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16-07-2024

Method for DOA Estimation of Coprime Arrays Through Joint Auxiliary Arrays with Atomic Norm Minimization in the Presence of Gain-Phase Errors

Authors: Qiang Guo, Wenjie Zhao, Liangang Qi, Yani Wang, Kaliuzhnyi Mykola, Stepan Duplii

Published in: Circuits, Systems, and Signal Processing | Issue 10/2024

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Abstract

Coprime arrays (CPA) are extensively applied to estimate the direction of arrival (DOA). Yet, the effectiveness of existing DOA estimation algorithms for coprime arrays is predicated on the precise calibration of the array. Gain-phase errors in the sensors, when present, are magnified by the co-array, greatly impacting the performance of DOA estimation algorithms. To address the issue, this paper proposes a joint DOA estimation algorithm combining auxiliary arrays with atomic norm minimization. Exploiting the sub-array decomposition feature of coprime array, gain-phase error estimation is accomplished with the addition of precisely calibrated auxiliary arrays. Besides, the estimated gain-phase errors are used to correct the covariance of the signals received by the array. By combining array interpolation, all virtual sensors are fully utilized, and the interpolated virtual received signals are reconstructed into a Toeplitz matrix. The covariance matrix of these signals is then refined using atomic norm minimization, preparing the data for the final DOA estimation performed by subspace algorithms. In addition, for comparative analysis, the Cramér–Rao bound has also been derived under the condition of gain-phase errors, providing a benchmark for the performance of the proposed algorithm.

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Literature
1.
go back to reference S.H. Cao, Z.F. Ye, D.Y. Xu et al., A hadamard product based method for doa estimation and gain-phase error calibration. IEEE Trans. Aerosp. Electron. Syst. 49(2), 1224–1233 (2013)CrossRef S.H. Cao, Z.F. Ye, D.Y. Xu et al., A hadamard product based method for doa estimation and gain-phase error calibration. IEEE Trans. Aerosp. Electron. Syst. 49(2), 1224–1233 (2013)CrossRef
2.
go back to reference H. Chen, H.G. Lin, W. Liu, Q. Wang, Q. Shen, G. Wang, Augmented multi-subarray dilated nested array with enhanced degrees of freedom and reduced mutual coupling. IEEE Trans. Signal Process. 72, 1387–1399 (2024)MathSciNetCrossRef H. Chen, H.G. Lin, W. Liu, Q. Wang, Q. Shen, G. Wang, Augmented multi-subarray dilated nested array with enhanced degrees of freedom and reduced mutual coupling. IEEE Trans. Signal Process. 72, 1387–1399 (2024)MathSciNetCrossRef
3.
go back to reference P. Chen, Z.M. Chen, Z.X. Cao, X.B. Wang, A new atomic norm for DOA estimation with gain-phase errors. IEEE Trans. Signal Process. 68, 4293–4306 (2020)MathSciNetCrossRef P. Chen, Z.M. Chen, Z.X. Cao, X.B. Wang, A new atomic norm for DOA estimation with gain-phase errors. IEEE Trans. Signal Process. 68, 4293–4306 (2020)MathSciNetCrossRef
4.
go back to reference B. Friedlander, A sensitivity analysis of the MUSIC algorithm. IEEE Trans. Acoust. Speech Signal Process. 38(10), 1740–1751 (1990)CrossRef B. Friedlander, A sensitivity analysis of the MUSIC algorithm. IEEE Trans. Acoust. Speech Signal Process. 38(10), 1740–1751 (1990)CrossRef
5.
go back to reference B. Friedlander, On the sensitivity of covariance based direction finding to gain and phase perturbations. ICASSP, IEEE Int. Conf. Acoust. Speech Signal Process. Proc. 4, 445–448 (1992) B. Friedlander, On the sensitivity of covariance based direction finding to gain and phase perturbations. ICASSP, IEEE Int. Conf. Acoust. Speech Signal Process. Proc. 4, 445–448 (1992)
6.
go back to reference M.C. Fu, Z. Zheng, K. Zhang, W.Q. Wang, Coarray interpolation for direction finding and polarization estimation using coprime EMVS array via atomic norm minimization. IEEE Trans. Veh. Technol. 72(8), 10162–10172 (2023)CrossRef M.C. Fu, Z. Zheng, K. Zhang, W.Q. Wang, Coarray interpolation for direction finding and polarization estimation using coprime EMVS array via atomic norm minimization. IEEE Trans. Veh. Technol. 72(8), 10162–10172 (2023)CrossRef
7.
go back to reference Y.D. Guo, X.W. Hu, W.K. Feng, J. Gong, Low-complexity 2D DOA estimation and self-calibration for uniform rectangle array with gain-phase error. Remote Sens. 14(13), 3010 (2022)CrossRef Y.D. Guo, X.W. Hu, W.K. Feng, J. Gong, Low-complexity 2D DOA estimation and self-calibration for uniform rectangle array with gain-phase error. Remote Sens. 14(13), 3010 (2022)CrossRef
8.
go back to reference B. Hu, X.Y. Shen, M. Jiang, K.H. Zhao, Off-grid DOA estimation based on compressed sensing on multipath environment. Int. J. Antennas Propag. 2023, 9315869 (2023)CrossRef B. Hu, X.Y. Shen, M. Jiang, K.H. Zhao, Off-grid DOA estimation based on compressed sensing on multipath environment. Int. J. Antennas Propag. 2023, 9315869 (2023)CrossRef
9.
go back to reference B. Hu, X.C. Wu, X. Zhang, Q. Yang, W.B. Deng, DOA estimation based on compressed sensing with gain/phase uncertainties. IET Radar Sonar Navig. 12(11), 1346–1352 (2018)CrossRef B. Hu, X.C. Wu, X. Zhang, Q. Yang, W.B. Deng, DOA estimation based on compressed sensing with gain/phase uncertainties. IET Radar Sonar Navig. 12(11), 1346–1352 (2018)CrossRef
10.
go back to reference J.X. Kou, M. Li, C.L. Jiang, Robust direction-of-arrival estimation for coprime array in the presence of miscalibrated sensors. IEEE Access 8, 27152–27162 (2020)CrossRef J.X. Kou, M. Li, C.L. Jiang, Robust direction-of-arrival estimation for coprime array in the presence of miscalibrated sensors. IEEE Access 8, 27152–27162 (2020)CrossRef
11.
go back to reference J.X. Kou, M. Li, C.L. Jiang, A robust DOA estimator based on compressive sensing for coprime array in the presence of miscalibrated sensors. Sensors (Switzerland) 19(16), 3538 (2019)CrossRef J.X. Kou, M. Li, C.L. Jiang, A robust DOA estimator based on compressive sensing for coprime array in the presence of miscalibrated sensors. Sensors (Switzerland) 19(16), 3538 (2019)CrossRef
12.
go back to reference B. Liao, G.S. Liao, Method for array gain and phase uncertainties calibration based on ISM and ESPRIT. J. Syst. Eng. Electron. 20(2), 223–228 (2009) B. Liao, G.S. Liao, Method for array gain and phase uncertainties calibration based on ISM and ESPRIT. J. Syst. Eng. Electron. 20(2), 223–228 (2009)
13.
go back to reference C.L. Liu, P.P. Vaidyanathan, Super nested arrays: linear sparse arrays with reduced mutual coupling—part I: fundamentals. IEEE Trans. Signal Process. 64(15), 3997–4012 (2016)MathSciNetCrossRef C.L. Liu, P.P. Vaidyanathan, Super nested arrays: linear sparse arrays with reduced mutual coupling—part I: fundamentals. IEEE Trans. Signal Process. 64(15), 3997–4012 (2016)MathSciNetCrossRef
14.
go back to reference C.L. Liu, P.P. Vaidyanathan, Remarks on the spatial smoothing step in coarray MUSIC. IEEE Signal Process. Lett. 22(9), 1438–1442 (2015)CrossRef C.L. Liu, P.P. Vaidyanathan, Remarks on the spatial smoothing step in coarray MUSIC. IEEE Signal Process. Lett. 22(9), 1438–1442 (2015)CrossRef
15.
go back to reference C.L. Liu, P. P. Vaidyanathan, P. Pal, Coprime coarray interpolation for DOA estimation via nuclear norm minimization, in Proceedings—IEEE International Symposium on Circuits and Systems, 2016-July, pp. 2639–2642 (2016) C.L. Liu, P. P. Vaidyanathan, P. Pal, Coprime coarray interpolation for DOA estimation via nuclear norm minimization, in Proceedings—IEEE International Symposium on Circuits and Systems, 2016-July, pp. 2639–2642 (2016)
16.
go back to reference Y.X. Li, Y.J. Chi, Off-the-grid line spectrum denoising and estimation with multiple measurement vectors. IEEE Trans. Signal Process. 64(5), 1257–1269 (2016)MathSciNetCrossRef Y.X. Li, Y.J. Chi, Off-the-grid line spectrum denoising and estimation with multiple measurement vectors. IEEE Trans. Signal Process. 64(5), 1257–1269 (2016)MathSciNetCrossRef
17.
go back to reference F. Li, R.J. Vaccaro, Sensitivity analysis of DOA estimation algorithms to sensor errors. IEEE Trans. Aerosp. Electron. Syst. 28(3), 708–717 (1992)CrossRef F. Li, R.J. Vaccaro, Sensitivity analysis of DOA estimation algorithms to sensor errors. IEEE Trans. Aerosp. Electron. Syst. 28(3), 708–717 (1992)CrossRef
18.
go back to reference C. Liu, X. Tang, Z. Zhang, A new gain-phase error pre-calibration method for uniform linear arrays. Sensors 23(5), 2544 (2023)CrossRef C. Liu, X. Tang, Z. Zhang, A new gain-phase error pre-calibration method for uniform linear arrays. Sensors 23(5), 2544 (2023)CrossRef
19.
go back to reference A.F. Liu, G.S. Liao, C. Zeng, Z.W. Yang, Q. Xu, An eigenstructure method for estimating doa and sensor gain-phase errors. IEEE Trans. Signal Process. 59(12), 5944–5956 (2011)MathSciNetCrossRef A.F. Liu, G.S. Liao, C. Zeng, Z.W. Yang, Q. Xu, An eigenstructure method for estimating doa and sensor gain-phase errors. IEEE Trans. Signal Process. 59(12), 5944–5956 (2011)MathSciNetCrossRef
20.
go back to reference C. F. Mecklenbräuker, P. Gerstoft, E. Ollila, Y. Park. Robust and Sparse M-Estimation of DOA. arXiv. (2023) C. F. Mecklenbräuker, P. Gerstoft, E. Ollila, Y. Park. Robust and Sparse M-Estimation of DOA. arXiv. (2023)
21.
go back to reference P. Pal, P. P. Vaidyanathan, Coprime sampling and the music algorithm. 2011 Digital Signal Processing and Signal Processing Education Meeting, DSP/SPE 2011 - Proceedings, 289-294 (2011) P. Pal, P. P. Vaidyanathan, Coprime sampling and the music algorithm. 2011 Digital Signal Processing and Signal Processing Education Meeting, DSP/SPE 2011 - Proceedings, 289-294 (2011)
22.
go back to reference P. Pal, P.P. Vaidyanathan, Nested arrays: a novel approach to array processing with enhanced degrees of freedom. IEEE Trans. Signal Process. 58(8), 4167–4181 (2010)MathSciNetCrossRef P. Pal, P.P. Vaidyanathan, Nested arrays: a novel approach to array processing with enhanced degrees of freedom. IEEE Trans. Signal Process. 58(8), 4167–4181 (2010)MathSciNetCrossRef
23.
go back to reference J. Pierre, M. Kaveh, Experimental performance of calibration and direction-finding algorithms. Proc. ICASSP IEEE Int. Conf. Acoust. Speech Signal Process. 2, 1365–1368 (1991) J. Pierre, M. Kaveh, Experimental performance of calibration and direction-finding algorithms. Proc. ICASSP IEEE Int. Conf. Acoust. Speech Signal Process. 2, 1365–1368 (1991)
24.
go back to reference S. Qin, Y.D. Zhang, M.G. Amin, Generalized coprime array configurations for direction-of-arrival estimation. IEEE Trans. Signal Process. 63(6), 1377–1390 (2015)MathSciNetCrossRef S. Qin, Y.D. Zhang, M.G. Amin, Generalized coprime array configurations for direction-of-arrival estimation. IEEE Trans. Signal Process. 63(6), 1377–1390 (2015)MathSciNetCrossRef
25.
go back to reference H. Qiao, P. Pal. Unified analysis of co-array interpolation for direction-of-arrival estimation. ICASSP, in IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, pp. 3056–3060 (2017) H. Qiao, P. Pal. Unified analysis of co-array interpolation for direction-of-arrival estimation. ICASSP, in IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, pp. 3056–3060 (2017)
26.
go back to reference P. Stoica, A. Nehorai, MUSIC, maximum likelihood, and Cramer-Rao bound: further results and comparisons. IEEE Trans. Acoust. Speech Signal Process. 38(12), 2140–2150 (1990)CrossRef P. Stoica, A. Nehorai, MUSIC, maximum likelihood, and Cramer-Rao bound: further results and comparisons. IEEE Trans. Acoust. Speech Signal Process. 38(12), 2140–2150 (1990)CrossRef
27.
go back to reference Z.G. Shi, C.W. Zhou, Y.J. Gu, N.A. Goodman, F. Qu, Source estimation using coprime array: a sparse reconstruction perspective. IEEE Sens. J. 17(3), 755–765 (2017)CrossRef Z.G. Shi, C.W. Zhou, Y.J. Gu, N.A. Goodman, F. Qu, Source estimation using coprime array: a sparse reconstruction perspective. IEEE Sens. J. 17(3), 755–765 (2017)CrossRef
28.
go back to reference F.G. Sun, B. Gao, L.Z. Chen, P. Lan, A low-complexity ESPRIT-based DOA estimation method for co-prime linear arrays. Sensors (Switzerland) 16(9), 1367 (2016)CrossRef F.G. Sun, B. Gao, L.Z. Chen, P. Lan, A low-complexity ESPRIT-based DOA estimation method for co-prime linear arrays. Sensors (Switzerland) 16(9), 1367 (2016)CrossRef
29.
go back to reference B. Sun, DOA estimation method for coprime array under gain and phase error. Syst. Eng. Electron. 43(12), 3488–3494 (2021). (in chinese) B. Sun, DOA estimation method for coprime array under gain and phase error. Syst. Eng. Electron. 43(12), 3488–3494 (2021). (in chinese)
30.
go back to reference Z. Tan, Y.C. Eldar, A. Nehorai, Direction of arrival estimation using co-prime arrays: a super resolution viewpoint. IEEE Trans. Signal Process. 62(21), 5565–5576 (2014)MathSciNetCrossRef Z. Tan, Y.C. Eldar, A. Nehorai, Direction of arrival estimation using co-prime arrays: a super resolution viewpoint. IEEE Trans. Signal Process. 62(21), 5565–5576 (2014)MathSciNetCrossRef
31.
go back to reference P.P. Vaidyanathan, P. Pal, Sparse sensing with co-pprime samplers and arrays. IEEE Trans. Signal Process. 59(2), 573–586 (2011)MathSciNetCrossRef P.P. Vaidyanathan, P. Pal, Sparse sensing with co-pprime samplers and arrays. IEEE Trans. Signal Process. 59(2), 573–586 (2011)MathSciNetCrossRef
32.
go back to reference M.Z. Wang, A. Nehorai, Coarrays, MUSIC, and the Cramér-Rao Bound. IEEE Trans. Signal Process. 65(4), 933–946 (2017)MathSciNetCrossRef M.Z. Wang, A. Nehorai, Coarrays, MUSIC, and the Cramér-Rao Bound. IEEE Trans. Signal Process. 65(4), 933–946 (2017)MathSciNetCrossRef
33.
go back to reference M.Z. Wang, Z. Zhang, A. Nehorai, Performance analysis of coarray-based MUSIC in the presence of sensor location errors. IEEE Trans. Signal Process. 66(12), 3074–3085 (2018)MathSciNetCrossRef M.Z. Wang, Z. Zhang, A. Nehorai, Performance analysis of coarray-based MUSIC in the presence of sensor location errors. IEEE Trans. Signal Process. 66(12), 3074–3085 (2018)MathSciNetCrossRef
34.
go back to reference Y.Z. Yang, J.H. Wang, W.J. Cui, B. Ba, Coherent direction of arrival estimation based on low-rank matrix recovery utilising L\(<\)inf\(>\)2\(<\)/inf\(>\)-norm with moving coprime arrays. IET Radar Sonar Navig. 17(11), 1646–1653 (2023)CrossRef Y.Z. Yang, J.H. Wang, W.J. Cui, B. Ba, Coherent direction of arrival estimation based on low-rank matrix recovery utilising L\(<\)inf\(>\)2\(<\)/inf\(>\)-norm with moving coprime arrays. IET Radar Sonar Navig. 17(11), 1646–1653 (2023)CrossRef
35.
go back to reference S.K. Yadav, N.V. George, Fast direction-of-arrival estimation via coarray interpolation based on truncated nuclear norm regularization. IEEE Trans. Circuits Syst. II Express Briefs 68(4), 1522–1526 (2021) S.K. Yadav, N.V. George, Fast direction-of-arrival estimation via coarray interpolation based on truncated nuclear norm regularization. IEEE Trans. Circuits Syst. II Express Briefs 68(4), 1522–1526 (2021)
37.
go back to reference L.M. Zhao, H.Q. Liu, Y. Li, Y. Zhou, DOA estimation under sensor gain and phase uncertainties, in Proceedings of 2015 International Conference on Estimation, Detection and Information Fusion, ICEDIF 2015, pp. 209–213 (2015) L.M. Zhao, H.Q. Liu, Y. Li, Y. Zhou, DOA estimation under sensor gain and phase uncertainties, in Proceedings of 2015 International Conference on Estimation, Detection and Information Fusion, ICEDIF 2015, pp. 209–213 (2015)
38.
go back to reference Z. Zheng, W.Q. Wang, Y.Y. Kong, Y.D. Zhang, MISC array: a new sparse array design achieving increased degrees of freedom and reduced mutual coupling effect. IEEE Trans. Signal Process. 67(7), 1728–1741 (2019)MathSciNetCrossRef Z. Zheng, W.Q. Wang, Y.Y. Kong, Y.D. Zhang, MISC array: a new sparse array design achieving increased degrees of freedom and reduced mutual coupling effect. IEEE Trans. Signal Process. 67(7), 1728–1741 (2019)MathSciNetCrossRef
39.
go back to reference Z. Zheng, Y.X. Huang, W.Q. Wang, H.C. So, Direction-of-arrival estimation of coherent signals via coprime array interpolation. IEEE Signal Process. Lett. 27, 585–589 (2020)CrossRef Z. Zheng, Y.X. Huang, W.Q. Wang, H.C. So, Direction-of-arrival estimation of coherent signals via coprime array interpolation. IEEE Signal Process. Lett. 27, 585–589 (2020)CrossRef
40.
go back to reference C.W. Zhou, J.F. Zhou, Direction-of-arrival estimation with coarray ESPRIT for coprime array. Sensors (Switzerland) 17(8), 1779 (2017)CrossRef C.W. Zhou, J.F. Zhou, Direction-of-arrival estimation with coarray ESPRIT for coprime array. Sensors (Switzerland) 17(8), 1779 (2017)CrossRef
41.
go back to reference C.W. Zhou, Z.G. Shi, Y.J. Gu, N. A. Goodman, Doa estimation by covariance matrix sparse reconstruction of coprime array. ICASSP, in IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2015-August, pp. 2369–2373 (2015) C.W. Zhou, Z.G. Shi, Y.J. Gu, N. A. Goodman, Doa estimation by covariance matrix sparse reconstruction of coprime array. ICASSP, in IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2015-August, pp. 2369–2373 (2015)
42.
go back to reference C.W. Zhou, Y.J. Gu, X. Fan, Z.G. Shi, G.Q. Mao, Y.D. Zhang, Direction-of-arrival estimation for coprime array via virtual array interpolation. IEEE Trans. Signal Process. 66(22), 5956–5971 (2018)MathSciNetCrossRef C.W. Zhou, Y.J. Gu, X. Fan, Z.G. Shi, G.Q. Mao, Y.D. Zhang, Direction-of-arrival estimation for coprime array via virtual array interpolation. IEEE Trans. Signal Process. 66(22), 5956–5971 (2018)MathSciNetCrossRef
43.
go back to reference X. Zhang, Z. Zheng, W.Q. Wang, H.C. So, DOA estimation of coherent sources using coprime array via atomic norm minimization. IEEE Signal Process. Lett. 29, 1312–1316 (2022)CrossRef X. Zhang, Z. Zheng, W.Q. Wang, H.C. So, DOA estimation of coherent sources using coprime array via atomic norm minimization. IEEE Signal Process. Lett. 29, 1312–1316 (2022)CrossRef
Metadata
Title
Method for DOA Estimation of Coprime Arrays Through Joint Auxiliary Arrays with Atomic Norm Minimization in the Presence of Gain-Phase Errors
Authors
Qiang Guo
Wenjie Zhao
Liangang Qi
Yani Wang
Kaliuzhnyi Mykola
Stepan Duplii
Publication date
16-07-2024
Publisher
Springer US
Published in
Circuits, Systems, and Signal Processing / Issue 10/2024
Print ISSN: 0278-081X
Electronic ISSN: 1531-5878
DOI
https://doi.org/10.1007/s00034-024-02746-7