ESBL: Design and Implement A Cloud Integrated Framework for IoT Load Balancing

Gubba Balakrishna, Nageswara Rao Moparthi

Abstract


The continuous growth in wireless communication, the demand for sophisticated, simple and low-cost solutions are also increasing. The demand motivated the researchers to indulge into inventing suitable network solutions ranging from wireless sensor networks to wireless ad-hoc networks to Internet of Things (IoT). With the inventions coming from the researchers, the demand for further improvements into the existing researchers have also growth upbound. Initially the network protocols were the demand for research and further improvements. Nevertheless, the IoT devices are started getting used in various fields and started gathering a huge volume of data using complex application. This invites the demands for research on load balancing for IoT networks. Several research attempts were made to overcome the communication overheads caused by the heavy loads on the IoT networks. Theses research attempts proposed to manage the loads in the network by equally distributing the loads among the IoT nodes. Nonetheless, in the due course of time, the practitioners have decided to move the data collected by the IoT nodes and the applications processing those data in to the cloud. Hence, the challenge is to build an algorithm for cloud-based load balancer matching with the demands from the IoT network protocols. Hence, this work proposes a novel algorithm for managing the loads on cloud integrated IoT network frameworks. The proposed algorithm utilizes the analytics of loads on cloud computing environments driven by the physical host machines and the virtual environments. The major challenge addressed by this work is to design a load balancer considering the low availability of the energy and computational capabilities of IoT nodes but with the objective to improve the response time of the IoT network. The proposed algorithm for load balancer is designed considering the low effort integrations with existing IoT framework for making the wireless communication world a better place.

Keywords


IoT, cloud integrated load balancer, inter quartile correlation, static threshold utilization

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References


Ahanger, T.A. (2018). Defense Scheme to Protect IoT from Cyber Attacks using AI Principles, International Journal of Computers Communications & Control, 13(6), 915-926, 2018.
https://doi.org/10.15837/ijccc.2018.6.3356

Alvi, S. A.; Shah, G. A.; Mahmood, W. (2015). Energy efficient green routing protocol for internet of multimedia things, 2015 IEEE Tenth International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP), IEEE, 1-6, 2015.
https://doi.org/10.1109/ISSNIP.2015.7106958

Balakrishna, G.; Rao, M. N. (2019). Study report on using iot agriculture farm monitoring. Innovations in Computer Science and Engineering, Springer, 483-491, 2019.
https://doi.org/10.1007/978-981-13-7082-3_55

Di Marco, P.; Athanasiou, G.; Mekikis, P.-V.; Fischione, C. (2016). Mac-aware routing metrics for the internet of things, Computer Communications 74, 77-86, 2016.
https://doi.org/10.1016/j.comcom.2015.05.010

Evans, D. (2011). The internet of things: How the next evolution of the internet is changing everything, CISCO white paper 1-11, 2011.

Guo, J.; Orlik, P.; Zhang, J.; Ishibashi, K. (2014). Reliable routing in large scale wireless sensor networks, 14 Sixth International Conference on Ubiquitous and Future Networks,IEEE, 99-104, 2014.
https://doi.org/10.1109/ICUFN.2014.6876758

Karthikeya, S. A.; Vijeth, J.; Murthy, C.S.R. (2016). Leveraging solution-specifc gateways for cost-effective and fault-tolerant iot networking, IEEE Wireless Communications and Networking Conference, 1-6, 2016.
https://doi.org/10.1109/WCNC.2016.7564811

Kim, H.-Y. (2015). An effective load balancing scheme maximizes the lifetime in wireless sensor networks, 5th International Conference on IT Convergence and Security (IC-ITCS) 1-3, 2015.
https://doi.org/10.1109/ICITCS.2015.7292940

Le, Q.; Ngo-Quynh, T.; Magedanz, T. (2014). Rpl-based multipath routing protocols for internet of things on wireless sensor networks, International Conference on Advanced Technologies for Communications (ATC 2014), 424-429, 2014.
https://doi.org/10.1109/ATC.2014.7043425

Li, K. (2019). Computation Offloading Strategy Optimization with Multiple Heterogeneous Servers in Mobile Edge Computing, IEEE Transactions on Sustainable Computing, 1-1, 2019.
https://doi.org/10.1109/TSUSC.2019.2904680

Li, L.; Zhou, H.; Xiong, S. X.; Yang, J.; Mao, Y. (2019). Compound model of task arrivals and load-aware offloading for vehicular mobile edge computing networks, IEEE Access, 7, 26631-26640, 2019.
https://doi.org/10.1109/ACCESS.2019.2901280

Mainetti, L.; Patrono, L.; Vilei, A. (2011). Evolution of wireless sensor networks towards the internet of things: A survey, SoftCOM 2011, 19th international conference on software, telecommunications and computer networks,IEEE, 1-6, 2011.

Menouer, T.; Cerin, C. (2017). Scheduling and resource management allocation system combined with an economic model, 2017 IEEE International Symposium on Parallel and Distributed Processing with Applications, 807-813, 2017.
https://doi.org/10.1109/ISPA/IUCC.2017.00123

Oteafy, S. M.; Al-Turjman, F. M.; Hassanein, H. S. (2012). Pruned adaptive routing in the heterogeneous internet of things, In 2012 IEEE Global Communications Conference( GLOBECOM), IEEE, 214-219, 2012.
https://doi.org/10.1109/GLOCOM.2012.6503115

Oteafy, S. M. and Hassanein, H. S. Towards a global iot: Resource re-utilization in wsns. In 2012 international conference on computing, networking and communications (ICNC), IEEE pages 617-622.
https://doi.org/10.1109/ICCNC.2012.6167496

Peinl, R.; Holzschuher, F.; Pfitzer, F. (2016). Docker cluster management for the cloudsurvey results and own solution, Journal of Grid Computing, 265-282, 2016.
https://doi.org/10.1007/s10723-016-9366-y

Petrioli, C.; Nati, M.; Casari, P. et al. (2013). Alba-r: Load-balancing geographic routing around connectivity holes in wireless sensor networks, IEEE Transactions on Parallel and Distributed Systems, 25(3), 529-539, 2013.
https://doi.org/10.1109/TPDS.2013.60

Tarek Menouer, C.C.; Leclercq, E. (2018). New multi-objectives scheduling strategies in docker swarmkit. In International Conference on Algorithms and Architectures for Parallel Processing, Springer, 103-117, 2018.
https://doi.org/10.1007/978-3-030-05057-3_8

Wu, M.; Lu, T.-J.; Ling, F.-Y. et al. (2010). Research on the architecture of internet of things, 2010 3rd International Conference on Advanced Computer Theory and Engineering (ICACTE), IEEE, 5, 484-487, 2010.

Xu, Y.; Yin, F.; Xu, W. et al. (2019). Wireless Traffic Prediction with Scalable Gaussian Process: Framework, Algorithms, and Verification, IEEE Journal on Selected Areas in Communications, 37(6), 1291-1306, 2019.
https://doi.org/10.1109/JSAC.2019.2904330




DOI: https://doi.org/10.15837/ijccc.2019.4.3491



Copyright (c) 2019 g balakrishna, Dr. Nageswara Rao Moparthi

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