1-D and 2-D digital fractional-order Savitzky-Golay differentiator

被引:28
作者
Chen, Dali [2 ]
Chen, YangQuan [1 ]
Xue, Dingyu [2 ]
机构
[1] Utah State Univ, CSOIS, Dept Elect & Comp Engn, Logan, UT 84322 USA
[2] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110006, Liaoning, Peoples R China
基金
中国国家自然科学基金;
关键词
Fractional-order derivative; Digital differentiator; Savitzky-Golay filter; Image enhancement; DESIGN; APPROXIMATION; DERIVATIVES;
D O I
10.1007/s11760-012-0334-0
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, the one-dimension digital fractional-order Savitzky-Golay differentiator (DFOSGD), which generalizes the Savitzky-Golay filter from the integer order to the fractional order, is introduced and extended to 2-D by a group of direction operators. Then, a new image-enhancing algorithm is proposed based on the 2-D DFOSGD, and an unsupervised optimization algorithm is proposed for choosing the fractional-order parameter. Four numerical experiments are used to assess the performance of 2-D DFOSGD-based image-enhancing algorithm, and the results demonstrate its validity.
引用
收藏
页码:503 / 511
页数:9
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