Over the Air Deep Learning Based Radio Signal Classification

13 December 2017

Papers citing "Over the Air Deep Learning Based Radio Signal Classification"

49 / 49 papers shown

Title
SpectrumFM: A Foundation Model for Intelligent Spectrum Management F. Zhou Chunyu Liu Hao Zhang Wei Wu Qihui Wu Derrick Wing Kwan Ng Tony Q. S. Quek Chan-Byoung Chae 29 0 0 02 May 2025
Topological Neural Networks over the Air Simone Fiorellino Claudio Battiloro P. Di Lorenzo 78 3 0 17 Feb 2025
AI/ML-Based Automatic Modulation Recognition: Recent Trends and Future Possibilities Elaheh Jafarigol Behnoud Alaghband Azadeh Gilanpour Saeid Hosseinipoor Mirhamed Mirmozafari 63 1 0 07 Feb 2025
An Online Automatic Modulation Classification Scheme Based on Isolation Distributional Kernel Xinpeng Li Zile Jiang Kai Ming Ting Ye Zhu 27 0 0 03 Oct 2024
Meta-Learning Guided Label Noise Distillation for Robust Signal Modulation Classification Xiaoyang Hao Zhixi Feng Tongqing Peng Shuyuan Yang NoLa 38 5 0 09 Aug 2024
A Hybrid Training-time and Run-time Defense Against Adversarial Attacks in Modulation Classification Lu Zhang S. Lambotharan G. Zheng G. Liao Ambra Demontis Fabio Roli AAML 20 10 0 09 Jul 2024
A Generic Layer Pruning Method for Signal Modulation Recognition Deep Learning Models Yao Lu Yutao Zhu Yuqi Li Dongwei Xu Yun Lin Qi Xuan Xiaoniu Yang 39 5 0 12 Jun 2024
Adaptive LPD Radar Waveform Design with Generative Deep Learning Matthew R. Ziemann Christopher A. Metzler 30 0 0 18 Mar 2024
On the Impact of CDL and TDL Augmentation for RF Fingerprinting under Impaired Channels O. Gul Michel Kulhandjian B. Kantarci C. D’amours A. Touazi Cliff Ellement 18 2 0 11 Dec 2023
MoE-AMC: Enhancing Automatic Modulation Classification Performance Using Mixture-of-Experts Jiaxin Gao Qinglong Cao Yuntian Chen 20 5 0 04 Dec 2023
Using Early Exits for Fast Inference in Automatic Modulation Classification E. Mohammed Omar Mashaal H. Abou-zeid 21 3 0 22 Aug 2023
Multi-task Learning for Radar Signal Characterisation Zi Huang Akila Pemasiri Simon Denman Clinton Fookes Terrence Martin 11 6 0 19 Jun 2023
Improving RF-DNA Fingerprinting Performance in an Indoor Multipath Environment Using Semi-Supervised Learning M. Fadul S. M. I. Donald R. Reising Lakmali Weerasena T. D. Loveless Mina Sartipi 41 8 0 02 Apr 2023
Automatic Modulation Classification with Deep Neural Networks Clayton A. Harper Mitchell A. Thornton Eric C. Larson 16 5 0 27 Jan 2023
Calibrating AI Models for Wireless Communications via Conformal Prediction K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 32 6 0 15 Dec 2022
WAIR-D: Wireless AI Research Dataset Yourui Huangfu Jian Wang S. Dai Rong Li Jun Wang Chongwen Huang Zhaoyang Zhang 11 13 0 05 Dec 2022
Large Scale Radio Frequency Wideband Signal Detection & Recognition Luke Boegner Garrett M. Vanhoy Phillip Vallance Manbir Gulati Dresden Feitzinger B. Comar Rob Miller AI4TS 10 6 0 04 Nov 2022
Maximum Likelihood Distillation for Robust Modulation Classification Javier Maroto Gérôme Bovet P. Frossard AAML 13 5 0 01 Nov 2022
InFi: End-to-End Learning to Filter Input for Resource-Efficiency in Mobile-Centric Inference Mu Yuan Lan Zhang Fengxiang He Xueting Tong Miao-Hui Song Zhengyuan Xu Xiang-Yang Li 26 2 0 28 Sep 2022
Incremental Learning with Differentiable Architecture and Forgetting Search James Smith Zachary Seymour Han-Pang Chiu OOD CLL AI4CE 34 4 0 19 May 2022
Automatic Machine Learning for Multi-Receiver CNN Technology Classifiers A. Y. Abyaneh Marwan Krunz 13 1 0 28 Apr 2022
Self-Contrastive Learning based Semi-Supervised Radio Modulation Classification Dongxin Liu Peng Wang Tianshi Wang Tarek F. Abdelzaher SSL 25 41 0 29 Mar 2022
Multi-task Learning Approach for Modulation and Wireless Signal Classification for 5G and Beyond: Edge Deployment via Model Compression Anu Jagannath Jithin Jagannath 22 26 0 26 Feb 2022
Low-Interception Waveform: To Prevent the Recognition of Spectrum Waveform Modulation via Adversarial Examples Haidong Xie Jia Tan Xiaoying Zhang Nan Ji Haihua Liao Zuguo Yu Xueshuang Xiang Naijin Liu AAML 84 1 0 20 Jan 2022
A Comprehensive Survey on Radio Frequency (RF) Fingerprinting: Traditional Approaches, Deep Learning, and Open Challenges Anu Jagannath Jithin Jagannath P. Kumar 31 131 0 03 Jan 2022
PRONTO: Preamble Overhead Reduction with Neural Networks for Coarse Synchronization N. Soltani Debashri Roy Kaushik R. Chowdhury 18 2 0 20 Dec 2021
Digital Signal Processing Using Deep Neural Networks Brian Shevitski Y. Watkins Nicole Man Michael Girard AI4CE 28 4 0 21 Sep 2021
Scaled-Time-Attention Robust Edge Network Richard Lau Lihan Yao Todd P. Huster William Johnson Stephen W. Arleth Justin Wong Devin Ridge Michael Fletcher William C. Headley 8 1 0 09 Jul 2021
Signal Processing Based Deep Learning for Blind Symbol Decoding and Modulation Classification Samer S. Hanna C. Dick D. Cabric 42 38 0 19 Jun 2021
The Tags Are Alright: Robust Large-Scale RFID Clone Detection Through Federated Data-Augmented Radio Fingerprinting Mauro Piva G. Maselli Francesco Restuccia 21 21 0 08 May 2021
On the benefits of robust models in modulation recognition Javier Maroto Gérôme Bovet P. Frossard AAML 13 4 0 27 Mar 2021
Robust Adversarial Attacks Against DNN-Based Wireless Communication Systems Alireza Bahramali Milad Nasr Amir Houmansadr Dennis Goeckel Don Towsley AAML 37 53 0 01 Feb 2021
Deep Learning-based Resource Allocation For Device-to-Device Communication Woongsup Lee R. Schober 9 38 0 25 Nov 2020
SigNet: A Novel Deep Learning Framework for Radio Signal Classification Zhuangzhi Chen Hui Cui Jingyang Xiang Kunfeng Qiu Liang Huang Shilian Zheng Shichuan Chen Qi Xuan Xiaoniu Yang 19 66 0 28 Oct 2020
Radio Access Technology Characterisation Through Object Detection Erika Fonseca João F. Santos Francisco Paisana Luiz DaSilva 16 17 0 27 Jul 2020
Deep Learning for Wireless Communications T. Erpek Tim O'Shea Y. Sagduyu Yi Shi T. Clancy 26 134 0 12 May 2020
Efficient Training of Deep Classifiers for Wireless Source Identification using Test SNR Estimates Xingchen Wang Shengtai Ju Xiwen Zhang Sharan Ramjee Aly El Gamal 16 5 0 26 Dec 2019
Data Augmentation for Deep Learning-based Radio Modulation Classification Liang Huang Weijian Pan You Zhang L. Qian Nan Gao Yuan Wu 28 133 0 06 Dec 2019
Deep Learning for Over-the-Air Non-Orthogonal Signal Classification Tongyang Xu I. Darwazeh 13 21 0 14 Nov 2019
The Threat of Adversarial Attacks on Machine Learning in Network Security -- A Survey Olakunle Ibitoye Rana Abou-Khamis Mohamed el Shehaby Ashraf Matrawy M. O. Shafiq AAML 26 68 0 06 Nov 2019
Real-Time and Embedded Deep Learning on FPGA for RF Signal Classification S. Soltani Y. Sagduyu Raqibul Hasan Kemal Davaslioglu Hongmei Deng T. Erpek 20 31 0 13 Oct 2019
Deep Learning for Interference Identification: Band, Training SNR, and Sample Selection Xiwen Zhang T. Seyfi Shengtai Ju Sharan Ramjee Aly El Gamal Yonina C. Eldar 19 37 0 16 May 2019
Deep Learning for Large-Scale Real-World ACARS and ADS-B Radio Signal Classification Shichuan Chen Shilian Zheng Lifeng Yang Xiaoniu Yang 31 59 0 20 Apr 2019
AutoEncoders for Training Compact Deep Learning RF Classifiers for Wireless Protocols S. Kokalj-Filipovic Rob Miller Joshua Morman 11 11 0 13 Apr 2019
Big Data Goes Small: Real-Time Spectrum-Driven Embedded Wireless Networking Through Deep Learning in the RF Loop Francesco Restuccia Tommaso Melodia 15 44 0 12 Mar 2019
Machine Learning for Wireless Communications in the Internet of Things: A Comprehensive Survey Jithin Jagannath Nicholas Polosky Anu Jagannath Francesco Restuccia Tommaso Melodia 25 227 0 23 Jan 2019
Fast Deep Learning for Automatic Modulation Classification Sharan Ramjee Shengtai Ju Diyu Yang Xiaoyu Liu Aly El Gamal Yonina C. Eldar 22 145 0 16 Jan 2019
Deep Learning Classification of 3.5 GHz Band Spectrograms with Applications to Spectrum Sensing W. Max Lees Adam Wunderlich Peter J. Jeavons P. Hale M. Souryal 23 87 0 19 Jun 2018
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 89 2,171 0 02 Feb 2017