Underdetermined blind source separation method based on AP clustering
The invention discloses an underdetermined blind source separation method based on AP clustering, and belongs to the field of signal processing, and the method comprises the following steps: (S1) converting an observation signal to a time-frequency domain, so as to screen out a time-frequency single...
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Format | Patent |
Language | Chinese English |
Published |
09.07.2021
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Abstract | The invention discloses an underdetermined blind source separation method based on AP clustering, and belongs to the field of signal processing, and the method comprises the following steps: (S1) converting an observation signal to a time-frequency domain, so as to screen out a time-frequency single source point; (S2) sampling the time-frequency single source points, and clustering the sampled time-frequency single source points by using an AP clustering algorithm to obtain the number of signal sources and an initial clustering center; (S3) taking the number of the signal sources, the initial clustering center and the time-frequency single source points obtained in the step (S1) as input of a preset target clustering algorithm, correcting the initial clustering center to obtain a corrected clustering center, and estimating a hybrid matrix by taking the corrected clustering center as a column vector of the hybrid matrix; (S4) reconstructing a signal source by using the hybrid matrix, wherein the input paramete |
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AbstractList | The invention discloses an underdetermined blind source separation method based on AP clustering, and belongs to the field of signal processing, and the method comprises the following steps: (S1) converting an observation signal to a time-frequency domain, so as to screen out a time-frequency single source point; (S2) sampling the time-frequency single source points, and clustering the sampled time-frequency single source points by using an AP clustering algorithm to obtain the number of signal sources and an initial clustering center; (S3) taking the number of the signal sources, the initial clustering center and the time-frequency single source points obtained in the step (S1) as input of a preset target clustering algorithm, correcting the initial clustering center to obtain a corrected clustering center, and estimating a hybrid matrix by taking the corrected clustering center as a column vector of the hybrid matrix; (S4) reconstructing a signal source by using the hybrid matrix, wherein the input paramete |
Author | YIN QUAN MIAO JIGUI QIU PENG LUO HUI |
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DocumentTitleAlternate | 一种基于AP聚类的欠定盲源分离方法 |
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Snippet | The invention discloses an underdetermined blind source separation method based on AP clustering, and belongs to the field of signal processing, and the method... |
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Title | Underdetermined blind source separation method based on AP clustering |
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