A new iterative algorithm for geolocating a known altitude target using TDOA and FDOA measurements in the presence of satellite location uncertainty
This paper considers the problem of geolocating a target on the Earth surface whose altitude is known previously using the target signal time difference of arrival (TDOA) and frequency difference of arrival (FDOA) measurements obtained at satellites. The number of satellites available for the geoloc...
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| Published in | Chinese journal of aeronautics Vol. 28; no. 5; pp. 1510 - 1518 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.10.2015
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1000-9361 2588-9230 |
| DOI | 10.1016/j.cja.2015.08.015 |
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| Abstract | This paper considers the problem of geolocating a target on the Earth surface whose altitude is known previously using the target signal time difference of arrival (TDOA) and frequency difference of arrival (FDOA) measurements obtained at satellites. The number of satellites available for the geolocation task is more than sufficient and their locations are subject to random errors. This paper derives the constrained Cramor-Rao lower bound (CCRLB) of the target position, and on the basis of the CCRLB analysis, an approximately efficient constrained maximum likelihood estimator (CMLE) for geolocating the target is established. A new iterative algorithm for solving the CMLE is then proposed, where the updated target position estimate is shown to be the globally optimal solution to a generalized trust region sub-problem (GTRS) which can be found via a simple bisection search. First-order mean square error (MSE) analysis is conducted to quantify the performance degradation when the known target altitude is assumed to be precise but indeed has an unknown but deterministic error. Computer simulations are used to compare the performance of the proposed iterative geolocation technique with those of two benchmark algorithms. They verify the approximate efficiency of the proposed algorithm and the validity of the MSE analysis. |
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| AbstractList | This paper considers the problem of geolocating a target on the Earth surface whose altitude is known previously using the target signal time difference of arrival (TDOA) and frequency difference of arrival (FDOA) measurements obtained at satellites. The number of satellites available for the geolocation task is more than sufficient and their locations are subject to random errors. This paper derives the constrained Cramér-Rao lower bound (CCRLB) of the target position, and on the basis of the CCRLB analysis, an approximately efficient constrained maximum likelihood estimator (CMLE) for geolocating the target is established. A new iterative algorithm for solving the CMLE is then proposed, where the updated target position estimate is shown to be the globally optimal solution to a generalized trust region sub-problem (GTRS) which can be found via a simple bisection search. First-order mean square error (MSE) analysis is conducted to quantify the performance degradation when the known target altitude is assumed to be precise but indeed has an unknown but deterministic error. Computer simulations are used to compare the performance of the proposed iterative geolocation technique with those of two benchmark algorithms. They verify the approximate efficiency of the proposed algorithm and the validity of the MSE analysis. This paper considers the problem of geolocating a target on the Earth surface whose altitude is known previously using the target signal time difference of arrival (TDOA) and frequency difference of arrival (FDOA) measurements obtained at satellites. The number of satellites available for the geolocation task is more than sufficient and their locations are subject to random errors. This paper derives the constrained Cramor-Rao lower bound (CCRLB) of the target position, and on the basis of the CCRLB analysis, an approximately efficient constrained maximum likelihood estimator (CMLE) for geolocating the target is established. A new iterative algorithm for solving the CMLE is then proposed, where the updated target position estimate is shown to be the globally optimal solution to a generalized trust region sub-problem (GTRS) which can be found via a simple bisection search. First-order mean square error (MSE) analysis is conducted to quantify the performance degradation when the known target altitude is assumed to be precise but indeed has an unknown but deterministic error. Computer simulations are used to compare the performance of the proposed iterative geolocation technique with those of two benchmark algorithms. They verify the approximate efficiency of the proposed algorithm and the validity of the MSE analysis. |
| Author | Cao Yalu Peng Li Li Jinzhou Yang Le Guo Fucheng |
| AuthorAffiliation | School of Internet of Things ( Io T ) Engineering, Jiangnan University, Wuxi 214122, China College of Electronic Science and Engineering, National University of Defense Technology, Changsha 410073, China Synergetic hmovation Center of Food Sofety and Nutrition, Wuxi 214122, China |
| Author_xml | – sequence: 1 givenname: Yalu surname: Cao fullname: Cao, Yalu email: yalu.cao.gao@gmail.com organization: School of Internet of Things (IoT) Engineering, Jiangnan University, Wuxi 214122, China – sequence: 2 givenname: Li surname: Peng fullname: Peng, Li email: penglimail2002@163.com organization: School of Internet of Things (IoT) Engineering, Jiangnan University, Wuxi 214122, China – sequence: 3 givenname: Jinzhou surname: Li fullname: Li, Jinzhou email: lijinz@missouri.edu organization: College of Electronic Science and Engineering, National University of Defense Technology, Changsha 410073, China – sequence: 4 givenname: Le surname: Yang fullname: Yang, Le email: le.yang.le@gmail.com organization: School of Internet of Things (IoT) Engineering, Jiangnan University, Wuxi 214122, China – sequence: 5 givenname: Fucheng surname: Guo fullname: Guo, Fucheng email: gfcly75@gmail.com organization: College of Electronic Science and Engineering, National University of Defense Technology, Changsha 410073, China |
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| Cites_doi | 10.1109/ICASSP.1994.389616 10.1109/TSP.2009.2037666 10.1109/TSP.2006.880213 10.1109/ISCAS.2004.1328781 10.1109/78.218151 10.1117/12.913374 10.1109/LSP.2006.891316 10.1109/TSP.2004.831921 10.1109/TAES.2011.5937261 10.1109/78.301830 10.1109/7.259534 10.1109/97.700921 10.1109/ANTHOLOGY.2013.6784815 10.1109/TVT.2012.2225074 10.1016/S1000-9361(11)60423-8 10.1109/TVT.2011.2142204 10.1109/TAES.2012.6178105 10.1016/S1000-9361(11)60437-8 10.1109/TAES.1976.308294 10.1109/TASSP.1982.1163855 10.1016/j.cja.2013.06.009 10.1109/TASSP.1981.1163560 10.1049/iet-rsn.2014.0440 10.1109/7.599239 10.1049/iet-rsn.2011.0205 10.1016/j.cja.2014.02.013 10.1109/TSP.2007.909342 10.1109/7.826312 10.1109/TAES.1984.310439 10.1080/10556789308805542 10.1109/TSP.2006.885744 |
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| DocumentTitleAlternate | A new iterative algorithm for geolocating a known altitude target using TDOA and FDOA measurements in the presence of satellite location uncertainty |
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| Keywords | Constrained Cramér-Rao lower bound (CCRLB) Performance analysis Generalized trust region sub-problem (GTRS) Time difference of arrival (TDOA) Frequency difference of arrival (FDOA) |
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| Notes | This paper considers the problem of geolocating a target on the Earth surface whose altitude is known previously using the target signal time difference of arrival (TDOA) and frequency difference of arrival (FDOA) measurements obtained at satellites. The number of satellites available for the geolocation task is more than sufficient and their locations are subject to random errors. This paper derives the constrained Cramor-Rao lower bound (CCRLB) of the target position, and on the basis of the CCRLB analysis, an approximately efficient constrained maximum likelihood estimator (CMLE) for geolocating the target is established. A new iterative algorithm for solving the CMLE is then proposed, where the updated target position estimate is shown to be the globally optimal solution to a generalized trust region sub-problem (GTRS) which can be found via a simple bisection search. First-order mean square error (MSE) analysis is conducted to quantify the performance degradation when the known target altitude is assumed to be precise but indeed has an unknown but deterministic error. Computer simulations are used to compare the performance of the proposed iterative geolocation technique with those of two benchmark algorithms. They verify the approximate efficiency of the proposed algorithm and the validity of the MSE analysis. 11-1732/V Constrained Cram6r-Raolower bound (CCRLB):Frequency difference ofarrival (FDOA);Generalized trust regionsub-problem (GTRS):Performance analysis:Time difference of arrival(TDOA) |
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| PublicationTitle | Chinese journal of aeronautics |
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| Publisher | Elsevier Ltd |
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| SubjectTerms | Constrained Cramér-Rao lower bound (CCRLB) FDOA Frequency difference of arrival (FDOA) Generalized trust region sub-problem (GTRS) Performance analysis TDOA Time difference of arrival (TDOA) 不确定性 低空目标 卫星数量 地理定位 目标位置 迭代算法 |
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| Title | A new iterative algorithm for geolocating a known altitude target using TDOA and FDOA measurements in the presence of satellite location uncertainty |
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