Title :
Design of two-channel linear phase biorthogonal wavelet filter banks via convex optimization
Author :
Sharma, Mukesh ; Singh, Taranveer ; Bhati, Dinesh ; Gadre, Vikram
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol. Bombay, Mumbai, India
Abstract :
Filter banks can be designed via convex optimization techniques. We present a convex optimization based design method to design linear phase biorthogonal two-channel wavelet filter banks, with prescribed number of vanishing moments (VMs) or regularity. First we design an optimal low-pass filter (LPF) followed by the design of complementary optimal synthesis LPF. The optimization problem is formulated to minimize the convex combination of pass-band and stop-band errors, passband ripple and stop-band attenuation. The perfect reconstruction (PR) conditions are imposed as a set of linear equality constraints. The VM constraints are also incorporated in the design of the filters as a set of linear equality constraints. The wavelets are constructed from iterations of designed filter banks using the cascade algorithm. A few design examples are presented, which demonstrates that biorthogonal wavelets can be constructed using the proposed method. To the best of our knowledge, design of biorthogonal wavelet filter banks has not been addressed using convex optimization methods.
Keywords :
channel bank filters; convex programming; low-pass filters; wavelet transforms; PR conditions; cascade algorithm; complementary optimal synthesis LPF; convex optimization based design method; optimal low-pass filter; pass-band errors; passband ripple; stop-band attenuation; stop-band errors; two-channel linear phase biorthogonal wavelet filter banks; vanishing moments; Attenuation; Convex functions; Design methodology; Measurement uncertainty; Optimization; Symmetric matrices; Vectors; Biorthogonal filter banks; convex optimization; stop-band attenuation; wavelets;
Conference_Titel :
Signal Processing and Communications (SPCOM), 2014 International Conference on
Conference_Location :
Bangalore
Print_ISBN :
978-1-4799-4666-2
DOI :
10.1109/SPCOM.2014.6983931