Title :
Design of sparse digital differentiator using orthogonal matching pursuit method
Author :
Chien-Cheng Tseng ; Su-Ling Lee
Author_Institution :
Dept. of Comput. & Commun. Eng., Nat. Kaohsiung First Univ. of Sci. & Tech., Kaohsiung, Taiwan
Abstract :
In this paper, a new method is presented to design the sparse digital differentiator which is useful to determine and estimate the derivatives of given signal. First, the design problem is formulated a constrained ℓ0 minimization problem. Then, the orthogonal matching pursuit algorithm is used to solve this optimization problem efficiently. As a result, the sparsity of filter coefficients and error of magnitude response can be controlled by suitably choosing the prescribed design parameter. Finally, several examples are demonstrated to show the effectiveness of the proposed design method.
Keywords :
iterative methods; signal detection; signal sampling; filter coefficients; minimization problem; orthogonal matching pursuit method; sparse digital differentiator; Biomedical measurements; Radio frequency;
Conference_Titel :
Circuits and Systems (MWSCAS), 2011 IEEE 54th International Midwest Symposium on
Conference_Location :
Seoul
Print_ISBN :
978-1-61284-856-3
Electronic_ISBN :
1548-3746
DOI :
10.1109/MWSCAS.2011.6026661