In order to address the issue of spectrum scarcity, cognitive radio (CR) offers an effective usage of radio spectrum resources by offering dynamic spectrum access. One kind of …
S Bhardwaj, DH Kim, DS Kim - Parallel Computing, 2024 - Elsevier
Deep learning (DL)-based automatic modulation classification (AMC) is a primary research field for identifying modulation types. However, traditional DL-based AMC approaches rely …
Z Cai, J Wang, M Ma - IEEE Access, 2021 - ieeexplore.ieee.org
With the proliferation of frequency-using devices and the advent of the era of big data, spectrum management and control are faced with challenges of effectiveness and accuracy …
This paper presents an efficient deep neural network (DNN) accelerator designed for radio frequency (RF) signal modulation recognition. A novel DNN design optimized for mobile …
S Wang, Y Lin, M Hao, H Xu, J Fu - Wireless Networks, 2023 - Springer
Aiming at the difficulty of data collection in the actual speech communication countermeasure and the lack of research on the disturbed speech in the strong jamming …
C Duan, S Feng, H Hu, Z Luo - Physical Communication, 2023 - Elsevier
Interference is a common problem in wireless communication, navigation and radar systems. A wide variety of interferences are used to degrade the communication quality …
J Woo, K Jung, S Mukhopadhyay - 2024 IEEE/MTT-S …, 2024 - ieeexplore.ieee.org
This paper presents an efficient Deep Neural Network (DNN) design optimized for the modulation classification of the received Radio Frequency (RF) signal. Considering that the …
X Fu, G Gui, Y Wang, T Ohtsuki… - 2021 IEEE Wireless …, 2021 - ieeexplore.ieee.org
This paper proposes a decentralized automatic modulation classification (DecentAMC) method using light network and model aggregation. Specifically, the lightweight network is …
T Langen, V Nunavath, OH Dahle - International Journal of …, 2021 - mdpi.com
In recent years, there has been a rapid growth in the development and usage of flying drones due to their diverse capabilities worldwide. Public and private sectors will actively …