Home > CSC-OpenAccess Library > Manuscript Information
EXPLORE PUBLICATIONS BY COUNTRIES |
EUROPE | |
MIDDLE EAST | |
ASIA | |
AFRICA | |
............................. | |
United States of America | |
United Kingdom | |
Canada | |
Australia | |
Italy | |
France | |
Brazil | |
Germany | |
Malaysia | |
Turkey | |
China | |
Taiwan | |
Japan | |
Saudi Arabia | |
Jordan | |
Egypt | |
United Arab Emirates | |
India | |
Nigeria |
Design of Low-Pass Digital Differentiators Based on B-splines
Zijun He, Yining Sun
Pages - 30 - 42 | Revised - 01-06-2014 | Published - 01-07-2014
Published in Signal Processing: An International Journal (SPIJ)
MORE INFORMATION
KEYWORDS
Low-pass Differentiator, B-spline, Finite-impulse Response (FIR), Digital Filters.
ABSTRACT
This paper describes a new method for designing low-pass differentiators that could be widely suitable for low-frequency signals with different sampling rates. The method is based on the differential property of convolution and the derivatives of B-spline bias functions. The first order differentiator is just constructed by the first derivative of the B-spline of degree 5 or 4. A high (>2) order low-pass differentiator is constructed by cascading two low order differentiators, of which the coefficients are obtained from the nth derivative of a B-spline of degree n+2 expanded by factor a. In this paper, the properties of the proposed differentiators were presented. In addition, we gave the examples of designing the first to sixth order differentiators, and several simulations, including the effects of the factor a on the results and the anti-noise capability of the proposed differentiators. These properties analysis and simulations indicate that the proposed differentiator can be applied to a wide range of low-frequency signals, and the trade-off between noise- reduction and signal preservation can be made by selecting the maximum allowable value of a.
A. Georgakis and S. R. Subramaniam. "Estimation of the Second Derivative of Kinematic Impact Signals Using Fractional Fourier Domain Filtering," IEEE Transactions on Biomedical Engineering, vol. 56, pp. 996-1004, Apr 2009. | |
C. C. Tseng and S. L. Lee. "Design of digital differentiator using difference formula and Richardson extrapolation," Iet Signal Processing, vol. 2, pp. 177-188, Jun 2008. | |
C. C. Tseng and S. L. Lee. "Linear phase FIR differentiator design based on maximum signal-to-noise ratio criterion," Signal Processing, vol. 86, pp. 388-398, Feb 2006. | |
G. Vivo-Truyols and P. J. Schoenmakers. "Automatic selection of optimal Savitzky-Golay smoothing," Analytical Chemistry, vol. 78, pp. 4598-4608, Jul 2006. | |
I. W. Selesnick. "Maximally flat low-pass digital differentiators," IEEE Transactions on Circuits and Systems Ii-Analog and Digital Signal Processing, vol. 49, pp. 219-223, Mar 2002. | |
I. W. Selesnick. "Maximally flat low-pass digital differentiators," IEEE Transactions on Circuits and Systems Ii-Analog and Digital Signal Processing, vol. 49, pp. 219-223, Mar 2002. | |
J. A. d. l. O. Serna and M. Angel Platas-Garza. "Maximally flat differentiators through WLS Taylor decomposition," Digital Signal Processing, vol. 21, pp. 183-194, Mar 2011. | |
J. W. Luo, K. Ying, and J. Bai. "Savitzky-Golay smoothing and differentiation filter for even number data," Signal Processing, vol. 85, pp. 1429-1434, Jul 2005. | |
J. W. Luo, K. Ying, P. He, and J. Bai. "Properties of Savitzky-Golay digital differentiators,"Digital Signal Processing, vol. 15, pp. 122-136, Mar 2005. | |
M. A. Al-Alaoui, "Linear phase low-pass IIR digital differentiators. "IEEE Transactions on Signal Processing, vol. 55, pp. 697-706, Feb 2007. | |
M. A. Al-Alaoui. "Linear phase low-pass IIR digital differentiators," IEEE Transactions on Signal Processing, vol. 55, pp. 697-706, Feb 2007. | |
M. Browne, N. Mayer, and T. R. H. Cutmore. "A multiscale polynomial filter for adaptive smoothing," Digital Signal Processing, vol. 17, pp. 69-75, Jan 2007. | |
M. N. Gamito and S. C. Maddock. "Anti-aliasing with stratified B-spline filters of arbitrary degree," Computer Graphics Forum, vol. 25, pp. 163-172, 2006. | |
M. Unser, A. Aldroubi, and M. Eden. "B-spline signal-processing .1. Theory," IEEE Transactions on Signal Processing, vol. 41, pp. 821-833, Feb 1993. | |
M. Unser, A. Aldroubi, and M. Eden. "On the asymptotic convergence of B-spline wavelets to Gabor functions," IEEE Transactions on Information Theory, vol. 38, pp. 864-871, Mar 1992. | |
M. Unser. "Splines - A perfect fit for signal and image processing," IEEE Signal Processing Magazine, vol. 16, pp. 22-38, Nov 1999. | |
P. Laguna, N. V. Thakor, P. Caminal, and R. Jane. "Low-pass differentiators for biological signals with known spectra - application to ecg signal-processing," IEEE Transactions on Biomedical Engineering, vol. 37, pp. 420-425, Apr 1990. | |
R. W. Schafer. "What is a Savitzky-Golay filter?," IEEE Signal Processing Magazine, vol. 28,pp. 111-117, Jul 2011. | |
S. R. Krishnan and C. S. Seelamantula. "On the Selection of Optimum Savitzky-Golay Filters," IEEE Transactions on Signal Processing, vol. 61, pp. 380-391, Jan 2013. | |
S. Usui and I. Amidror. "Digital low-pass differentiation for biological signal-processing,"IEEE Transactions on Biomedical Engineering, vol. 29, pp. 686-693, 1982. | |
T. Siew-Lian and T. R. Fischer. "Linear prediction of subband signals," IEEE Journal on Selected Areas in Communications, vol. 12, pp. 1576-83, Dec. 1994. | |
V. V. Sondur, V. B. Sondur, and N. H. Ayachit. "Design of a fifth-order FIR digital differentiator using modified weighted least-squares technique," Digital Signal Processing,vol. 20, pp. 249-262, Jan 2010. | |
W.-D. Chang and D.-M. Chang. "Design of a higher-order digital differentiator using a particle swarm optimization approach," Mechanical Systems and Signal Processing, vol. 22, pp. 233-247, Jan 2008. | |
Y. P. Wang and S. L. Lee. "Scale-space derived from B-splines," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 20, pp. 1040-1055, Oct 1998. | |
Dr. Zijun He
Department of Automation, University of Science and Technology of China - China
hezijun@mail.ustc.edu.cn
Dr. Yining Sun
Institute of Intelligent and Machines - China
|
|
|
|
View all special issues >> | |
|
|