A real-time constellation image classification method of wireless communication signals based on the lightweight network MobileViT

Fine-grained Modulation Classification Using Multi-scale Radio Transformer with Dual-channel Representation

(2022) Qinghe Zheng et al.   IEEE COMMUNICATIONS LETTERS

Automatic modulation classification using techniques from image classification

(2022) Yilin Sun et al.   IET Communications

ConvLSTMAE: A Spatiotemporal Parallel Autoencoders for Automatic Modulation Classification

(2022) Shi Yunhao et al.   IEEE COMMUNICATIONS LETTERS

NAS-AMR: Neural Architecture Search-Based Automatic Modulation Recognition for Integrated Sensing and Communication Systems

(2022) Xixi Zhang et al.   IEEE Transactions on Cognitive Communications and Networking

A Lightweight Decentralized-Learning-Based Automatic Modulation Classification Method for Resource-Constrained Edge Devices

(2022) Biao Dong et al.   IEEE Internet of Things Journal

MR‐DCAE: Manifold regularization‐based deep convolutional autoencoder for unauthorized broadcasting identification

(2021) Qinghe Zheng et al.   INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS

Multiple High-Order Cumulants-Based Spectrum Sensing in Full-Duplex-Enabled Cognitive IoT Networks

(2021) Danyang Wang et al.   IEEE Internet of Things Journal

Real-Time Radio Technology and Modulation Classification via an LSTM Auto-Encoder

(2021) Ziqi Ke et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

An Ensemble Deep Learning Model for Automatic Modulation Classification in 5G and Beyond IoT Networks

(2021) Chirag Roy et al.   Computational Intelligence and Neuroscience

Automatic Modulation Classification Based on Cauchy-Score Constellation and Lightweight Network Under Impulsive Noise

(2021) Shengyang Luan et al.   IEEE Wireless Communications Letters

A Hybrid Deep Learning Model for Automatic Modulation Classification

(2021) Seung-Hwan Kim et al.   IEEE Wireless Communications Letters

Lightweight Automatic Modulation Classification Based on Decentralized Learning

(2021) Xue Fu et al.   IEEE Transactions on Cognitive Communications and Networking

A Survey of Modulation Classification Using Deep Learning: Signal Representation and Data Preprocessing

(2021) Shengliang Peng et al.   IEEE Transactions on Neural Networks and Learning Systems

CNN-Based Automatic Modulation Classification for Beyond 5G Communications

(2020) Ade Pitra Hermawan et al.   IEEE COMMUNICATIONS LETTERS

LightAMC: Lightweight Automatic Modulation Classification via Deep Learning and Compressive Sensing

(2020) Yu Wang et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Automatic Modulation Classification Based on Constellation Density Using Deep Learning

(2020) Yogesh Kumar et al.   IEEE COMMUNICATIONS LETTERS

CLMIP: cross-layer manifold invariance based pruning method of deep convolutional neural network for real-time road type recognition

(2020) Qinghe Zheng et al.   MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING

Distributed Learning for Automatic Modulation Classification in Edge Devices

(2020) Yu Wang et al.   IEEE Wireless Communications Letters

Contour Stella Image and Deep Learning for Signal Recognition in the Physical Layer

(2020) Yun Lin et al.   IEEE Transactions on Cognitive Communications and Networking

Data-Driven Deep Learning for Automatic Modulation Recognition in Cognitive Radios

(2019) Yu Wang et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Automatic Modulation Classification Using Convolutional Neural Network With Features Fusion of SPWVD and BJD

(2019) Zufan Zhang et al.   IEEE Transactions on Signal and Information Processing over Networks

Blind Signal PSK/QAM Recognition Using Clustering Analysis of Constellation Signature in Flat Fading Channel

(2019) Gaurav Jajoo et al.   IEEE COMMUNICATIONS LETTERS

PAC-Bayesian framework based drop-path method for 2D discriminative convolutional network pruning

(2019) Qinghe Zheng et al.   MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING

Over-the-Air Deep Learning Based Radio Signal Classification

(2018) Timothy James O'Shea et al.   IEEE Journal of Selected Topics in Signal Processing

Likelihood-Based Automatic Modulation Classification in OFDM with Index Modulation

(2018) Jianping Zheng et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Improvement of Generalization Ability of Deep CNN via Implicit Regularization in Two-Stage Training Process

(2018) Qinghe Zheng et al.   IEEE Access

Modulation Classification Based on Signal Constellation Diagrams and Deep Learning

(2018) Shengliang Peng et al.   IEEE Transactions on Neural Networks and Learning Systems

A Novel Automatic Modulation Classifier Using Graph-Based Constellation Analysis for ${M}$ -ary QAM

(2018) Xiao Yan et al.   IEEE COMMUNICATIONS LETTERS

Innovative Robust Modulation Classification Using Graph-Based Cyclic-Spectrum Analysis

(2017) Xiao Yan et al.   IEEE COMMUNICATIONS LETTERS

Sequential Likelihood Ratio Test under Incomplete Signal Model for Spectrum Sensing

(2013) Wei-Ho Chung   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS