Novel Modulation Recognition for WFRFT-Based System Using 4th-Order Cumulants
We present a novel modulation recognition for weighted-type fractional Fourier transform (WFRFT)-based systems using the fourth-order cumulants. First, the constellation characteristics of the basic digital modulations ASK, PSK, and QAM are analyzed, and the corresponding relationships between the n...
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doaj-c13133e3531149bf97ed0a066d77eb5d2021-03-29T23:21:11ZengIEEEIEEE Access2169-35362019-01-017860188602510.1109/ACCESS.2019.29256918750794Novel Modulation Recognition for WFRFT-Based System Using 4th-Order CumulantsYuan Liang0https://orcid.org/0000-0003-4702-1581Xin Xiang1Ye Sun2Xinyu Da3Cong Li4Liyan Yin5Aeronautics Engineering College, Air Force Engineering University, Xi’an, ChinaAeronautics Engineering College, Air Force Engineering University, Xi’an, ChinaAeronautics Engineering College, Air Force Engineering University, Xi’an, ChinaInformation Engineering College, Yango University, Fuzhou, ChinaAeronautics Engineering College, Air Force Engineering University, Xi’an, ChinaAeronautics Engineering College, Air Force Engineering University, Xi’an, ChinaWe present a novel modulation recognition for weighted-type fractional Fourier transform (WFRFT)-based systems using the fourth-order cumulants. First, the constellation characteristics of the basic digital modulations ASK, PSK, and QAM are analyzed, and the corresponding relationships between the neighboring constellation points' distance and the constellation size are deduced. Second, the closed-form expressions of the fourth-order cumulants (C<sub>42</sub>) for the WFRFT-based systems with ASK, PSK, and QAM are derived. Finally, through the first- and second-order derivatives of the C<sub>42</sub>, we prove that the optimal WFRFT order α<sub>r</sub> can be obtained through the minimization of the C<sub>42</sub>. The simulation results show that the novel recognition for the WFRFT-based system is feasible and can reach an accuracy of almost 90% when energy per bit-to-noise power spectrum density ratio (E<sub>b</sub>/N<sub>0</sub>) is greater than 6.https://ieeexplore.ieee.org/document/8750794/Weighted-type fractional Fourier transform (WFRFT)modulation recognitionorder optimization using 4th-order cumulants |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Yuan Liang Xin Xiang Ye Sun Xinyu Da Cong Li Liyan Yin |
spellingShingle |
Yuan Liang Xin Xiang Ye Sun Xinyu Da Cong Li Liyan Yin Novel Modulation Recognition for WFRFT-Based System Using 4th-Order Cumulants IEEE Access Weighted-type fractional Fourier transform (WFRFT) modulation recognition order optimization using 4th-order cumulants |
author_facet |
Yuan Liang Xin Xiang Ye Sun Xinyu Da Cong Li Liyan Yin |
author_sort |
Yuan Liang |
title |
Novel Modulation Recognition for WFRFT-Based System Using 4th-Order Cumulants |
title_short |
Novel Modulation Recognition for WFRFT-Based System Using 4th-Order Cumulants |
title_full |
Novel Modulation Recognition for WFRFT-Based System Using 4th-Order Cumulants |
title_fullStr |
Novel Modulation Recognition for WFRFT-Based System Using 4th-Order Cumulants |
title_full_unstemmed |
Novel Modulation Recognition for WFRFT-Based System Using 4th-Order Cumulants |
title_sort |
novel modulation recognition for wfrft-based system using 4th-order cumulants |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2019-01-01 |
description |
We present a novel modulation recognition for weighted-type fractional Fourier transform (WFRFT)-based systems using the fourth-order cumulants. First, the constellation characteristics of the basic digital modulations ASK, PSK, and QAM are analyzed, and the corresponding relationships between the neighboring constellation points' distance and the constellation size are deduced. Second, the closed-form expressions of the fourth-order cumulants (C<sub>42</sub>) for the WFRFT-based systems with ASK, PSK, and QAM are derived. Finally, through the first- and second-order derivatives of the C<sub>42</sub>, we prove that the optimal WFRFT order α<sub>r</sub> can be obtained through the minimization of the C<sub>42</sub>. The simulation results show that the novel recognition for the WFRFT-based system is feasible and can reach an accuracy of almost 90% when energy per bit-to-noise power spectrum density ratio (E<sub>b</sub>/N<sub>0</sub>) is greater than 6. |
topic |
Weighted-type fractional Fourier transform (WFRFT) modulation recognition order optimization using 4th-order cumulants |
url |
https://ieeexplore.ieee.org/document/8750794/ |
work_keys_str_mv |
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1724189686820241408 |