A Novel Polytope Algorithm based on Nelder-mead method for localization in wireless sensor network
Background and Objectives: Magnificent localization precision and low operating expenses are the main keys and essential issues to managing and operating outdoor wireless sensor networks. This work proposes a novel and rigorous efficiency localization algorithm utilizing a simplex optimization appro...
Saved in:
Main Authors: | , |
---|---|
Format: | Article |
Language: | English English |
Published: |
Bentham Science Publishers
2024
|
Subjects: | |
Online Access: | http://irep.iium.edu.my/113096/2/113096_A%20Novel%20Polytope%20Algorithm.pdf http://irep.iium.edu.my/113096/3/113096_A%20Novel%20Polytope%20Algorithm_Scopus.pdf http://irep.iium.edu.my/113096/ https://www.eurekaselect.com/issue/13129 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
id |
my.iium.irep.113096 |
---|---|
record_format |
dspace |
spelling |
my.iium.irep.1130962024-07-10T08:56:39Z http://irep.iium.edu.my/113096/ A Novel Polytope Algorithm based on Nelder-mead method for localization in wireless sensor network Gumaida, Bassam Abubakar, Adamu Q350 Information theory Background and Objectives: Magnificent localization precision and low operating expenses are the main keys and essential issues to managing and operating outdoor wireless sensor networks. This work proposes a novel and rigorous efficiency localization algorithm utilizing a simplex optimization approach for node localization. This novel optimization method is a direct search approach and is usually directed to solve nonlinear optimization problems that may not have well-known derivatives, and it is called the Nelder-mead Method (NMM). Methods: It is suggested that the objective function that will be optimized using NMM is the mean squared error of the range of all neighboring anchor nodes installed in the studied WSNs. This paper emphasizes employing a ranging technique called Received Signal Strength Indicator (shortly RSSI) to calculate the length of distances among all the nodes of WSNs. Results: Simulation results perfectly showed that the suggested localization algorithm based on NMM can carry out a better performance than that of other localization algorithms utilizing other op- timization approaches, including a particle swarm optimization, ant colony (ACO) and bat algorithm (BA). This obviously appeared in several metrics of performance evaluation, such as accuracy of localization, node localization rate, and implementation time. Conclusion: The proposed algorithm that utilized NMM is more functional to enhance the precision of localization because of particular characteristics that are the flexible implementation of NMM and the free cost of using the RSSI technique. Bentham Science Publishers 2024-01-03 Article PeerReviewed application/pdf en http://irep.iium.edu.my/113096/2/113096_A%20Novel%20Polytope%20Algorithm.pdf application/pdf en http://irep.iium.edu.my/113096/3/113096_A%20Novel%20Polytope%20Algorithm_Scopus.pdf Gumaida, Bassam and Abubakar, Adamu (2024) A Novel Polytope Algorithm based on Nelder-mead method for localization in wireless sensor network. International Journal of Sensors, Wireless Communications and Control, 14 (1). pp. 21-35. ISSN 2210-3279 E-ISSN 2210-3287 https://www.eurekaselect.com/issue/13129 10.2174/0122103279270847231205100550 |
institution |
Universiti Islam Antarabangsa Malaysia |
building |
IIUM Library |
collection |
Institutional Repository |
continent |
Asia |
country |
Malaysia |
content_provider |
International Islamic University Malaysia |
content_source |
IIUM Repository (IREP) |
url_provider |
http://irep.iium.edu.my/ |
language |
English English |
topic |
Q350 Information theory |
spellingShingle |
Q350 Information theory Gumaida, Bassam Abubakar, Adamu A Novel Polytope Algorithm based on Nelder-mead method for localization in wireless sensor network |
description |
Background and Objectives: Magnificent localization precision and low operating expenses are the main keys and essential issues to managing and operating outdoor wireless sensor networks. This work proposes a novel and rigorous efficiency localization algorithm utilizing a simplex optimization approach for node localization. This novel optimization method is a direct search approach and is usually directed to solve nonlinear optimization problems that may not have well-known derivatives, and it is called the Nelder-mead Method (NMM). Methods: It is suggested that the objective function that will be optimized using NMM is the mean squared error of the range of all neighboring anchor nodes installed in the studied WSNs. This paper emphasizes employing a ranging technique called Received Signal Strength Indicator (shortly RSSI) to calculate the length of distances among all the nodes of WSNs. Results: Simulation results perfectly showed that the suggested localization algorithm based on NMM can carry out a better performance than that of other localization algorithms utilizing other op- timization approaches, including a particle swarm optimization, ant colony (ACO) and bat algorithm (BA). This obviously appeared in several metrics of performance evaluation, such as accuracy of localization, node localization rate, and implementation time.
Conclusion: The proposed algorithm that utilized NMM is more functional to enhance the precision of localization because of particular characteristics that are the flexible implementation of NMM and the free cost of using the RSSI technique. |
format |
Article |
author |
Gumaida, Bassam Abubakar, Adamu |
author_facet |
Gumaida, Bassam Abubakar, Adamu |
author_sort |
Gumaida, Bassam |
title |
A Novel Polytope Algorithm based on Nelder-mead method for localization in wireless sensor network |
title_short |
A Novel Polytope Algorithm based on Nelder-mead method for localization in wireless sensor network |
title_full |
A Novel Polytope Algorithm based on Nelder-mead method for localization in wireless sensor network |
title_fullStr |
A Novel Polytope Algorithm based on Nelder-mead method for localization in wireless sensor network |
title_full_unstemmed |
A Novel Polytope Algorithm based on Nelder-mead method for localization in wireless sensor network |
title_sort |
novel polytope algorithm based on nelder-mead method for localization in wireless sensor network |
publisher |
Bentham Science Publishers |
publishDate |
2024 |
url |
http://irep.iium.edu.my/113096/2/113096_A%20Novel%20Polytope%20Algorithm.pdf http://irep.iium.edu.my/113096/3/113096_A%20Novel%20Polytope%20Algorithm_Scopus.pdf http://irep.iium.edu.my/113096/ https://www.eurekaselect.com/issue/13129 |
_version_ |
1805880559715483648 |
score |
13.18916 |