Iterative Design of L_p Digital Filters
نویسندگان
چکیده
—The design of digital filters is a fundamental process in the context of digital signal processing. The purpose of this paper is to study the use of lp norms (for 2 < p < ∞) as design criteria for digital filters, and to introduce a set of algorithms for the design of Finite (FIR) and Infinite (IIR) Impulse Response digital filters based on the Iterative Reweighted Least Squares (IRLS) algorithm. The proposed algorithms rely on the idea of breaking the lp filter design problem into a sequence of approximations rather than solving the original lp problem directly. It is shown that one can efficiently design filters that arbitrarily approximate a desired lp solution (for 2 < p < ∞) including the commonly used l∞ (or minimax) design problem. A method to design filters with different norms in different bands is presented (allowing the user for better control of the signal and noise behavior per band). Among the main contributions of this work is a method for the design of magnitude lp IIR filters. Experimental results show that the algorithms in this work are robust and efficient, improving over traditional off-the-shelf optimization tools. The group of proposed algorithms form a flexible collection that offers robustness and efficiency for a wide variety of digital filter design applications.
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ورودعنوان ژورنال:
- CoRR
دوره abs/1207.4526 شماره
صفحات -
تاریخ انتشار 2012