Efficient VLSI Architecture for Fuzzy C-Means Clustering in Reconfigurable Hardware

被引:3
|
作者
Li, Hui-Ya [1 ]
Yang, Cheng-Tsun [1 ]
Hwang, Wen-Jyi [1 ]
机构
[1] Natl Taiwan Normal Univ, Dept Comp Sci & Informat Engn, Taipei 116, Taiwan
关键词
FPGA; reconfigurable computing; data clustering; fuzzy system; system on programmable chip;
D O I
10.1109/FCST.2009.43
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A cost-effective parallel VLSI architecture for fuzzy c-means clustering is presented. The architecture reduces the area cost and computational complexity for membership coefficients and centroid computation by employing lookup table based dividers. The usual iterative operations fur updating the membership matrix and cluster centroid are merged into one single updating process to evade the large storage requirement. Experimental results show that the proposed solution is cm effective alternative for cluster analysis with low computational cost and high performance.
引用
收藏
页码:168 / 174
页数:7
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