TY - JOUR
T1 - Generalized Sampling Theory in the Quaternion Domain
T2 - A Fractional Fourier Approach
AU - Samad, Muhammad Adnan
AU - Xia, Yuanqing
AU - Al-Rashidi, Nader
AU - Siddiqui, Saima
AU - Bhat, Muhammad Younus
AU - Alshanbari, Huda M.
N1 - Publisher Copyright:
© 2024 by the authors.
PY - 2024/12
Y1 - 2024/12
N2 - The field of quaternions has made a substantial impact on signal processing research, with numerous studies exploring their applications. Building on this foundation, this article extends the study of sampling theory using the quaternion fractional Fourier Transform (QFRFT). We first propose a generalized sampling expansion (GSE) for fractional bandlimited signals via the QFRFT, extending the classical Papoulis expansion. Next, we design fractional quaternion Fourier filters to reconstruct both the signals and their derivatives, based on the GSE and QFRFT properties. We illustrate the practical utility of the QFRFT-based GSE framework with a case study on signal denoising, demonstrating its effectiveness in noise reduction with the Mean Squared Error (MSE), highlighting the improvement in signal restoration.
AB - The field of quaternions has made a substantial impact on signal processing research, with numerous studies exploring their applications. Building on this foundation, this article extends the study of sampling theory using the quaternion fractional Fourier Transform (QFRFT). We first propose a generalized sampling expansion (GSE) for fractional bandlimited signals via the QFRFT, extending the classical Papoulis expansion. Next, we design fractional quaternion Fourier filters to reconstruct both the signals and their derivatives, based on the GSE and QFRFT properties. We illustrate the practical utility of the QFRFT-based GSE framework with a case study on signal denoising, demonstrating its effectiveness in noise reduction with the Mean Squared Error (MSE), highlighting the improvement in signal restoration.
KW - fractional bandlimited signal
KW - generalized sampling expansion
KW - quaternion algebra
KW - quaternion fractional Fourier filters
KW - quaternion fractional Fourier transform
UR - http://www.scopus.com/inward/record.url?scp=85213463082&partnerID=8YFLogxK
U2 - 10.3390/fractalfract8120748
DO - 10.3390/fractalfract8120748
M3 - Article
AN - SCOPUS:85213463082
SN - 2504-3110
VL - 8
JO - Fractal and Fractional
JF - Fractal and Fractional
IS - 12
M1 - 748
ER -