TY - GEN
T1 - A VHDL design for PCA
AU - Hamd, M.
AU - Bouzerdoum, A.
PY - 2008
Y1 - 2008
N2 - This paper presents a VHDL implementation of principal component analysis based on Xilinix ISE 8.2i. The system accepts as input a data matrix of size M × N, and computes the covariance matrix, its eigenvectors and eigenvalues, and outputs the principal component vectors. The VHDL code was written, compiled, tested, and simulated. Experimental results are presented for the Xilinx ISE 8.2i and compared with results obtained from the MATLAB software to demonstrate the effectiveness of the proposed design.
AB - This paper presents a VHDL implementation of principal component analysis based on Xilinix ISE 8.2i. The system accepts as input a data matrix of size M × N, and computes the covariance matrix, its eigenvectors and eigenvalues, and outputs the principal component vectors. The VHDL code was written, compiled, tested, and simulated. Experimental results are presented for the Xilinx ISE 8.2i and compared with results obtained from the MATLAB software to demonstrate the effectiveness of the proposed design.
KW - Digital system design
KW - FPGA
KW - PCA
KW - VHDL
UR - http://www.scopus.com/inward/record.url?scp=62649083226&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:62649083226
SN - 1601320566
SN - 9781601320568
T3 - Proceedings of the 2008 International Conference on Computer Design, CDES 2008
SP - 207
EP - 210
BT - Proceedings of the 2008 International Conference on Computer Design, CDES 2008
T2 - 2008 International Conference on Computer Design, CDES 2008
Y2 - 14 July 2008 through 17 July 2008
ER -