Design of a New Lightweight Accurate Grid-Based Localization Method for WASN

Existing solutions designed for acoustic target localization based on the received signal energy in WSN suffer either from low localization accuracy due to suboptimal convergence or high computations requirements due to the application of complex algorithms. The main contribution of this article is...

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Main Authors: Fatima Al-Quayed, Adel Soudani, Saad Al-Ahmadi
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9374486/
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spelling doaj-7a576735cc4b4659a89924e693cbde452021-03-30T15:10:52ZengIEEEIEEE Access2169-35362021-01-019426604267310.1109/ACCESS.2021.30650239374486Design of a New Lightweight Accurate Grid-Based Localization Method for WASNFatima Al-Quayed0Adel Soudani1https://orcid.org/0000-0003-0397-9843Saad Al-Ahmadi2https://orcid.org/0000-0001-9406-6809Department of Computer Science, College of Computer and Information Sciences, King Saud University (KSU), Riyadh, Saudi ArabiaDepartment of Computer Science, College of Computer and Information Sciences, King Saud University (KSU), Riyadh, Saudi ArabiaDepartment of Computer Science, College of Computer and Information Sciences, King Saud University (KSU), Riyadh, Saudi ArabiaExisting solutions designed for acoustic target localization based on the received signal energy in WSN suffer either from low localization accuracy due to suboptimal convergence or high computations requirements due to the application of complex algorithms. The main contribution of this article is the design of a new lightweight energy-based acoustic source localization solution intended for implementation in wireless sensors. The novelty of this solution resides in devising lightweight computation of the cost function in the location estimator algorithm and the application of the Tabu metaheuristic method to enhance the localization accuracy. In terms of localization accuracy, the proposed scheme outperforms many existing solutions with reduced localization error by up to 88% while using only three energy measurements, which saves around 85% of node energy. Furthermore, the performance analysis results showed a stable behavior of the proposed algorithm across a wide range of parameters variations of the energy-decay model, which demonstrates the robustness of the scheme.https://ieeexplore.ieee.org/document/9374486/Acoustic target localizationlightweight localizationenergy efficiencywireless acoustic sensor network (WASN)
collection DOAJ
language English
format Article
sources DOAJ
author Fatima Al-Quayed
Adel Soudani
Saad Al-Ahmadi
spellingShingle Fatima Al-Quayed
Adel Soudani
Saad Al-Ahmadi
Design of a New Lightweight Accurate Grid-Based Localization Method for WASN
IEEE Access
Acoustic target localization
lightweight localization
energy efficiency
wireless acoustic sensor network (WASN)
author_facet Fatima Al-Quayed
Adel Soudani
Saad Al-Ahmadi
author_sort Fatima Al-Quayed
title Design of a New Lightweight Accurate Grid-Based Localization Method for WASN
title_short Design of a New Lightweight Accurate Grid-Based Localization Method for WASN
title_full Design of a New Lightweight Accurate Grid-Based Localization Method for WASN
title_fullStr Design of a New Lightweight Accurate Grid-Based Localization Method for WASN
title_full_unstemmed Design of a New Lightweight Accurate Grid-Based Localization Method for WASN
title_sort design of a new lightweight accurate grid-based localization method for wasn
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description Existing solutions designed for acoustic target localization based on the received signal energy in WSN suffer either from low localization accuracy due to suboptimal convergence or high computations requirements due to the application of complex algorithms. The main contribution of this article is the design of a new lightweight energy-based acoustic source localization solution intended for implementation in wireless sensors. The novelty of this solution resides in devising lightweight computation of the cost function in the location estimator algorithm and the application of the Tabu metaheuristic method to enhance the localization accuracy. In terms of localization accuracy, the proposed scheme outperforms many existing solutions with reduced localization error by up to 88% while using only three energy measurements, which saves around 85% of node energy. Furthermore, the performance analysis results showed a stable behavior of the proposed algorithm across a wide range of parameters variations of the energy-decay model, which demonstrates the robustness of the scheme.
topic Acoustic target localization
lightweight localization
energy efficiency
wireless acoustic sensor network (WASN)
url https://ieeexplore.ieee.org/document/9374486/
work_keys_str_mv AT fatimaalquayed designofanewlightweightaccurategridbasedlocalizationmethodforwasn
AT adelsoudani designofanewlightweightaccurategridbasedlocalizationmethodforwasn
AT saadalahmadi designofanewlightweightaccurategridbasedlocalizationmethodforwasn
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