• KSII Transactions on Internet and Information Systems
    Monthly Online Journal (eISSN: 1976-7277)

An Energy Efficient Intelligent Method for Sensor Node Selection to Improve the Data Reliability in Internet of Things Networks

Vol. 15, No. 9, September 30, 2021
10.3837/tiis.2021.09.004, Download Paper (Free):

Abstract

Internet of Things (IoT) connects several objects with embedded sensors and they are capable of exchanging information between devices to create a smart environment. IoT smart devices have limited resources, such as batteries, computing power, and bandwidth, but comprehensive sensing causes severe energy restrictions, lowering data quality. The main objective of the proposal is to build a hybrid protocol which provides high data quality and reduced energy consumption in IoT sensor network. The hybrid protocol gives a flexible and complete solution for sensor selection problem. It selects a subset of active sensor nodes in the network which will increase the data quality and optimize the energy consumption. Since the unused sensor nodes switch off during the sensing phase, the energy consumption is greatly reduced. The hybrid protocol uses Dijkstra’s algorithm for determining the shortest path for sensing data and Ant colony inspired variable path selection algorithm for selecting active nodes in the network. The missing data due to inactive sensor nodes is reconstructed using enhanced belief propagation algorithm. The proposed hybrid method is evaluated using real sensor data and the demonstrated results show significant improvement in energy consumption, data utility and data reconstruction rate compared to other existing methods.


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Cite this article

[IEEE Style]
R. B. K. R, P. K. G, S. S and R. K. R, "An Energy Efficient Intelligent Method for Sensor Node Selection to Improve the Data Reliability in Internet of Things Networks," KSII Transactions on Internet and Information Systems, vol. 15, no. 9, pp. 3151-3168, 2021. DOI: 10.3837/tiis.2021.09.004.

[ACM Style]
Remesh Babu K R, Preetha K G, Saritha S, and Rinil K R. 2021. An Energy Efficient Intelligent Method for Sensor Node Selection to Improve the Data Reliability in Internet of Things Networks. KSII Transactions on Internet and Information Systems, 15, 9, (2021), 3151-3168. DOI: 10.3837/tiis.2021.09.004.

[BibTeX Style]
@article{tiis:24927, title="An Energy Efficient Intelligent Method for Sensor Node Selection to Improve the Data Reliability in Internet of Things Networks", author="Remesh Babu K R and Preetha K G and Saritha S and Rinil K R and ", journal="KSII Transactions on Internet and Information Systems", DOI={10.3837/tiis.2021.09.004}, volume={15}, number={9}, year="2021", month={September}, pages={3151-3168}}