Fast Estimation Method of Space-Time Two-Dimensional Positioning Parameters Based on Hadamard Product

The estimation speed of positioning parameters determines the effectiveness of the positioning system. The time of arrival (TOA) and direction of arrival (DOA) parameters can be estimated by the space-time two-dimensional multiple signal classification (2D-MUSIC) algorithm for array antenna. However...

Full description

Bibliographic Details
Main Authors: Haiwen Li, Nae Zheng, Xiyu Song, Yinghua Tian
Format: Article
Language:English
Published: Hindawi Limited 2018-01-01
Series:International Journal of Antennas and Propagation
Online Access:http://dx.doi.org/10.1155/2018/7306902
id doaj-8b8329f31fea4c2db9c4c2ea3a99cb72
record_format Article
spelling doaj-8b8329f31fea4c2db9c4c2ea3a99cb722020-11-25T00:52:31ZengHindawi LimitedInternational Journal of Antennas and Propagation1687-58691687-58772018-01-01201810.1155/2018/73069027306902Fast Estimation Method of Space-Time Two-Dimensional Positioning Parameters Based on Hadamard ProductHaiwen Li0Nae Zheng1Xiyu Song2Yinghua Tian3China National Digital Switching System Engineering and Technological Research Center, Zhengzhou, Henan 86-450002, ChinaChina National Digital Switching System Engineering and Technological Research Center, Zhengzhou, Henan 86-450002, ChinaChina National Digital Switching System Engineering and Technological Research Center, Zhengzhou, Henan 86-450002, ChinaChina National Digital Switching System Engineering and Technological Research Center, Zhengzhou, Henan 86-450002, ChinaThe estimation speed of positioning parameters determines the effectiveness of the positioning system. The time of arrival (TOA) and direction of arrival (DOA) parameters can be estimated by the space-time two-dimensional multiple signal classification (2D-MUSIC) algorithm for array antenna. However, this algorithm needs much time to complete the two-dimensional pseudo spectral peak search, which makes it difficult to apply in practice. Aiming at solving this problem, a fast estimation method of space-time two-dimensional positioning parameters based on Hadamard product is proposed in orthogonal frequency division multiplexing (OFDM) system, and the Cramer-Rao bound (CRB) is also presented. Firstly, according to the channel frequency domain response vector of each array, the channel frequency domain estimation vector is constructed using the Hadamard product form containing location information. Then, the autocorrelation matrix of the channel response vector for the extended array element in frequency domain and the noise subspace are calculated successively. Finally, by combining the closed-form solution and parameter pairing, the fast joint estimation for time delay and arrival direction is accomplished. The theoretical analysis and simulation results show that the proposed algorithm can significantly reduce the computational complexity and guarantee that the estimation accuracy is not only better than estimating signal parameters via rotational invariance techniques (ESPRIT) algorithm and 2D matrix pencil (MP) algorithm but also close to 2D-MUSIC algorithm. Moreover, the proposed algorithm also has certain adaptability to multipath environment and effectively improves the ability of fast acquisition of location parameters.http://dx.doi.org/10.1155/2018/7306902
collection DOAJ
language English
format Article
sources DOAJ
author Haiwen Li
Nae Zheng
Xiyu Song
Yinghua Tian
spellingShingle Haiwen Li
Nae Zheng
Xiyu Song
Yinghua Tian
Fast Estimation Method of Space-Time Two-Dimensional Positioning Parameters Based on Hadamard Product
International Journal of Antennas and Propagation
author_facet Haiwen Li
Nae Zheng
Xiyu Song
Yinghua Tian
author_sort Haiwen Li
title Fast Estimation Method of Space-Time Two-Dimensional Positioning Parameters Based on Hadamard Product
title_short Fast Estimation Method of Space-Time Two-Dimensional Positioning Parameters Based on Hadamard Product
title_full Fast Estimation Method of Space-Time Two-Dimensional Positioning Parameters Based on Hadamard Product
title_fullStr Fast Estimation Method of Space-Time Two-Dimensional Positioning Parameters Based on Hadamard Product
title_full_unstemmed Fast Estimation Method of Space-Time Two-Dimensional Positioning Parameters Based on Hadamard Product
title_sort fast estimation method of space-time two-dimensional positioning parameters based on hadamard product
publisher Hindawi Limited
series International Journal of Antennas and Propagation
issn 1687-5869
1687-5877
publishDate 2018-01-01
description The estimation speed of positioning parameters determines the effectiveness of the positioning system. The time of arrival (TOA) and direction of arrival (DOA) parameters can be estimated by the space-time two-dimensional multiple signal classification (2D-MUSIC) algorithm for array antenna. However, this algorithm needs much time to complete the two-dimensional pseudo spectral peak search, which makes it difficult to apply in practice. Aiming at solving this problem, a fast estimation method of space-time two-dimensional positioning parameters based on Hadamard product is proposed in orthogonal frequency division multiplexing (OFDM) system, and the Cramer-Rao bound (CRB) is also presented. Firstly, according to the channel frequency domain response vector of each array, the channel frequency domain estimation vector is constructed using the Hadamard product form containing location information. Then, the autocorrelation matrix of the channel response vector for the extended array element in frequency domain and the noise subspace are calculated successively. Finally, by combining the closed-form solution and parameter pairing, the fast joint estimation for time delay and arrival direction is accomplished. The theoretical analysis and simulation results show that the proposed algorithm can significantly reduce the computational complexity and guarantee that the estimation accuracy is not only better than estimating signal parameters via rotational invariance techniques (ESPRIT) algorithm and 2D matrix pencil (MP) algorithm but also close to 2D-MUSIC algorithm. Moreover, the proposed algorithm also has certain adaptability to multipath environment and effectively improves the ability of fast acquisition of location parameters.
url http://dx.doi.org/10.1155/2018/7306902
work_keys_str_mv AT haiwenli fastestimationmethodofspacetimetwodimensionalpositioningparametersbasedonhadamardproduct
AT naezheng fastestimationmethodofspacetimetwodimensionalpositioningparametersbasedonhadamardproduct
AT xiyusong fastestimationmethodofspacetimetwodimensionalpositioningparametersbasedonhadamardproduct
AT yinghuatian fastestimationmethodofspacetimetwodimensionalpositioningparametersbasedonhadamardproduct
_version_ 1725241947604385792