Title :
Design of high-order digital differentiators using L1 error criteria
Author :
Chen, Charng-Kann ; Lee, Ju-Hong
Author_Institution :
Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei, Taiwan
fDate :
4/1/1995 12:00:00 AM
Abstract :
This paper considers the optimal design of high order digital differentiators in the L1 sense. Conventionally, using L1 error criterion for this design problem results in a nonlinear optimization problem since the corresponding objective function contains an absolute error function. We first reformulate the design problem as a linear programming problem in the frequency domain. To avoid the requirement of huge computation load and storage space when using linear programming based algorithms, we present a method based on a modification of Karmarkar´s algorithm to solve the design problem so that an analytical weighted least-squares (WLS) solution formula can be obtained. This leads to a very efficient procedure for the considered design problem. Computer simulations show that the designed differentiators can achieve more accurate wideband differentiation than those designed by using L2 and Chebyshev (minimax) error criteria
Keywords :
differentiating circuits; digital arithmetic; digital filters; errors; least squares approximations; linear programming; L1 error criteria; high-order digital differentiators; linear programming problem; nonlinear optimization problem; optimal design; weighted least-squares solution formula; wideband differentiation; Algorithm design and analysis; Approximation error; Chebyshev approximation; Finite impulse response filter; Frequency; Linear programming; Minimax techniques; Minimization methods; Signal processing algorithms; Wideband;
Journal_Title :
Circuits and Systems II: Analog and Digital Signal Processing, IEEE Transactions on