Performance of various forecasting algorithms to reduce the number of transmitted packets by sensor node in wireless sensor networks

The development of wireless sensor networks originated in military research and the application of monitoring conflict areas. One of the main features of WSNs is the limited energy of their wireless sensor nodes. Energy consumption is an important issue in WSN. Reducing the number of transmission pa...

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Main Author:	Husni, Muhammed Ihsan
Format:	Thesis
Language:	English English English
Published:	2018
Subjects:	TK7885-7895 Computer engineering Computer hardware
Online Access:	http://eprints.uthm.edu.my/432/1/24p%20MUHAMMED%20IHSAN%20HUSNI.pdf http://eprints.uthm.edu.my/432/2/MUHAMMED%20IHSAN%20HUSNI%20COPYRIGHT%20DECLARATION.pdf http://eprints.uthm.edu.my/432/3/MUHAMMED%20IHSAN%20HUSNI%20WATERMARK.pdf
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spelling	my-uthm-ep.4322021-07-25T06:21:15Z Performance of various forecasting algorithms to reduce the number of transmitted packets by sensor node in wireless sensor networks 2018-06 Husni, Muhammed Ihsan TK7885-7895 Computer engineering. Computer hardware The development of wireless sensor networks originated in military research and the application of monitoring conflict areas. One of the main features of WSNs is the limited energy of their wireless sensor nodes. Energy consumption is an important issue in WSN. Reducing the number of transmission packet messages for sensor nodes is one of the techniques. Furthermore, forecasting is one of the most common solutions to reduce them. Therefore, the main contribution of this thesis is to study the performances of different algorithms that can reduce the number of data packets transmitted by sensor nodes within the WSN. The simulation experiments are done using MATLAB software for a variety of algorithms. The selected algorithms for the reduction algorithm in the transmissions include Move Average algorithm (MA), Autoregressive all-pole model parameters — Burg’s algorithm. (AR-B), Autoregressive all-pole model parameters — Yule-Walker algorithm (AR-YW) and an Efficient Data Collection and Dissemination Algorithm (EDCD1). The data has been extensively gathered at 500 data points. The performance comparison shows that the on the basis of reduction in the data packet transmissions from the source to the sink EDCD1 algorithm shows the maximum reduction of 92% while a minimum reduction of 23% is shown in case of MA and the reduction of AR-B and AR-YW are 58% and 56, respectively. Moreover, in term of overall performance for reduction in a number of data transmission reduction EDCD1 algorithm shows the highest ratios. Additionally, in terms of absolute error in the data at the sink, the EDCD1 algorithm shows the best performance with less average error at 2.2803 for all sensors compared to others algorithms. 2018-06 Thesis http://eprints.uthm.edu.my/432/ http://eprints.uthm.edu.my/432/1/24p%20MUHAMMED%20IHSAN%20HUSNI.pdf text en public http://eprints.uthm.edu.my/432/2/MUHAMMED%20IHSAN%20HUSNI%20COPYRIGHT%20DECLARATION.pdf text en staffonly http://eprints.uthm.edu.my/432/3/MUHAMMED%20IHSAN%20HUSNI%20WATERMARK.pdf text en validuser mphil masters Universiti Tun Hussein Onn Malaysia Faculty of Electrical and Electronic Engineering
institution	Universiti Tun Hussein Onn Malaysia
collection	UTHM Institutional Repository
language	English English English
topic	TK7885-7895 Computer engineering Computer hardware
spellingShingle	TK7885-7895 Computer engineering Computer hardware Husni, Muhammed Ihsan Performance of various forecasting algorithms to reduce the number of transmitted packets by sensor node in wireless sensor networks
description	The development of wireless sensor networks originated in military research and the application of monitoring conflict areas. One of the main features of WSNs is the limited energy of their wireless sensor nodes. Energy consumption is an important issue in WSN. Reducing the number of transmission packet messages for sensor nodes is one of the techniques. Furthermore, forecasting is one of the most common solutions to reduce them. Therefore, the main contribution of this thesis is to study the performances of different algorithms that can reduce the number of data packets transmitted by sensor nodes within the WSN. The simulation experiments are done using MATLAB software for a variety of algorithms. The selected algorithms for the reduction algorithm in the transmissions include Move Average algorithm (MA), Autoregressive all-pole model parameters — Burg’s algorithm. (AR-B), Autoregressive all-pole model parameters — Yule-Walker algorithm (AR-YW) and an Efficient Data Collection and Dissemination Algorithm (EDCD1). The data has been extensively gathered at 500 data points. The performance comparison shows that the on the basis of reduction in the data packet transmissions from the source to the sink EDCD1 algorithm shows the maximum reduction of 92% while a minimum reduction of 23% is shown in case of MA and the reduction of AR-B and AR-YW are 58% and 56, respectively. Moreover, in term of overall performance for reduction in a number of data transmission reduction EDCD1 algorithm shows the highest ratios. Additionally, in terms of absolute error in the data at the sink, the EDCD1 algorithm shows the best performance with less average error at 2.2803 for all sensors compared to others algorithms.
format	Thesis
qualification_name	Master of Philosophy (M.Phil.)
qualification_level	Master's degree
author	Husni, Muhammed Ihsan
author_facet	Husni, Muhammed Ihsan
author_sort	Husni, Muhammed Ihsan
title	Performance of various forecasting algorithms to reduce the number of transmitted packets by sensor node in wireless sensor networks
title_short	Performance of various forecasting algorithms to reduce the number of transmitted packets by sensor node in wireless sensor networks
title_full	Performance of various forecasting algorithms to reduce the number of transmitted packets by sensor node in wireless sensor networks
title_fullStr	Performance of various forecasting algorithms to reduce the number of transmitted packets by sensor node in wireless sensor networks
title_full_unstemmed	Performance of various forecasting algorithms to reduce the number of transmitted packets by sensor node in wireless sensor networks
title_sort	performance of various forecasting algorithms to reduce the number of transmitted packets by sensor node in wireless sensor networks
granting_institution	Universiti Tun Hussein Onn Malaysia
granting_department	Faculty of Electrical and Electronic Engineering
publishDate	2018
url	http://eprints.uthm.edu.my/432/1/24p%20MUHAMMED%20IHSAN%20HUSNI.pdf http://eprints.uthm.edu.my/432/2/MUHAMMED%20IHSAN%20HUSNI%20COPYRIGHT%20DECLARATION.pdf http://eprints.uthm.edu.my/432/3/MUHAMMED%20IHSAN%20HUSNI%20WATERMARK.pdf
_version_	1747830608663412736

Performance of various forecasting algorithms to reduce the number of transmitted packets by sensor node in wireless sensor networks

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