Cargando…

Iterative Positioning Algorithm for Indoor Node Based on Distance Correction in WSNs

Node position information is critical in wireless sensor networks (WSN). However, existing positioning algorithms commonly have the issue of low positioning accuracy due to noise interferences in communication. Hence, proposed in this paper is an iterative positioning algorithm based on distance cor...

Descripción completa

Detalles Bibliográficos
Autores principales: Chen, Jing, Wang, Shixin, Ouyang, Mingsan, Xuan, Yuting, Li, Kuan-Ching
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6891436/
https://www.ncbi.nlm.nih.gov/pubmed/31717343
http://dx.doi.org/10.3390/s19224871
_version_ 1783475813466767360
author Chen, Jing
Wang, Shixin
Ouyang, Mingsan
Xuan, Yuting
Li, Kuan-Ching
author_facet Chen, Jing
Wang, Shixin
Ouyang, Mingsan
Xuan, Yuting
Li, Kuan-Ching
author_sort Chen, Jing
collection PubMed
description Node position information is critical in wireless sensor networks (WSN). However, existing positioning algorithms commonly have the issue of low positioning accuracy due to noise interferences in communication. Hence, proposed in this paper is an iterative positioning algorithm based on distance correction to improve the positioning accuracy of target nodes in WSNs, with contributions including (1) a log-distance distribution model of received signal strength indication (RSSI) ranging which is built and from which is derived a noise impact factor based on the model, (2) the initial position coordinates of the target node obtained using a triangle centroid localization algorithm, via which the distance deviation coefficient under the influence of noise is calculated, and (3) the ratio of the distance measured by the log-distance distribution model to the median distance deviation coefficient which is taken as the new distance between the target node and the anchor node. Based on the new distance, the triangular centroid positioning algorithm is applied to calculate the coordinates of the target node, after which the iterative positioning model is constructed and the distance deviation coefficient updated repeatedly to update the positioning result until the criteria of iterations are reached. Experiment results show that the proposed iterative positioning algorithm is promising and effectively improves positioning accuracy.
format Online
Article
Text
id pubmed-6891436
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-68914362019-12-18 Iterative Positioning Algorithm for Indoor Node Based on Distance Correction in WSNs Chen, Jing Wang, Shixin Ouyang, Mingsan Xuan, Yuting Li, Kuan-Ching Sensors (Basel) Article Node position information is critical in wireless sensor networks (WSN). However, existing positioning algorithms commonly have the issue of low positioning accuracy due to noise interferences in communication. Hence, proposed in this paper is an iterative positioning algorithm based on distance correction to improve the positioning accuracy of target nodes in WSNs, with contributions including (1) a log-distance distribution model of received signal strength indication (RSSI) ranging which is built and from which is derived a noise impact factor based on the model, (2) the initial position coordinates of the target node obtained using a triangle centroid localization algorithm, via which the distance deviation coefficient under the influence of noise is calculated, and (3) the ratio of the distance measured by the log-distance distribution model to the median distance deviation coefficient which is taken as the new distance between the target node and the anchor node. Based on the new distance, the triangular centroid positioning algorithm is applied to calculate the coordinates of the target node, after which the iterative positioning model is constructed and the distance deviation coefficient updated repeatedly to update the positioning result until the criteria of iterations are reached. Experiment results show that the proposed iterative positioning algorithm is promising and effectively improves positioning accuracy. MDPI 2019-11-08 /pmc/articles/PMC6891436/ /pubmed/31717343 http://dx.doi.org/10.3390/s19224871 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Chen, Jing
Wang, Shixin
Ouyang, Mingsan
Xuan, Yuting
Li, Kuan-Ching
Iterative Positioning Algorithm for Indoor Node Based on Distance Correction in WSNs
title Iterative Positioning Algorithm for Indoor Node Based on Distance Correction in WSNs
title_full Iterative Positioning Algorithm for Indoor Node Based on Distance Correction in WSNs
title_fullStr Iterative Positioning Algorithm for Indoor Node Based on Distance Correction in WSNs
title_full_unstemmed Iterative Positioning Algorithm for Indoor Node Based on Distance Correction in WSNs
title_short Iterative Positioning Algorithm for Indoor Node Based on Distance Correction in WSNs
title_sort iterative positioning algorithm for indoor node based on distance correction in wsns
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6891436/
https://www.ncbi.nlm.nih.gov/pubmed/31717343
http://dx.doi.org/10.3390/s19224871
work_keys_str_mv AT chenjing iterativepositioningalgorithmforindoornodebasedondistancecorrectioninwsns
AT wangshixin iterativepositioningalgorithmforindoornodebasedondistancecorrectioninwsns
AT ouyangmingsan iterativepositioningalgorithmforindoornodebasedondistancecorrectioninwsns
AT xuanyuting iterativepositioningalgorithmforindoornodebasedondistancecorrectioninwsns
AT likuanching iterativepositioningalgorithmforindoornodebasedondistancecorrectioninwsns