A deep learning based algorithm with multi-level feature extraction for automatic modulation recognition

[1]  Manos M. Tentzeris,et al.  Four-PAM Modulation of Ambient FM Backscattering for Spectrally Efficient Low-Power Applications , 2018, IEEE Transactions on Microwave Theory and Techniques.

[2]  Hua Peng,et al.  A Deep Learning Framework for Signal Detection and Modulation Classification , 2019, Sensors.

[3]  Yu-Dong Yao,et al.  Modulation Classification Based on Signal Constellation Diagrams and Deep Learning , 2019, IEEE Transactions on Neural Networks and Learning Systems.

[4]  Shuyuan Yang,et al.  Robust Automated VHF Modulation Recognition Based on Deep Convolutional Neural Networks , 2018, IEEE Communications Letters.

[5]  K. C. Ho,et al.  Modulation identification of digital signals by the wavelet transform , 2000 .

[6]  Prasanna Chaporkar,et al.  A Learnable Distortion Correction Module for Modulation Recognition , 2018, IEEE Wireless Communications Letters.

[7]  Jie Yang,et al.  Data-Driven Deep Learning for Automatic Modulation Recognition in Cognitive Radios , 2019, IEEE Transactions on Vehicular Technology.

[8]  Jürgen Schmidhuber,et al.  Long Short-Term Memory , 1997, Neural Computation.

[9]  Qing Guo,et al.  A deep learning method based on convolutional neural network for automatic modulation classification of wireless signals , 2017, MLICOM.

[10]  Xiaojun Jing,et al.  Adversarial Transfer Learning for Deep Learning Based Automatic Modulation Classification , 2020, IEEE Signal Processing Letters.

[11]  Sofie Pollin,et al.  Deep Learning Models for Wireless Signal Classification With Distributed Low-Cost Spectrum Sensors , 2017, IEEE Transactions on Cognitive Communications and Networking.

[12]  Guangyi Liu,et al.  Generative Adversarial Networks-Based Semi-Supervised Automatic Modulation Recognition for Cognitive Radio Networks , 2018, Sensors.

[13]  Dong-Seong Kim,et al.  CNN-Based Automatic Modulation Classification for Beyond 5G Communications , 2020, IEEE Communications Letters.

[14]  Elsayed Elsayed Azzouz,et al.  Algorithms for automatic modulation recognition of communication signals , 1998, IEEE Trans. Commun..

[15]  Peng Li Research on radar signal recognition based on automatic machine learning , 2019, Neural Computing and Applications.

[16]  Nader M. Namazi,et al.  Classification of multiple M-ary frequency-shift keying signals over a Rayleigh fading channel , 2002, IEEE Trans. Commun..

[17]  Lin Sun,et al.  QAM classification methods by SVM machine learning for improved optical interconnection , 2019, Optics Communications.

[18]  Dianguo Xu,et al.  A DDS-Based Wait-Free Phase-Continuous Carrier Frequency Modulation Strategy for EMI Reduction in FPGA-Based Motor Drive , 2019, IEEE Transactions on Power Electronics.

[19]  Andreas Polydoros,et al.  Likelihood methods for MPSK modulation classification , 1995, IEEE Trans. Commun..

[20]  Brian M. Sadler,et al.  Hierarchical digital modulation classification using cumulants , 2000, IEEE Trans. Commun..

[21]  Engin Avci,et al.  Using combination of support vector machines for automatic analog modulation recognition , 2009, Expert Syst. Appl..

[22]  T. Charles Clancy,et al.  Convolutional Radio Modulation Recognition Networks , 2016, EANN.

[23]  Ergun Erçelebi,et al.  Automatic modulation recognition of DVB-S2X standard-specific with an APSK-based neural network classifier , 2020 .

[24]  Xiang Wang,et al.  Toward Convolutional Neural Networks on Pulse Repetition Interval Modulation Recognition , 2018, IEEE Communications Letters.

[25]  Walaa Hamouda,et al.  Spectrum Monitoring Using Energy Ratio Algorithm for OFDM-Based Cognitive Radio Networks , 2015, IEEE Transactions on Wireless Communications.

[26]  Bijan G. Mobasseri,et al.  Digital modulation classification using constellation shape , 2000, Signal Process..

[27]  Mou Wang,et al.  PRI Modulation Recognition Based on Squeeze-and-Excitation Networks , 2020, IEEE Communications Letters.