Search Results for author: Gan Zheng

Found 7 papers, 0 papers with code

Dynamic Spectrum Access for Ambient Backscatter Communication-assisted D2D Systems with Quantum Reinforcement Learning

no code implementations23 Oct 2024 Nguyen Van Huynh, Bolun Zhang, Dinh-Hieu Tran, Dinh Thai Hoang, Diep N. Nguyen, Gan Zheng, Dusit Niyato, Quoc-Viet Pham

For that, we develop a novel quantum reinforcement learning (RL) algorithm that can achieve a faster convergence rate with fewer training parameters compared to DRL thanks to the quantum superposition and quantum entanglement principles.

Deep Reinforcement Learning Reinforcement Learning (RL)

A Hybrid Training-time and Run-time Defense Against Adversarial Attacks in Modulation Classification

no code implementations9 Jul 2024 Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Guisheng Liao, Ambra Demontis, Fabio Roli

Motivated by the superior performance of deep learning in many applications including computer vision and natural language processing, several recent studies have focused on applying deep neural network for devising future generations of wireless networks.

Countermeasures Against Adversarial Examples in Radio Signal Classification

no code implementations9 Jul 2024 Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Basil AsSadhan, Fabio Roli

In this letter, we propose for the first time a countermeasure against adversarial examples in modulation classification.

Classification Deep Learning

A Low-Cost Multi-Band Waveform Security Framework in Resource-Constrained Communications

no code implementations1 Feb 2024 Tongyang Xu, Zhongxiang Wei, Tianhua Xu, Gan Zheng

In this paper, we propose a multi-carrier based multi-band waveform-defined security (WDS) framework, independent from CSI and RF chains, to defend against AI eavesdropping.

Control-Oriented Deep Space Communications For Unmanned Space Exploration

no code implementations7 Aug 2023 Xinran Fang, Wei Feng, Yunfei Chen, Ning Ge, Gan Zheng

In this paper, we propose a communication optimization scheme for a specific cooperation system named the "mother-daughter system".

Design and Analysis of SWIPT with Safety Constraints

no code implementations20 Nov 2021 Constantinos Psomas, Minglei You, Kai Liang, Gan Zheng, Ioannis Krikidis

In this paper, we provide a complete framework for the design and analysis of far-field SWIPT under safety constraints.

Model-Driven Beamforming Neural Networks

no code implementations15 Jan 2020 Wenchao Xia, Gan Zheng, Kai-Kit Wong, Hongbo Zhu

We also offer enhancement methods such as training-set augmentation and transfer learning in order to improve the generality of BNNs, accompanied by computer simulation results and testbed results showing the performance of such BNN solutions.

Transfer Learning

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