Estimation of spectral lines using expectation propagation
We consider the line spectral estimation (LSE) from general linear/nonlinear measurements obtained through a generalized linear model (GLM). This paper develops expectation propagation (EP) based LSE (EPLSE) method. The proposed method automatically estimates the model order, noise variance, and can...
| Main Authors: | , , |
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| Format: | Conference item |
| Language: | English |
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IEEE
2024
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| _version_ | 1811139129679806464 |
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| author | Zhu, J Lei, X Badiu, M-A |
| author_facet | Zhu, J Lei, X Badiu, M-A |
| author_sort | Zhu, J |
| collection | OXFORD |
| description | We consider the line spectral estimation (LSE) from general linear/nonlinear measurements obtained through a generalized linear model (GLM). This paper develops expectation propagation (EP) based LSE (EPLSE) method. The proposed method automatically estimates the model order, noise variance, and can deal with the nonlinear measurements. Numerical experiments show the excellent performance of EPLSE. |
| first_indexed | 2024-03-07T08:15:04Z |
| format | Conference item |
| id | oxford-uuid:09bfa8da-269e-4885-b421-803f7dc2b8c3 |
| institution | University of Oxford |
| language | English |
| last_indexed | 2024-09-25T04:01:11Z |
| publishDate | 2024 |
| publisher | IEEE |
| record_format | dspace |
| spelling | oxford-uuid:09bfa8da-269e-4885-b421-803f7dc2b8c32024-05-02T10:21:54ZEstimation of spectral lines using expectation propagationConference itemhttp://purl.org/coar/resource_type/c_5794uuid:09bfa8da-269e-4885-b421-803f7dc2b8c3EnglishSymplectic ElementsIEEE2024Zhu, JLei, XBadiu, M-AWe consider the line spectral estimation (LSE) from general linear/nonlinear measurements obtained through a generalized linear model (GLM). This paper develops expectation propagation (EP) based LSE (EPLSE) method. The proposed method automatically estimates the model order, noise variance, and can deal with the nonlinear measurements. Numerical experiments show the excellent performance of EPLSE. |
| spellingShingle | Zhu, J Lei, X Badiu, M-A Estimation of spectral lines using expectation propagation |
| title | Estimation of spectral lines using expectation propagation |
| title_full | Estimation of spectral lines using expectation propagation |
| title_fullStr | Estimation of spectral lines using expectation propagation |
| title_full_unstemmed | Estimation of spectral lines using expectation propagation |
| title_short | Estimation of spectral lines using expectation propagation |
| title_sort | estimation of spectral lines using expectation propagation |
| work_keys_str_mv | AT zhuj estimationofspectrallinesusingexpectationpropagation AT leix estimationofspectrallinesusingexpectationpropagation AT badiuma estimationofspectrallinesusingexpectationpropagation |