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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Main Authors: Yuan Liang, Xin Xiang, Ye Sun, Xinyu Da, Cong Li, Liyan Yin
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8750794/
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spelling 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&#x2019;an, ChinaAeronautics Engineering College, Air Force Engineering University, Xi&#x2019;an, ChinaAeronautics Engineering College, Air Force Engineering University, Xi&#x2019;an, ChinaInformation Engineering College, Yango University, Fuzhou, ChinaAeronautics Engineering College, Air Force Engineering University, Xi&#x2019;an, ChinaAeronautics Engineering College, Air Force Engineering University, Xi&#x2019;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 &#x03B1;<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 &#x03B1;<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 AT yuanliang novelmodulationrecognitionforwfrftbasedsystemusing4thordercumulants
AT xinxiang novelmodulationrecognitionforwfrftbasedsystemusing4thordercumulants
AT yesun novelmodulationrecognitionforwfrftbasedsystemusing4thordercumulants
AT xinyuda novelmodulationrecognitionforwfrftbasedsystemusing4thordercumulants
AT congli novelmodulationrecognitionforwfrftbasedsystemusing4thordercumulants
AT liyanyin novelmodulationrecognitionforwfrftbasedsystemusing4thordercumulants
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