Title :
Multiplier Truncation in FPGA Based CWT
Author :
Qassim, Yahya T. ; Cutmore, Tim ; Rowlands, David
Author_Institution :
Centre of Wireless Monitoring & Applic., Griffith Univ., Brisbane, QLD, Australia
Abstract :
This paper addresses the requirement of multiplier truncation on the FPGA based continuous wavelet transform (CWT) scalogram and compares it with the one produced by Matlab-software as a reference. A method was developed to give an appropriate truncation in the multiplier stage of the CWT. The Fast Fourier Transform (FFT) algorithm was used to compute the CWT at each time and scale. The VHDL language was used for design and implementation using Altium designer software targeting Spartan 3AN FPGA. The obtained results showed that hardware implementation achieved high degree of accuracy. The produced hardware scalogram in comparing with the software one has a NMSE of 0.0013, NAD of 0.0227 and SC quality measure of 0.998.
Keywords :
fast Fourier transforms; field programmable gate arrays; hardware description languages; mean square error methods; multiplying circuits; signal processing; wavelet transforms; Altium designer software; CWT; FFT algorithm; Spartan 3AN FPGA; VHDL language; continuous wavelet transform scalogram; fast Fourier transform algorithm; hardware scalogram; multiplier truncation; normalised average difference; normalised mean square error; structural content; Continuous wavelet transforms; Electroencephalography; Field programmable gate arrays; Hardware; Instruments; Quantization; Software; CWT; FFT; FPGA; scalogram quality; truncation;
Conference_Titel :
Communications and Information Technologies (ISCIT), 2012 International Symposium on
Conference_Location :
Gold Coast, QLD
Print_ISBN :
978-1-4673-1156-4
Electronic_ISBN :
978-1-4673-1155-7
DOI :
10.1109/ISCIT.2012.6381041