Hybrid WiFi/UWB, cooperative localization using Particle Filter
Indoor navigation using RF signals has attracted tremendous attention in the recent years. However, indoor localization using RF signaling is very challenging and does not provide adequate precision for many applications. In this paper we use Particle Filter (PF) to integrate the Received Signal Str...
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Published in | 2015 International Conference on Computing, Networking and Communications (ICNC) pp. 1055 - 1060 |
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Main Authors | , , |
Format | Conference Proceeding |
Language | English |
Published |
IEEE
01.02.2015
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Subjects | |
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Abstract | Indoor navigation using RF signals has attracted tremendous attention in the recent years. However, indoor localization using RF signaling is very challenging and does not provide adequate precision for many applications. In this paper we use Particle Filter (PF) to integrate the Received Signal Strength (RSS) of WiFi and the Time Of Arrival (TOA) of UWB RF signaling for precise cooperative localization in indoor environment. The choice for PF is due to non-linear and Non-Gaussian channel models for RF localization algorithm. We use channel models for the RSS of WiFi and the TOA of UWB. The performance of the PF results are evaluated in a typical indoor scenario and are compared with the Cramér-Rao-Lower-Bound (CRLB) for Hybrid (UWB & WiFi) in Cooperative (COOP) and non-Cooperative (NCOOP) modes. |
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AbstractList | Indoor navigation using RF signals has attracted tremendous attention in the recent years. However, indoor localization using RF signaling is very challenging and does not provide adequate precision for many applications. In this paper we use Particle Filter (PF) to integrate the Received Signal Strength (RSS) of WiFi and the Time Of Arrival (TOA) of UWB RF signaling for precise cooperative localization in indoor environment. The choice for PF is due to non-linear and Non-Gaussian channel models for RF localization algorithm. We use channel models for the RSS of WiFi and the TOA of UWB. The performance of the PF results are evaluated in a typical indoor scenario and are compared with the Cramér-Rao-Lower-Bound (CRLB) for Hybrid (UWB & WiFi) in Cooperative (COOP) and non-Cooperative (NCOOP) modes. |
Author | Pahlavan, Kaveh Alsindi, Nayef A. Bargshady, Nader |
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Snippet | Indoor navigation using RF signals has attracted tremendous attention in the recent years. However, indoor localization using RF signaling is very challenging... |
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SubjectTerms | Channel models COOP CRLB Distance measurement IEEE 802.11 Standards LOS NCOOP NLOS Nonlinear optics Particle filters Radio frequency RSS TOA UWB WiFi Wireless networks |
Title | Hybrid WiFi/UWB, cooperative localization using Particle Filter |
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