Generative adversarial networks based digital twin channel modeling for intelligent communication networks
Integration of digital twin (DT) and wireless channel provides new solution of channel
modeling and simulation, and can assist to design, optimize and evaluate intelligent …
modeling and simulation, and can assist to design, optimize and evaluate intelligent …
Data Augmentation for Predictive Digital Twin Channel: Learning Multi-Domain Correlations by Convolutional TimeGAN
In order to realize advanced system design for the sophisticated mobile networks, predictive
digital twin (DT) channel is constructed via data-driven approaches to provide high-accuracy …
digital twin (DT) channel is constructed via data-driven approaches to provide high-accuracy …
ChannelGAN: Deep learning-based channel modeling and generating
H Xiao, W Tian, W Liu, J Shen - IEEE Wireless …, 2022 - ieeexplore.ieee.org
The increasing complexity on channel modeling and the cost on collecting plenty of high-
quality wireless channel data have become the main bottlenecks of developing deep …
quality wireless channel data have become the main bottlenecks of developing deep …
Deep learning based traffic prediction method for digital twin network
J Lai, Z Chen, J Zhu, W Ma, L Gan, S Xie, G Li - Cognitive Computation, 2023 - Springer
Network traffic prediction (NTP) can predict future traffic leveraging historical data, which
serves as proactive methods for network resource planning, allocation, and management …
serves as proactive methods for network resource planning, allocation, and management …
Generative-adversarial-network-based wireless channel modeling: Challenges and opportunities
In modern wireless communication systems, wireless channel modeling has always been a
fundamental task in system design and performance optimization. Traditional channel …
fundamental task in system design and performance optimization. Traditional channel …
A learning-based end-to-end wireless communication system utilizing a deep neural network channel module
The existing end-to-end (E2E) wireless communication systems require fewer
communication modules and have a simple processing signal flow, compared to …
communication modules and have a simple processing signal flow, compared to …
Survey on digital twin edge networks (DITEN) toward 6G
F Tang, X Chen, TK Rodrigues… - IEEE Open Journal of …, 2022 - ieeexplore.ieee.org
The next generation (6G) wireless systems aim to cater to the Internet of Everything (IoE)
and revolutionize customer services and applications to a fully intelligent and autonomous …
and revolutionize customer services and applications to a fully intelligent and autonomous …
A big data enabled channel model for 5G wireless communication systems
The standardization process of the fifth generation (5G) wireless communications has
recently been accelerated and the first commercial 5G services would be provided as early …
recently been accelerated and the first commercial 5G services would be provided as early …
A GAN-LSTM based AI framework for 6G wireless channel prediction
Compared with conventional passive channel modeling, artificial intelligence (AI) based
channel models show great advantages in solving real-time prediction problems in wireless …
channel models show great advantages in solving real-time prediction problems in wireless …