Expectation – Maximization Clustering using Gaussian Mixture Model For Energy Efficient Routing Protocol in Wireless Sensor Network

January 2022
Vol-8, Issue-1
Paper ID: 15918
ISSN: 2395-4396
Downloads: 0

Abstract & Details

Research Area
Electronic and Communication
Keywords
Wireless Network Sensor Network Machine Learning Clustering Feature Selection Energy Efficient Routing Protocol Gaussian Mixture Models Expectation – Maximization
Abstract
Thei Wirelessi Sensori Networki (WSN)i isi introducedi ini orderi toi performi thei wirelessi communication,i ini whichi thei endi usersi cani havei thei poweri ofi movementi ini thei networki ati anywherei anytime.i Routingi isi ai fundamentali operationi ini WSNi wherei ai sourcei nodei transmitsi ai messagei thati isi toi bei disseminatedi toi appropriatei nodesi ini thei Network.i Nodesi ini WSNi arei formingi ai dynamici topologyi byi thati thei nodesi arei continuouslyi changingi theiri location.i Efficiencyi ofi Routei huntingi ini mobilei ad-hoci networki isi dependenti uponi blindi floodingi ofi routei requesti packetsi ini network.i Blindi floodingi ofi routei requesti packetsi leadi toi increasedi redundancyi overi thei networks.i Thesei datai redundancyi overi thei networki unnecessarilyi increasei conjunctioni andi traffici overi thei network. Ini thisi paper,i nodei ini networki arei bipartitei ini twoi energyi overi traffici groupi ie.i Highi traffici areai nodei andi lowi traffici areai node.i Batteryi poweri ofi highi traffici areai nodei isi graduallyi decreasei ati highi ratei whereasi batteryi poweri ofi lowi traffici areai nodei arei degradedi withi loweri rate.i Proposedi worki use batteryi poweri indicatori toi swapi thei nodei fromi lowi traffici areai toi highi traffici areai toi maintaini energyi leveli andi toi maintaini longeri survivali ofi ai network.i Thisi methodologyi isi usedi to selecti nodei fromi littlei traffici areai takingi advancedi residuali energyi limiti toi deliveri supplementi supporti toi lowi energyi nodei ini highi traffici zone.i Expectation – Maximization isi usedi toi selecti swappingi nodei fromi lowi traffici areai havingi similari characteristicsi withi loweri responsibilityi andi liesi ati minimumi hopi distancei fromi requestingi node.i Expectation – Maximization selecti swappingi nodei withi minimumi energy overhead which also lead longer survival of network.

Author Information

# Name Institute / Affiliation
1 Chitralekha Nagle SIRT, Bhopal, India
2 Dr Uday Panwar SIRT, Bhopal, India

How to Cite

Use the following formats to cite this article in your research.

APA Style
Nagle, Chitralekha & Panwar, Dr Uday (2022). Expectation – Maximization Clustering using Gaussian Mixture Model For Energy Efficient Routing Protocol in Wireless Sensor Network. International Journal of Advance Research and Innovative Ideas In Education, 8(1), 459-470.
MLA Style
Nagle, Chitralekha, and Dr Uday Panwar. "Expectation – Maximization Clustering using Gaussian Mixture Model For Energy Efficient Routing Protocol in Wireless Sensor Network." International Journal of Advance Research and Innovative Ideas In Education, vol. 8, no. 1, 2022, pp. 459-470.
IEEE Style
Chitralekha Nagle and Dr Uday Panwar, "Expectation – Maximization Clustering using Gaussian Mixture Model For Energy Efficient Routing Protocol in Wireless Sensor Network," International Journal of Advance Research and Innovative Ideas In Education, vol. 8, no. 1, pp. 459-470, 2022.
Vancouver Style
Nagle Chitralekha, Panwar Dr Uday. Expectation – Maximization Clustering using Gaussian Mixture Model For Energy Efficient Routing Protocol in Wireless Sensor Network. International Journal of Advance Research and Innovative Ideas In Education. 2022;8(1):459-470.
Harvard Style
Nagle, Chitralekha & Panwar, Dr Uday (2022) 'Expectation – Maximization Clustering using Gaussian Mixture Model For Energy Efficient Routing Protocol in Wireless Sensor Network', International Journal of Advance Research and Innovative Ideas In Education, 8(1), pp. 459-470.
Chicago Style
Nagle, Chitralekha and Dr Uday Panwar. "Expectation – Maximization Clustering using Gaussian Mixture Model For Energy Efficient Routing Protocol in Wireless Sensor Network." International Journal of Advance Research and Innovative Ideas In Education 8, no. 1 (2022): 459-470.
Turabian Style
Nagle, Chitralekha and Dr Uday Panwar. "Expectation – Maximization Clustering using Gaussian Mixture Model For Energy Efficient Routing Protocol in Wireless Sensor Network." International Journal of Advance Research and Innovative Ideas In Education 8, no. 1 (2022): 459-470.

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