Adaptive modem and interference suppression based on deep learning

P Wei, S Wang, J Luo - Transactions on Emerging …, 2021 - Wiley Online Library
… In this paper, an adaptive modem based on a deep autoencoder network (DAN) is designed…
to implement a variety of modems. For high-order modems, the constellation diagrams …

Deep learning assisted adaptive index modulation for mmWave communications with channel estimation

H Liu, Y Zhang, X Zhang, M El-Hajjar… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… In this paper, a novel deep learning based link … learning phase, so as to avoid any correlation
between them. In the proposed learning-based adaptive modulation system, for a MODEm

Modem Optimization of High-Mobility Scenarios: A Deep-Learning-Inspired Approach

H Zhang, X Wang, J Tan, J Wang - arXiv preprint arXiv:2403.14345, 2024 - arxiv.org
… the Modem Network (ModNet) to design a novel modem … and we can directly get a modem
scheme through ModNet. Then, … function to unify the modem scheme adapting to time-varying …

A novel deep learning and polar transformation framework for an adaptive automatic modulation classification

P Ghasemzadeh, S Banerjee… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
deep belief network (DBN) platform in addition to the spiking neural network (SNN) platform
to overcome execution latency concerns associated with deep learning … propose an adaptive

To learn or not to learn: Deep learning assisted wireless modem design

S Xue, A Li, J Wang, N Yi, Y Ma, R Tafazolli… - arXiv preprint arXiv …, 2019 - arxiv.org
… functions such as adaptivedeep learning to wireless modem design. The rest of this paper
is organized as follows. Section II outlines the principles of deep learning assisted modem

[HTML][HTML] Adaptive navigation algorithm with deep learning for autonomous underwater vehicle

H Ma, X Mu, B He - Sensors, 2021 - mdpi.com
deep learning method may be insufficient in practical application. This paper proposes an
adaptive navigation algorithm with deep learning … Firstly, this algorithm uses deep learning to …

Deep learning-based channel quality estimation in adaptive shortwave communication systems

Y Zhou, Y Wang, G Gui, H Gacanin… - … Conference on Wireless …, 2020 - ieeexplore.ieee.org
adaptive shortwave communication (ASC) system is required that will either select communication
frequency or adapt the modem … been applied in numerous adaptive systems, such as …

Accumulated polar feature-based deep learning for efficient and lightweight automatic modulation classification with channel compensation mechanism

CF Teng, CY Chou, CH Chen… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
… Thus, it plays an important role in future intelligent modems. The emerging deep learning
(DL… that are capable of doing spectrum sensing, self-adapting, and cooperation with neighbors, …

Deep learning and polar transformation to achieve a novel adaptive automatic modulation classification framework

P Ghasemzadeh - 2020 - digitalcommons.unl.edu
… utilizes a deep learning … a deep belief network platform in addition to the spiking neural
network platform to overcome computational complexity concerns associated with deep learning

Multi-modem implementation method based on deep autoencoder network

P Wei, R Lu, S Wang, S Xie - Wireless and Satellite Systems: 11th EAI …, 2021 - Springer
… and training of coding and modulation based on deep learning network, generation of
modem with specified frequency domain constraints (such as continuous phase modem), signal …