2024
A Multi-Agent Reinforcement Learning Testbed for Cognitive Radio Applications.
CoRR, 2024
Aircraft Radar Altimeter Interference Mitigation Through a CNN-Layer Only Denoising Autoencoder Architecture.
CoRR, 2024
CLOUD-D RF: Cloud-based Distributed Radio Frequency Heterogeneous Spectrum Sensing.
Proceedings of the 30th Annual International Conference on Mobile Computing and Networking, 2024
Approaches Minimizing Geometric Dilution of Precision in Doppler-based Positioning Using LEO Satellites.
Proceedings of the IEEE International Symposium on Dynamic Spectrum Access Networks, 2024
2023
Probability-Reduction of Geolocation using Reconfigurable Intelligent Surface Reflections.
Proceedings of the IEEE Wireless Communications and Networking Conference, 2023
Time-Diverse Doppler-only LEO PNT.
Proceedings of the IEEE Military Communications Conference, 2023
Demoing the RFRL Gym: A Reinforcement Learning Testbed for Wireless Communications.
Proceedings of the IEEE Military Communications Conference, 2023
RFRL Gym: A Reinforcement Learning Testbed for Cognitive Radio Applications.
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Proceedings of the International Conference on Machine Learning and Applications, 2023
2022
Decoupling RNN Training and Testing Observation Intervals for Spectrum Sensing Applications.
Sensors, 2022
Countering Physical Eavesdropper Evasion with Adversarial Training.
IEEE Open J. Commun. Soc., 2022
Classification of Radio Signals Using Truncated Gaussian Discriminant Analysis of Convolutional Neural Network-Derived Features.
Proceedings of the IEEE Military Communications Conference, 2022
Considerations of Reinforcement Learning within Real-Time Wireless Communication Systems.
Proceedings of the IEEE Military Communications Conference, 2022
A Comparative Overview of Automotive Radar Spoofing Countermeasures.
Proceedings of the IEEE International Conference on Cyber Security and Resilience, 2022
2021
An RFML Ecosystem: Considerations for the Application of Deep Learning to Spectrum Situational Awareness.
IEEE Open J. Commun. Soc., 2021
Scaled-Time-Attention Robust Edge Network.
CoRR, 2021
Multi-Antenna Pre-processing for Improved RFML in Congested Spectral Environments.
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Proceedings of the IEEE International Symposium on Dynamic Spectrum Access Networks, 2021
2020
Evaluating Adversarial Evasion Attacks in the Context of Wireless Communications.
IEEE Trans. Inf. Forensics Secur., 2020
Training Data Augmentation for Deep Learning RF Systems.
CoRR, 2020
When Wireless Security Meets Machine Learning: Motivation, Challenges, and Research Directions.
CoRR, 2020
Investigating a spectral deception loss metric for training machine learning-based evasion attacks.
Proceedings of the 2nd ACM Workshop on Wireless Security and Machine Learning, 2020
Effects of Forward Error Correction on Communications Aware Evasion Attacks.
Proceedings of the 31st IEEE Annual International Symposium on Personal, 2020
Resilience Improvements for Space-Based Radio Frequency Machine Learning.
Proceedings of the 2020 International Symposium on Networks, Computers and Communications, 2020
When is Enough Enough? "Just Enough" Decision Making with Recurrent Neural Networks for Radio Frequency Machine Learning.
Proceedings of the 39th IEEE International Performance Computing and Communications Conference, 2020
FPGA Implementation of a Pseudo-Random Signal Generator for RF Hardware Test and Evaluation.
Proceedings of the 39th IEEE International Performance Computing and Communications Conference, 2020
2019
Specific Emitter Identification Using Convolutional Neural Network-Based IQ Imbalance Estimators.
IEEE Access, 2019
On the Limitations of Targeted Adversarial Evasion Attacks Against Deep Learning Enabled Modulation Recognition.
Proceedings of the ACM Workshop on Wireless Security and Machine Learning, 2019
Distributed Automatic Modulation Classification with Compressed Data.
Proceedings of the 2019 IEEE Military Communications Conference, 2019
FHSS Signal Separation using Constrained Clustering.
Proceedings of the 2019 IEEE Military Communications Conference, 2019
Communications Aware Adversarial Residual Networks for over the Air Evasion Attacks.
Proceedings of the 2019 IEEE Military Communications Conference, 2019
Developing RFML Intuition: An Automatic Modulation Classification Architecture Case Study.
Proceedings of the 2019 IEEE Military Communications Conference, 2019
Deep Learning for RF Signal Classification in Unknown and Dynamic Spectrum Environments.
Proceedings of the 2019 IEEE International Symposium on Dynamic Spectrum Access Networks, 2019
2018
Deep Reinforcement Learning for Dynamic Spectrum Access in Wireless Networks.
Proceedings of the 2018 IEEE Military Communications Conference, 2018
Clustering Learned CNN Features from Raw I/Q Data for Emitter Identification.
Proceedings of the 2018 IEEE Military Communications Conference, 2018
Estimation of transmitter I/Q imbalance using convolutional neural networks.
Proceedings of the IEEE 8th Annual Computing and Communication Workshop and Conference, 2018
2017
Robust blind spectral estimation in the presence of non-Gaussian noise.
Proceedings of the 2017 IEEE Military Communications Conference, 2017
Signal detection effects on deep neural networks utilizing raw IQ for modulation classification.
Proceedings of the 2017 IEEE Military Communications Conference, 2017
2016
Enhanced PHY-layer security via co-channel underlays.
Proceedings of the 35th IEEE International Performance Computing and Communications Conference, 2016
2014
Practical Issues for Spectrum Management With Cognitive Radios.
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Proc. IEEE, 2014
2013
Automatic Modulation Classification under IQ Imbalance Using Supervised Learning.
Proceedings of the 32th IEEE Military Communications Conference, 2013
Maximum-likelihood modulation classification with incomplete channel information.
Proceedings of the 2013 Information Theory and Applications Workshop, 2013
2011
Asynchronous Classification of Digital Amplitude-Phase Modulated Signals in Flat-Fading Channels.
IEEE Trans. Commun., 2011
Exploiting Radio Correlation and Reliability Information in Collaborative Spectrum Sensing.
IEEE Commun. Lett., 2011
2009
Low-Antenna Ultra Wideband Spatial Correlation Analysis in a Forest Environment.
Proceedings of the 69th IEEE Vehicular Technology Conference, 2009
2008
Distributed Cyclic Spectrum Feature-Based Modulation Classification.
Proceedings of the WCNC 2008, IEEE Wireless Communications & Networking Conference, March 31 2008, 2008
Low Antenna Ultra Wideband Propagation Measurements and Modeling in a Forest Environment.
Proceedings of the WCNC 2008, IEEE Wireless Communications & Networking Conference, March 31 2008, 2008
2007
Preliminary UWB Propagation Measurements in an Underground Limestone Mine.
Proceedings of the Global Communications Conference, 2007