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2017 | OriginalPaper | Buchkapitel

Two-Dimensional DOA Estimation of Multipath Signals Using Compressive Sensing

verfasst von : Lin Zhao, Jian Xu, Jicheng Ding

Erschienen in: Bio-inspired Computing: Theories and Applications

Verlag: Springer Singapore

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Abstract

Multipath signal is often considered an interference that must be removed. The coherence between multipath and direct component makes it difficult to use conventional direction-of-arrival (DOA) estimation methods in a smart antenna system. This study demonstrates a new multipath signal DOA estimation technique of the L-shaped array. The proposed algorithm first converts the two-dimensional DOA estimation to the DOA estimation of uniform linear array, and apply the independent component analysis algorithm to obtain the steering vectors with multipath information. Then, based on the special structure of the obtained steering vectors and spatial sparsity of the multipath signals, the algorithm uses the solution of the sparse signal reconstruction problem in the compressive sensing theory, and search the space spectrums to acquire the synthesis angles for each direct component and multipath component. Finally according to the geometric relationship to obtained the azimuth and elevation angles. Comparative simulation tests and analysis prove the effectiveness of the proposed algorithm in estimation accuracy.

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Literatur
1.
Zurück zum Zitat Schmidt, R.: Multiple emitter location and signal parameter estimation. Int. J. Eng Res. 2, 276–280 (1986) Schmidt, R.: Multiple emitter location and signal parameter estimation. Int. J. Eng Res. 2, 276–280 (1986)
2.
Zurück zum Zitat Roy, R., Paulraj, A., Kailath, T.: ESPRIT-a subspace rotation approach to estimation of parameters of cisoids in noise. IEEE Trans. Antennas Propag. 34, 1340–1342 (1986)CrossRef Roy, R., Paulraj, A., Kailath, T.: ESPRIT-a subspace rotation approach to estimation of parameters of cisoids in noise. IEEE Trans. Antennas Propag. 34, 1340–1342 (1986)CrossRef
3.
Zurück zum Zitat Hua, Y., Sarkar, T., Weiner, D.D.: An L-shaped array for estimating 2-D directions of wave arrival. IEEE Trans. Antennas Propag. 39, 143–146 (1991)CrossRef Hua, Y., Sarkar, T., Weiner, D.D.: An L-shaped array for estimating 2-D directions of wave arrival. IEEE Trans. Antennas Propag. 39, 143–146 (1991)CrossRef
4.
Zurück zum Zitat Zhang, X., Xu, L., Xu, L., et al.: Direction of Departure (DOD) and Direction of Arrival (DOA) estimation in MIMO radar with reduced-dimension MUSIC. IEEE Commun. Lett. 14, 1161–1163 (2010)CrossRef Zhang, X., Xu, L., Xu, L., et al.: Direction of Departure (DOD) and Direction of Arrival (DOA) estimation in MIMO radar with reduced-dimension MUSIC. IEEE Commun. Lett. 14, 1161–1163 (2010)CrossRef
5.
Zurück zum Zitat Liang, J., Liu, D.: Joint elevation and azimuth direction finding using L-shaped array. IEEE Antennas Wirel. Propag. Lett. 58, 2136–2141 (2010)CrossRefMATHMathSciNet Liang, J., Liu, D.: Joint elevation and azimuth direction finding using L-shaped array. IEEE Antennas Wirel. Propag. Lett. 58, 2136–2141 (2010)CrossRefMATHMathSciNet
6.
Zurück zum Zitat Tayem, N., Majeed, K., Hussain, A.A.: Two-dimensional DOA estimation using cross-correlation matrix with L-shaped array. IEEE Antennas Wirel. Propag. Lett. 15, 1077–1080 (2016)CrossRef Tayem, N., Majeed, K., Hussain, A.A.: Two-dimensional DOA estimation using cross-correlation matrix with L-shaped array. IEEE Antennas Wirel. Propag. Lett. 15, 1077–1080 (2016)CrossRef
7.
Zurück zum Zitat Shan, T.J., Wax, M., Kailath, T.: On spatial smoothing for direction-of-arrival estimation of coherent signals. IEEE. Trans. Sig. Process. 33, 806–811 (1985)CrossRef Shan, T.J., Wax, M., Kailath, T.: On spatial smoothing for direction-of-arrival estimation of coherent signals. IEEE. Trans. Sig. Process. 33, 806–811 (1985)CrossRef
8.
Zurück zum Zitat Chen, Y.M., Lee, J.H., Yeh, C.C., et al.: Bearing estimation without calibration for randomly perturbed arrays. IEEE. Trans. Sig. Process. 39, 194–197 (1991)CrossRef Chen, Y.M., Lee, J.H., Yeh, C.C., et al.: Bearing estimation without calibration for randomly perturbed arrays. IEEE. Trans. Sig. Process. 39, 194–197 (1991)CrossRef
9.
Zurück zum Zitat Hamza, R., Buckley, K.: Second-order statistical analysis of totally weighted subspace fitting methods. IEEE. Trans. Sig. Process. 42, 2520–2524 (1994)CrossRef Hamza, R., Buckley, K.: Second-order statistical analysis of totally weighted subspace fitting methods. IEEE. Trans. Sig. Process. 42, 2520–2524 (1994)CrossRef
10.
Zurück zum Zitat Xie, J., He, Z., Li, H., et al.: 2D DOA estimation with sparse uniform circular arrays in the presence of mutual coupling. EURASIP. J. Adv. Sig. Process. 2011(1), 127 (2011)CrossRef Xie, J., He, Z., Li, H., et al.: 2D DOA estimation with sparse uniform circular arrays in the presence of mutual coupling. EURASIP. J. Adv. Sig. Process. 2011(1), 127 (2011)CrossRef
11.
Zurück zum Zitat Liu, Z., Ruan, X., He, J.: Efficient 2-D DOA estimation for coherent sources with a sparse acoustic vector-sensor array. Multidimens. Syst. Sig. 24(1), 105–120 (2013)CrossRefMATHMathSciNet Liu, Z., Ruan, X., He, J.: Efficient 2-D DOA estimation for coherent sources with a sparse acoustic vector-sensor array. Multidimens. Syst. Sig. 24(1), 105–120 (2013)CrossRefMATHMathSciNet
12.
Zurück zum Zitat Hyvrinen, A., Oja, E.: Independent component analysis: algorithms and applications. Neural Netw. 13, 411–430 (2000)CrossRef Hyvrinen, A., Oja, E.: Independent component analysis: algorithms and applications. Neural Netw. 13, 411–430 (2000)CrossRef
13.
Zurück zum Zitat Zhao, L.: ICA algorithm and its application in array signal processing. Harbin Engineering University (2009) Zhao, L.: ICA algorithm and its application in array signal processing. Harbin Engineering University (2009)
14.
Zurück zum Zitat Bingham, E., Hyvrinen, A.: A fast fixed-point algorithm for independent component analysis of complex valued signals. Int. J. Neural. Syst. 10, 1–8 (2000)CrossRef Bingham, E., Hyvrinen, A.: A fast fixed-point algorithm for independent component analysis of complex valued signals. Int. J. Neural. Syst. 10, 1–8 (2000)CrossRef
15.
Zurück zum Zitat Candes, E.J., Romberg, J.K., Tao, T.: Stable signal recovery from incomplete and inaccurate measurements. Commun. Pure Appl. Math. 59, 1207–1223 (2006)CrossRefMATHMathSciNet Candes, E.J., Romberg, J.K., Tao, T.: Stable signal recovery from incomplete and inaccurate measurements. Commun. Pure Appl. Math. 59, 1207–1223 (2006)CrossRefMATHMathSciNet
16.
Zurück zum Zitat Candes, E.J., Wakin, M.B.: An introduction to compressive sampling. IEEE Trans. Sig. Process. 25, 21–30 (2008)CrossRef Candes, E.J., Wakin, M.B.: An introduction to compressive sampling. IEEE Trans. Sig. Process. 25, 21–30 (2008)CrossRef
18.
Zurück zum Zitat Malioutov, D., Cetin, M., Willsky, A.S.: A sparse signal reconstruction perspective for source localization with sensor arrays. IEEE Trans. Sig. Process. 53, 3010–3022 (2005)CrossRefMATHMathSciNet Malioutov, D., Cetin, M., Willsky, A.S.: A sparse signal reconstruction perspective for source localization with sensor arrays. IEEE Trans. Sig. Process. 53, 3010–3022 (2005)CrossRefMATHMathSciNet
20.
Zurück zum Zitat Al-Ardi, E.M., Shubair, R.M., Al-Mualla, M.E.: Computationally efficient DOA estimation in a multipath environment using covariance differencing and iterative spatial smoothing. In: IEEE International Symposium on Circuits, Systems and Signal Processing, ISCAS 2005, vol. 3804, pp. 3805–3808. IEEE (2005) Al-Ardi, E.M., Shubair, R.M., Al-Mualla, M.E.: Computationally efficient DOA estimation in a multipath environment using covariance differencing and iterative spatial smoothing. In: IEEE International Symposium on Circuits, Systems and Signal Processing, ISCAS 2005, vol. 3804, pp. 3805–3808. IEEE (2005)
Metadaten
Titel
Two-Dimensional DOA Estimation of Multipath Signals Using Compressive Sensing
verfasst von
Lin Zhao
Jian Xu
Jicheng Ding
Copyright-Jahr
2017
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-7179-9_45