Extended Kalman Filter-Based Approach for Autonomous Synchronization and Ranging in GPS-Denied Environments

Network ranging and clock synchronization based on two-way timing stamps exchange mechanism in complex GPS-denied environments is addressed in this paper. An estimator based on the Extended Kalman filter (EKF) is derived, according to which, the clock skew, clock offset, and ranging information can...

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Main Authors: Xiaobo Gu, Weiqiang Tan, Di Zhang, Yudong Lu, Ruidian Zhan
Format: Article
Language:English
Published: Wiley 2020-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2020/8836584
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author Xiaobo Gu
Weiqiang Tan
Di Zhang
Yudong Lu
Ruidian Zhan
author_facet Xiaobo Gu
Weiqiang Tan
Di Zhang
Yudong Lu
Ruidian Zhan
author_sort Xiaobo Gu
collection DOAJ
description Network ranging and clock synchronization based on two-way timing stamps exchange mechanism in complex GPS-denied environments is addressed in this paper. An estimator based on the Extended Kalman filter (EKF) is derived, according to which, the clock skew, clock offset, and ranging information can be jointly estimated. The proposed estimator provides off-line computation by storing the transmitting timing stamps in advance and could be implemented in asymmetrical and asynchronous scenarios. The simulation results show that the proposed estimator achieves a relative good performance than the existed estimators. In addition, a new Bayesian Cramér–Rao Lower Bound (B-CRLB) is derived. Numerous simulation results show that the proposed estimator meets the B-CRLB.
format Article
id doaj-art-396a3062ef9e4bdcbbb3c6ae40bdca5c
institution Kabale University
issn 1076-2787
1099-0526
language English
publishDate 2020-01-01
publisher Wiley
record_format Article
series Complexity
spelling doaj-art-396a3062ef9e4bdcbbb3c6ae40bdca5c2025-02-03T01:00:41ZengWileyComplexity1076-27871099-05262020-01-01202010.1155/2020/88365848836584Extended Kalman Filter-Based Approach for Autonomous Synchronization and Ranging in GPS-Denied EnvironmentsXiaobo Gu0Weiqiang Tan1Di Zhang2Yudong Lu3Ruidian Zhan4School of Automation, Guangdong University of Technology, Guangzhou 510000, ChinaSchool of Computer Science and Cyber Engineering, Guangzhou University, Guangzhou 510006, ChinaThe Second Military Agent Office, Equipment Department of China PLA Air Force in Beijing Area, Beijing 100074, ChinaGuangzhou GRG Metrology & Test Co., Ltd., Guangzhou 510656, ChinaChipeye Microelectronics Foshan Ltd., Foshan 528225, ChinaNetwork ranging and clock synchronization based on two-way timing stamps exchange mechanism in complex GPS-denied environments is addressed in this paper. An estimator based on the Extended Kalman filter (EKF) is derived, according to which, the clock skew, clock offset, and ranging information can be jointly estimated. The proposed estimator provides off-line computation by storing the transmitting timing stamps in advance and could be implemented in asymmetrical and asynchronous scenarios. The simulation results show that the proposed estimator achieves a relative good performance than the existed estimators. In addition, a new Bayesian Cramér–Rao Lower Bound (B-CRLB) is derived. Numerous simulation results show that the proposed estimator meets the B-CRLB.http://dx.doi.org/10.1155/2020/8836584
spellingShingle Xiaobo Gu
Weiqiang Tan
Di Zhang
Yudong Lu
Ruidian Zhan
Extended Kalman Filter-Based Approach for Autonomous Synchronization and Ranging in GPS-Denied Environments
Complexity
title Extended Kalman Filter-Based Approach for Autonomous Synchronization and Ranging in GPS-Denied Environments
title_full Extended Kalman Filter-Based Approach for Autonomous Synchronization and Ranging in GPS-Denied Environments
title_fullStr Extended Kalman Filter-Based Approach for Autonomous Synchronization and Ranging in GPS-Denied Environments
title_full_unstemmed Extended Kalman Filter-Based Approach for Autonomous Synchronization and Ranging in GPS-Denied Environments
title_short Extended Kalman Filter-Based Approach for Autonomous Synchronization and Ranging in GPS-Denied Environments
title_sort extended kalman filter based approach for autonomous synchronization and ranging in gps denied environments
url http://dx.doi.org/10.1155/2020/8836584
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AT dizhang extendedkalmanfilterbasedapproachforautonomoussynchronizationandrangingingpsdeniedenvironments
AT yudonglu extendedkalmanfilterbasedapproachforautonomoussynchronizationandrangingingpsdeniedenvironments
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