An EKF based overlapping coalition formation game for cooperative wireless network navigation

Abstract The problem of efficient link selections for cooperative navigation is investigated in dynamic wireless networks, using an extended Kalman filter based overlapping coalition formation (OCF) game approach. Due to the densely deployment of nodes without proper link selections, the conventiona...

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Autores principales: Mingxing Ke, Shiwei Tian, Kaixiang Tong, Haiyan Zhang
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Lenguaje:EN
Publicado: Wiley 2021
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Acceso en línea:https://doaj.org/article/40a1a5f025a0435d9709ea8c22b79834
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spelling oai:doaj.org-article:40a1a5f025a0435d9709ea8c22b798342021-11-09T04:19:38ZAn EKF based overlapping coalition formation game for cooperative wireless network navigation1751-86361751-862810.1049/cmu2.12279https://doaj.org/article/40a1a5f025a0435d9709ea8c22b798342021-12-01T00:00:00Zhttps://doi.org/10.1049/cmu2.12279https://doaj.org/toc/1751-8628https://doaj.org/toc/1751-8636Abstract The problem of efficient link selections for cooperative navigation is investigated in dynamic wireless networks, using an extended Kalman filter based overlapping coalition formation (OCF) game approach. Due to the densely deployment of nodes without proper link selections, the conventional cooperative navigation approaches usually yield high time‐frequency resources as the existing resource management methods only work properly in static localisation systems. A new link selection mechanism which is reliable with limited resources in dynamic positioning scenarios is proposed. The varying topological structure and states of every node will be taken into consideration while each node abandons a considerable number of unnecessary links. Firstly, the state of every mobile node will be estimated in real‐time. Then a selection criterion is applied to determine whether nodes are well navigated. If the criterion is satisfied, an OCF game will be employed to construct the effective link selection. Otherwise, a re‐link mechanism will be used to obtain precise state information of each node. Numerical results show that the cooperative navigation algorithm can significantly improve the positioning accuracy and the proposed OCF game approach can build a cooperative network with limited number of links at the cost of appropriate performance degradation.Mingxing KeShiwei TianKaixiang TongHaiyan ZhangWileyarticleTelecommunicationTK5101-6720ENIET Communications, Vol 15, Iss 19, Pp 2407-2424 (2021)
institution DOAJ
collection DOAJ
language EN
topic Telecommunication
TK5101-6720
spellingShingle Telecommunication
TK5101-6720
Mingxing Ke
Shiwei Tian
Kaixiang Tong
Haiyan Zhang
An EKF based overlapping coalition formation game for cooperative wireless network navigation
description Abstract The problem of efficient link selections for cooperative navigation is investigated in dynamic wireless networks, using an extended Kalman filter based overlapping coalition formation (OCF) game approach. Due to the densely deployment of nodes without proper link selections, the conventional cooperative navigation approaches usually yield high time‐frequency resources as the existing resource management methods only work properly in static localisation systems. A new link selection mechanism which is reliable with limited resources in dynamic positioning scenarios is proposed. The varying topological structure and states of every node will be taken into consideration while each node abandons a considerable number of unnecessary links. Firstly, the state of every mobile node will be estimated in real‐time. Then a selection criterion is applied to determine whether nodes are well navigated. If the criterion is satisfied, an OCF game will be employed to construct the effective link selection. Otherwise, a re‐link mechanism will be used to obtain precise state information of each node. Numerical results show that the cooperative navigation algorithm can significantly improve the positioning accuracy and the proposed OCF game approach can build a cooperative network with limited number of links at the cost of appropriate performance degradation.
format article
author Mingxing Ke
Shiwei Tian
Kaixiang Tong
Haiyan Zhang
author_facet Mingxing Ke
Shiwei Tian
Kaixiang Tong
Haiyan Zhang
author_sort Mingxing Ke
title An EKF based overlapping coalition formation game for cooperative wireless network navigation
title_short An EKF based overlapping coalition formation game for cooperative wireless network navigation
title_full An EKF based overlapping coalition formation game for cooperative wireless network navigation
title_fullStr An EKF based overlapping coalition formation game for cooperative wireless network navigation
title_full_unstemmed An EKF based overlapping coalition formation game for cooperative wireless network navigation
title_sort ekf based overlapping coalition formation game for cooperative wireless network navigation
publisher Wiley
publishDate 2021
url https://doaj.org/article/40a1a5f025a0435d9709ea8c22b79834
work_keys_str_mv AT mingxingke anekfbasedoverlappingcoalitionformationgameforcooperativewirelessnetworknavigation
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AT shiweitian ekfbasedoverlappingcoalitionformationgameforcooperativewirelessnetworknavigation
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