Intelligent Denoising-Aided Deep Learning Modulation Recognition with Cyclic Spectrum Features for Higher Accuracy

Lin Zhang; Heng Liu; Xiaoling Yang; Yuan Jiang; Zhiqiang Wu

doi:10.1109/TAES.2021.3083406

Intelligent Denoising-Aided Deep Learning Modulation Recognition with Cyclic Spectrum Features for Higher Accuracy

Lin Zhang, Heng Liu, Xiaoling Yang, Yuan Jiang, Zhiqiang Wu

Research output: Contribution to journal › Article › peer-review

Original language	English
Pages (from-to)	3749-3757
Number of pages	9
Journal	IEEE Transactions on Aerospace and Electronic Systems
Volume	57
Issue number	6
DOIs	https://doi.org/10.1109/TAES.2021.3083406
State	Published - Dec 1 2021
Externally published	Yes

ASJC Scopus Subject Areas

Aerospace Engineering
Electrical and Electronic Engineering

Keywords

Back-propagation (BP) deep neural network (DNN)
cyclic spectral analysis
deep learning (DL)
modulation recognition
recognition accuracy
two-dimensional (2-D) cross section

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10.1109/TAES.2021.3083406

Cite this

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title = "Intelligent Denoising-Aided Deep Learning Modulation Recognition with Cyclic Spectrum Features for Higher Accuracy",

keywords = "Back-propagation (BP) deep neural network (DNN), cyclic spectral analysis, deep learning (DL), modulation recognition, recognition accuracy, two-dimensional (2-D) cross section",

author = "Lin Zhang and Heng Liu and Xiaoling Yang and Yuan Jiang and Zhiqiang Wu",

note = "Publisher Copyright: {\textcopyright} 1965-2011 IEEE.",

year = "2021",

month = dec,

day = "1",

doi = "10.1109/TAES.2021.3083406",

language = "English",

volume = "57",

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journal = "IEEE Transactions on Aerospace and Electronic Systems",

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TY - JOUR

T1 - Intelligent Denoising-Aided Deep Learning Modulation Recognition with Cyclic Spectrum Features for Higher Accuracy

AU - Zhang, Lin

AU - Liu, Heng

AU - Yang, Xiaoling

AU - Jiang, Yuan

AU - Wu, Zhiqiang

PY - 2021/12/1

Y1 - 2021/12/1

KW - Back-propagation (BP) deep neural network (DNN)

KW - cyclic spectral analysis

KW - deep learning (DL)

KW - modulation recognition

KW - recognition accuracy

KW - two-dimensional (2-D) cross section

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U2 - 10.1109/TAES.2021.3083406

DO - 10.1109/TAES.2021.3083406

M3 - Article

AN - SCOPUS:85107212369

SN - 0018-9251

VL - 57

SP - 3749

EP - 3757

JO - IEEE Transactions on Aerospace and Electronic Systems

JF - IEEE Transactions on Aerospace and Electronic Systems

IS - 6

ER -

Intelligent Denoising-Aided Deep Learning Modulation Recognition with Cyclic Spectrum Features for Higher Accuracy

ASJC Scopus Subject Areas

Keywords

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