Optimal design of 2-D FIR digital differentiator using L1-norm based cuckoo-search algorithm

In this article, an optimal design of two-dimensional finite impulse response digital differentiators (2-D FIR-DD) with quadrantally odd symmetric impulse response is presented. The design problem of 2-D FIR-DD is formulated as an optimization problem based on the L 1 -error fitness function. The no...

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Veröffentlicht in:Multidimensional systems and signal processing 2017-10, Vol.28 (4), p.1569-1587
Hauptverfasser: Aggarwal, Apoorva, Kumar, Manjeet, Rawat, Tarun K., Upadhyay, D. K.
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Sprache:eng
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Zusammenfassung:In this article, an optimal design of two-dimensional finite impulse response digital differentiators (2-D FIR-DD) with quadrantally odd symmetric impulse response is presented. The design problem of 2-D FIR-DD is formulated as an optimization problem based on the L 1 -error fitness function. The novel error fitness function is based on the L 1 norm which is unique and is liable to produce a flat response. This design methodology incorporates advantages of L 1 -error approximating function and cuckoo-search algorithm (CSA) which is capable of attaining a global optimal solution. The optimized system coefficients are computed using L 1 -CSA and performance is measured in terms of magnitude response, phase response, absolute magnitude error and elapsed time. Simulation results have been compared with other optimization algorithms such as real-coded genetic algorithm and particle swarm optimization and it is observed that L 1 -CSA delivers optimal results for 2-D FIR-DD design problem. Further, performance of the L 1 -CSA based 2-D FIR-DD design is evaluated in terms of absolute magnitude error and algorithm execution time to demonstrate their effect with variation in the control parameters of CSA.
ISSN:0923-6082
1573-0824
DOI:10.1007/s11045-016-0433-0