Iterative Eigenfilter Method for Designing Optimum Overdecimated Orthonormal Fir Compaction Filter Banks
نویسندگان
چکیده
Much attention has recently been given to the construction of signaladapted orthonormal filter banks designed to optimize a particular objective function such as coding gain or a multiresolution criterion. For certain classes of filter banks, the optimum solution is a principal component filter bank (PCFB), which is simultaneously optimal for several objectives including the ones mentioned above. However, for the class of finite impulse response (FIR) filter banks, a PCFB in general does not exist. For this case, numerical techniques must be employed to find an optimum filter bank for a particular objective. In this paper, we present an iterative method for designing an overdecimated FIR filter bank optimized for energy compaction. The proposed algorithm is an eigenfilter method that is low in computational complexity. Simulation results show the merit of the proposed method, in that as the filter order increases, the filters designed behave more and more like those of the infinite order PCFB.
منابع مشابه
Different Approaches for the Design of IFIR Compaction Filter
Optimization of filter banks based on the knowledge of input statistics has been of interest for a long time. Finite impulse response (FIR) Compaction filters are used in the design of optimal signal adapted orthonormal FIR filter banks. In this paper we discuss three different approaches for the design of interpolated finite impulse response (IFIR) compaction filters. In the first method, the ...
متن کاملANALYTICAL METHOD FOR 2-CHANNEL OPTIMUM FIR ORTHONORMAL FILTER BANKSt
Absfmcf. In this paper we propose an analyical method for the design of two-channel optimum FIR compaction filters which determine optimum orthonormal filter banks. The method is applicable for a fairly large class of random processes. Under some conditions, the method successfully constructs the theoretically optimum solution. Whenever this is the case, the magnitude-squared responses of the f...
متن کاملTHE ROLE OF THE DISCRETE-TIME KALMAN-YAKUBOVITCH-POPOV LEMMA IN DESIGNING STATISTICALLY OPTIMUM FIR ORTHONORMAL FILTER BANKS t
We introduce a new approach to design FIR energy compaction filters of arbitrary order N . The optimization of such filters is important due to their close connection to the design of an M-channel orthonormal filter bank adapted to the input signal statistics. The novel procedure finds the optimum product filter Fopt(z) = Hopt(z)Hopt(z-') corresponding to the compaction filter Hopt(z ) . The id...
متن کاملTheory and design of optimum FIR compaction filters
Energy compaction filters have attracted considerable attention due in part, to the fact that they are the building blocks of optimal orthonormal (paraunitary) filter banks. In this paper we introduce some new design techniques for optimum M-channel FIR compaction filters for a given input power spectrum. Some properties of the optimum FIR compaction filters and the corresponding maximum compac...
متن کاملakefnmarky ANALYTICAL METHOD FOR 2-CHANNEL OPTIMUM FIR ORTHONORMAL FILTER BANKSy
In this paper we propose an analyi-cal method for the design of two-channel optimum FIR compaction lters which determine optimum or-thonormal lter banks. The method is applicable for a fairly large class of random processes. Under some conditions, the method successfully constructs the theoretically optimum solution. Whenever this is the case, the magnitude-squared responses of the l-ters are u...
متن کامل