Improved MUSIC algorithm scattering cluster model channel parameter estimation method
A channel parameter and model technology, applied in the field of channel parameter estimation of the improved MUSIC algorithm scattering cluster model, can solve problems such as inapplicability of the scattering cluster model, and achieve the effect of solving the channel parameter estimation problem with less time-consuming and low complexity
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[0069] The time-of-arrival (TOA), direction-of-arrival (DOA) and Doppler frequency of the scattering cluster model are estimated by a modified multiple signal classification (MUSIC) algorithm. Taking advantage of the spatiotemporal characteristics of multiple channels, the proposed algorithm combines temporal filtering techniques and spatial domain smoothing techniques to separate and estimate incident rays. Compared with the SAGE algorithm, the improved MUSIC algorithm has the following advantages: high precision, reduced calculation, and reduced complexity.
[0070] The traditional SAGE algorithm does not work for models based on scattering clusters because it performs very poorly when the emission signals are highly correlated. Since the rank of the correlation matrix is the number of clusters and not the number of rays, the conventional MUSIC algorithm cannot be directly used for the scattering cluster model either. So we make some modifications based on the traditional...
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