Title :
Memory efficient spectral estimation on parallel computing architectures
Author :
Michael Barjenbruch;Franz Gritschneder;Klaus Dietmayer;Jens Klappstein;Juergen Dickmann
Author_Institution :
Institute of Measurement, Control and Microtechnology, Ulm University, Germany
Abstract :
A method for spectral estimation is proposed. It is based on the multidimensional extensions of the RELAX algorithm. The fast Fourier transform is replaced by multiple Chirp-Z transforms. Each transform has a much shorter length than the transform in the original algorithm. This reduces the memory requirements significantly. At the same time a high degree of parallelism is preserved. A detailed analysis of the computational requirements is given. Finally, the proposed method is applied to automotive radar measurements. It is shown, that the multidimensional spectral estimation resolves multiple scattering centers on an extended object.
Keywords :
"Memory management","Signal processing algorithms","Estimation","Chirp","Yttrium","Transforms"
Conference_Titel :
Signal Processing and Signal Processing Education Workshop (SP/SPE), 2015 IEEE
DOI :
10.1109/DSP-SPE.2015.7369576