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Anchor-Aided Joint Localization and Synchronization Using SOOP: Theory and Experiments
We consider the problem of tracking a receiver using signals-of-opportunity (SOOPs) from beacons and a reference anchor with known positions and velocities, and where all devices have asynchronous local clocks or oscillators. We model the clock drift at individual devices by a two-state model with u...
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Published in: | IEEE transactions on wireless communications 2016-11, Vol.15 (11), p.7670-7685 |
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container_title | IEEE transactions on wireless communications |
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creator | Mei Leng Quitin, Francois Wee Peng Tay Chi Cheng Razul, Sirajudeen Gulam Samson See, Chong Meng |
description | We consider the problem of tracking a receiver using signals-of-opportunity (SOOPs) from beacons and a reference anchor with known positions and velocities, and where all devices have asynchronous local clocks or oscillators. We model the clock drift at individual devices by a two-state model with unknown clock offset and clock skew and analyze the biases introduced by clock asynchronism in the received signals. Based on an extended Kalman filter, we propose a sequential estimator to jointly track the receiver location, velocity, and its clock parameters using altitude information together with time-difference-of-arrival and frequency-difference-of-arrival measurements obtained from the SOOP samples collected by the receiver and a reference anchor. The receiver was implemented on a software-defined radio testbed, and field experiments are carried out using Iridium satellites as the SOOP beacons. The experiment and simulation results demonstrate that our measurement model has a good fit, and our proposed estimator can successfully track both the receiver location, velocity, and the relative clock offset and skew with respect to the reference anchor with good accuracy. |
doi_str_mv | 10.1109/TWC.2016.2606099 |
format | article |
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We model the clock drift at individual devices by a two-state model with unknown clock offset and clock skew and analyze the biases introduced by clock asynchronism in the received signals. Based on an extended Kalman filter, we propose a sequential estimator to jointly track the receiver location, velocity, and its clock parameters using altitude information together with time-difference-of-arrival and frequency-difference-of-arrival measurements obtained from the SOOP samples collected by the receiver and a reference anchor. The receiver was implemented on a software-defined radio testbed, and field experiments are carried out using Iridium satellites as the SOOP beacons. 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We model the clock drift at individual devices by a two-state model with unknown clock offset and clock skew and analyze the biases introduced by clock asynchronism in the received signals. Based on an extended Kalman filter, we propose a sequential estimator to jointly track the receiver location, velocity, and its clock parameters using altitude information together with time-difference-of-arrival and frequency-difference-of-arrival measurements obtained from the SOOP samples collected by the receiver and a reference anchor. The receiver was implemented on a software-defined radio testbed, and field experiments are carried out using Iridium satellites as the SOOP beacons. The experiment and simulation results demonstrate that our measurement model has a good fit, and our proposed estimator can successfully track both the receiver location, velocity, and the relative clock offset and skew with respect to the reference anchor with good accuracy.</description><subject>Beacons</subject><subject>Clocks</subject><subject>EKF</subject><subject>Extended Kalman filter</subject><subject>Extraterrestrial measurements</subject><subject>Geo-localization</subject><subject>Iridium</subject><subject>Iridium network</subject><subject>Receivers</subject><subject>Satellite broadcasting</subject><subject>Satellite tracking</subject><subject>Satellites</subject><subject>signal-of-opportunity</subject><subject>Software radio</subject><subject>Synchronism</subject><subject>Synchronization</subject><subject>USRP</subject><issn>1536-1276</issn><issn>1558-2248</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><recordid>eNo9kE1LAzEQhoMoWKt3wcuC562TZJPdeCulflGo0FaPISZZu6UmNdmC6683tdXLzDDzzNeL0CWGAcYgbuavowEBzAeEAwchjlAPM1blhBTV8S6mPMek5KfoLMYVAC45Yz30MnR66UM-bIw12ZNvXJtNvFbr5lu1jXeZciabdQkK3v3lFrFx79lsOn2-zeZL60P3i42_NjY0H9a18Ryd1God7cXB99HibjwfPeST6f3jaDjJdQG0zYkBWmusqdUKGGVCFdrSCggRjBtS2OINc6pNKRipjeZ1hXmylCfCUgG0j673czfBf25tbOXKb4NLKyWuqMAVpE8TBXtKBx9jsLXcpDtV6CQGuVNPJvXkTj15UC-1XO1bGmvtP16yVOac_gC1pGpX</recordid><startdate>20161101</startdate><enddate>20161101</enddate><creator>Mei Leng</creator><creator>Quitin, Francois</creator><creator>Wee Peng Tay</creator><creator>Chi Cheng</creator><creator>Razul, Sirajudeen Gulam</creator><creator>Samson See, Chong Meng</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. 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We model the clock drift at individual devices by a two-state model with unknown clock offset and clock skew and analyze the biases introduced by clock asynchronism in the received signals. Based on an extended Kalman filter, we propose a sequential estimator to jointly track the receiver location, velocity, and its clock parameters using altitude information together with time-difference-of-arrival and frequency-difference-of-arrival measurements obtained from the SOOP samples collected by the receiver and a reference anchor. The receiver was implemented on a software-defined radio testbed, and field experiments are carried out using Iridium satellites as the SOOP beacons. 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source | IEEE Electronic Library (IEL) Journals |
subjects | Beacons Clocks EKF Extended Kalman filter Extraterrestrial measurements Geo-localization Iridium Iridium network Receivers Satellite broadcasting Satellite tracking Satellites signal-of-opportunity Software radio Synchronism Synchronization USRP |
title | Anchor-Aided Joint Localization and Synchronization Using SOOP: Theory and Experiments |
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