Performance evaluation of versal AI engines for radar signal processing
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Publicerad
Författare
Typ
Examensarbete för masterexamen
Master's Thesis
Master's Thesis
Modellbyggare
Tidskriftstitel
ISSN
Volymtitel
Utgivare
Sammanfattning
This thesis aimed to evaluate the artificial intelligence engines found on the Versal
VCK 190 evaluation board. To perform the evaluation, a non-homogeneous detector
based on the generalised inner product was used. This algorithm was implemented
in its entirety in MATLAB and on a graphics processing unit, which was used for
comparison. For the Versal board however, only parts of the algorithm were implemented
in the design. Further, the design was never run on the Versal board,
instead, simulations were used to achieve the results presented in this thesis.
This thesis found no real advantages of using the artificial intelligence engines for
the parts of the generalised inner product algorithm that were implemented. For
computations of matrices larger than 24 × 24, the graphics processing unit outperformed
the artificial intelligence engines in terms of speed. Although this report
did not find any real advantages for using the artificial intelligence engines, further
studies are required, especially regarding the power consumption in comparison to
the throughput, before any final conclusions can be drawn regarding the artificial
intelligence engines.
Beskrivning
Ämne/nyckelord
artificial intelligence engines, generalised inner product, non-homogeneous detector, graphics processing unit
