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Algebraic analysis of Toeplitz decorrelation techniques for direction-of-arrival estimation

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dc.contributor.author Shafuda, F
dc.contributor.author McDonald, Andre M
dc.contributor.author Van Wyk, MA
dc.contributor.author Versfeld, J
dc.date.accessioned 2021-02-12T09:13:15Z
dc.date.available 2021-02-12T09:13:15Z
dc.date.issued 2019-11
dc.identifier.citation Shafuda, F., McDonald, A.M., Van Wyk, M. & Versfeld, J. 2019. Algebraic analysis of Toeplitz decorrelation techniques for direction-of-arrival estimation. http://hdl.handle.net/10204/11752 . en_ZA
dc.identifier.isbn 978-1-7281-3055-2
dc.identifier.issn 2159-2160
dc.identifier.uri DOI: 10.1109/PrimeAsia47521.2019.8950745
dc.identifier.uri https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8950745
dc.identifier.uri http://hdl.handle.net/10204/11752
dc.description.abstract In this paper, we investigate the correlation Toeplitz (CTOP) and averaging Toeplitz (AVTOP) decorrelation techniques, as applied towards direction of arrival (DOA) estimation of coherent narrowband sources with the multiple signals classi cation (MUSIC) algorithm. Numerical studies suggest that CTOP leads towards more accurate DOA estimation than AVTOP; however, no theoretical motivation for this performance gap has yet been presented. In this paper, we derive expressions for the Toeplitz matrices produced by the CTOP and AVTOP techniques, for a scenario involving a three-element uniform linear array and two coherent source signals in additive white Gaussian noise. These expressions lead to the claim that the accuracy of the CTOP technique can be attributed to its retention of source DOA information as independent sums (i.e. in a superposition form) in the Toeplitz matrix. The claim is supported by an investigation of the MUSIC spectra corresponding to the distinct Toeplitz matrices. en_US
dc.format Abstract en_US
dc.language.iso en en_US
dc.relation.uri https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8950745 en_US
dc.relation.uri DOI: 10.1109/PrimeAsia47521.2019.8950745 en_US
dc.source Institute of Electrical and Electronics Engineers (IEEE) Asia Pacific Conference on Postgraduate Research in Microelectronics and Electronics, Bangkok, Thailand, 11-14 November 2019 en_US
dc.subject Toeplitz decorrelation en_US
dc.subject Multiple signal classification en_US
dc.subject Direction of arrival estimation en_US
dc.subject Angle of arrival estimation en_US
dc.title Algebraic analysis of Toeplitz decorrelation techniques for direction-of-arrival estimation en_US
dc.type Conference Presentation en_US
dc.description.pages 49-52 en_US
dc.description.note Copyright: 2019 IEEE. This is the abstract version of the work. en_US
dc.description.cluster Defence and Security
dc.description.impactarea Information Security Centre en_US
dc.identifier.apacitation Shafuda, F., McDonald, A. M., Van Wyk, M., & Versfeld, J. (2019). Algebraic analysis of Toeplitz decorrelation techniques for direction-of-arrival estimation. http://hdl.handle.net/10204/11752 en_ZA
dc.identifier.chicagocitation Shafuda, F, Andre Martin McDonald, MA Van Wyk, and J Versfeld. "Algebraic analysis of Toeplitz decorrelation techniques for direction-of-arrival estimation." <i>Institute of Electrical and Electronics Engineers (IEEE) Asia Pacific Conference on Postgraduate Research in Microelectronics and Electronics, Bangkok, Thailand, 11-14 November 2019</i> (2019): http://hdl.handle.net/10204/11752 en_ZA
dc.identifier.vancouvercitation Shafuda F, McDonald AM, Van Wyk M, Versfeld J, Algebraic analysis of Toeplitz decorrelation techniques for direction-of-arrival estimation; 2019. http://hdl.handle.net/10204/11752 . en_ZA
dc.identifier.ris TY - Conference Presentation AU - Shafuda, F AU - McDonald, Andre Martin AU - Van Wyk, MA AU - Versfeld, J AB - In this paper, we investigate the correlation Toeplitz (CTOP) and averaging Toeplitz (AVTOP) decorrelation techniques, as applied towards direction of arrival (DOA) estimation of coherent narrowband sources with the multiple signals classi cation (MUSIC) algorithm. Numerical studies suggest that CTOP leads towards more accurate DOA estimation than AVTOP; however, no theoretical motivation for this performance gap has yet been presented. In this paper, we derive expressions for the Toeplitz matrices produced by the CTOP and AVTOP techniques, for a scenario involving a three-element uniform linear array and two coherent source signals in additive white Gaussian noise. These expressions lead to the claim that the accuracy of the CTOP technique can be attributed to its retention of source DOA information as independent sums (i.e. in a superposition form) in the Toeplitz matrix. The claim is supported by an investigation of the MUSIC spectra corresponding to the distinct Toeplitz matrices. DA - 2019-11 DB - ResearchSpace DP - CSIR J1 - Institute of Electrical and Electronics Engineers (IEEE) Asia Pacific Conference on Postgraduate Research in Microelectronics and Electronics, Bangkok, Thailand, 11-14 November 2019 KW - Toeplitz decorrelation KW - Multiple signal classification KW - Direction of arrival estimation KW - Angle of arrival estimation LK - https://researchspace.csir.co.za PY - 2019 SM - 978-1-7281-3055-2 SM - 2159-2160 T1 - Algebraic analysis of Toeplitz decorrelation techniques for direction-of-arrival estimation TI - Algebraic analysis of Toeplitz decorrelation techniques for direction-of-arrival estimation UR - http://hdl.handle.net/10204/11752 ER - en_ZA
dc.identifier.worklist 23079 en_US


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