Chang, An efficient multidimensional big data fusion approach in machine-to-machine communication. ACM Trans. Embed. Comput. Syst. (TECS) 15(2), 39 (2016) A. Ahmad, A. Paul, M. Rathore, H. Chang, An efficient multidimensional big data fusion approach in machine-to-machine communication. ACM Trans. Embed. Comput. Syst. (TECS) 15(2), 39 (2016)
12.
go back to reference J. Rowley, The wisdom hierarchy: representations of the DIKW hierarchy. J. Inf. Sci. 33(2), 163–180 (2007)CrossRef J. Rowley, The wisdom hierarchy: representations of the DIKW hierarchy. J. Inf. Sci. 33(2), 163–180 (2007)CrossRef
13.
go back to reference S. Bischof, A. Karapantelakis, C.S. Nechifor, A. Sheth, A. Mileo, P. Barnaghi, Semantic modeling of smart city data. Position Paper in W3C Workshop on the Web of Things: Enablers and Services for an Open Web of Devices, Berlin, 25–26 June 2014 S. Bischof, A. Karapantelakis, C.S. Nechifor, A. Sheth, A. Mileo, P. Barnaghi, Semantic modeling of smart city data. Position Paper in W3C Workshop on the Web of Things: Enablers and Services for an Open Web of Devices, Berlin, 25–26 June 2014
14.
go back to reference R. Tönjes, P. Barnaghi, M. Ali, A. Mileo, M. Hauswirth, F. Ganz, S. Ganea, B. Kjærgaard, D. Kuemper, S. Nechifor, D. Puiu, A. Sheth, V. Tsiatsis, L. Vestergaard, Real time IoT stream processing and large-scale data analytics for smart city applications, in Poster session, European Conference on Networks and Communications 2014, 2014 R. Tönjes, P. Barnaghi, M. Ali, A. Mileo, M. Hauswirth, F. Ganz, S. Ganea, B. Kjærgaard, D. Kuemper, S. Nechifor, D. Puiu, A. Sheth, V. Tsiatsis, L. Vestergaard, Real time IoT stream processing and large-scale data analytics for smart city applications, in Poster session, European Conference on Networks and Communications 2014, 2014
15.
go back to reference S. Din, A. Ahmad, A. Paul, S. Rho, Service orchestration of optimizing continuous features in industrial surveillance using big data based fog-enabled internet of things. IEEE Access PP(99) (2018) S. Din, A. Ahmad, A. Paul, S. Rho, Service orchestration of optimizing continuous features in industrial surveillance using big data based fog-enabled internet of things. IEEE Access PP(99) (2018)
16.
go back to reference A. Awais, M. Babar, S. Din, S. Khalid, M.M. Rathore, A. Paul, A. Reddy, N. Allah, Socio-cyber network: the potential of cyber-physical system to define human behaviors using big data analytics. Futur. Gener. Comput. Syst. (2018) A. Awais, M. Babar, S. Din, S. Khalid, M.M. Rathore, A. Paul, A. Reddy, N. Allah, Socio-cyber network: the potential of cyber-physical system to define human behaviors using big data analytics. Futur. Gener. Comput. Syst. (2018)
17.
go back to reference A. Awais, M. Khan, A. Paul, S. Din, M.M. Rathore, G. Jeon, G.S. Chio, Towards modeling and optimization of features selection in Big Data based social internet of things. Futur Gener. Comput. Syst. 82, 715–726 (2018)CrossRef A. Awais, M. Khan, A. Paul, S. Din, M.M. Rathore, G. Jeon, G.S. Chio, Towards modeling and optimization of features selection in Big Data based social internet of things. Futur Gener. Comput. Syst. 82, 715–726 (2018)CrossRef
18.
go back to reference S. Din, A. Paul, A. Ahmad, J. Hong, Energy efficient topology management scheme based on clustering technique for software defined wireless sensor network. Peer-to-Peer Netw. Appl., 1–9 (2017) S. Din, A. Paul, A. Ahmad, J. Hong, Energy efficient topology management scheme based on clustering technique for software defined wireless sensor network. Peer-to-Peer Netw. Appl., 1–9 (2017)
20.
go back to reference S. Kandula, et al., The nature of data center traffic: measurements & analysis, in Proc. 9th ACM SIGCOMM Conf. Internet Measurement, 2009, pp. 202–208 S. Kandula, et al., The nature of data center traffic: measurements & analysis, in Proc. 9th ACM SIGCOMM Conf. Internet Measurement, 2009, pp. 202–208
21.
go back to reference M.-H. Chen et al., A low-latency two-tier measurement and control platform for commodity SDN. IEEE Commun Mag 54(9), 202–208 (2016)CrossRef M.-H. Chen et al., A low-latency two-tier measurement and control platform for commodity SDN. IEEE Commun Mag 54(9), 202–208 (2016)CrossRef
22.
go back to reference S.H. Ahmed, S.H. Bouk, D. Kim, RUFS: RobUst forwarder selection in vehicular content-centric networks. IEEE Commun Lett 19(9), 1616–1619 (2015)CrossRef S.H. Ahmed, S.H. Bouk, D. Kim, RUFS: RobUst forwarder selection in vehicular content-centric networks. IEEE Commun Lett 19(9), 1616–1619 (2015)CrossRef
23.
go back to reference S.H. Ahmed, S.H. Bouk, M.A. Yaqub, D. Kim, H. Song, J. Lloret, CODIE: controlled data and interest evaluation in vehicular named data networks. IEEE Trans. Veh. Technol. 65(6), 3954–3963 (2016)CrossRef S.H. Ahmed, S.H. Bouk, M.A. Yaqub, D. Kim, H. Song, J. Lloret, CODIE: controlled data and interest evaluation in vehicular named data networks. IEEE Trans. Veh. Technol. 65(6), 3954–3963 (2016)CrossRef
24.
go back to reference S. Uppoor, O. Trullols-Cruces, M. Fiore, J.M. Barcelo-Ordinas, Generation and analysis of a large-scale urban vehicular mobility dataset. IEEE Trans. Mob. Comput. 13(5) (2014)CrossRef S. Uppoor, O. Trullols-Cruces, M. Fiore, J.M. Barcelo-Ordinas, Generation and analysis of a large-scale urban vehicular mobility dataset. IEEE Trans. Mob. Comput. 13(5) (2014)CrossRef
Metadata
Title
Software-Defined Internet of Things to Analyze Big Data in Smart Cities
Authors
Sadia Din
Awais Ahmad
Anand Paul
Gwanggil Jeon
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-319-99061-3_6