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Journal Article

Fast Computation of Hahn Polynomials for High Order Moments

Mahmmod B. M., Abdulhussain S. H., Suk Tomáš, Hussain A.

: IEEE Access vol.10, 1 (2022), p. 48719-48732

: GA21-03921S, GA ČR, StrategieAV21/1, AV ČR

: Hahn polynomials, Hahn moments, propagation error, numerical error

: 10.1109/ACCESS.2022.3170893

: http://library.utia.cas.cz/separaty/2022/ZOI/suk-0565460.pdf

: https://ieeexplore.ieee.org/document/9764684

(eng): Discrete Hahn polynomials (DHPs) and their moments are considered to be one of the efficient orthogonal moments and they are applied in various scientific areas such as image processing and feature extraction. Commonly, DHPs are used as object representation, however, they suffer from the problem of numerical instability when the moment order becomes large. In this paper, an operative method to compute the Hahn orthogonal basis is proposed and applied to high orders. This paper developed a new mathematical model for computing the initial value of the DHP and for different values of DHP parameters (alpha and beta). In addition, the proposed method is composed of two recurrence algorithms with an adaptive threshold to stabilize the generation of the DHP coefficients. It is compared with state-of-the-art algorithms in terms of computational cost and the maximum size that can be correctly generated. The experimental results show that the proposed algorithm performs better in both parameters for wide ranges of parameter values alpha and beta, and polynomial sizes.

: IN

: 20201

2019-01-07 08:39