Recent advances in deep learning models: a systematic literature review

R Malhotra, P Singh - Multimedia Tools and Applications, 2023 - Springer
In recent years, deep learning has evolved as a rapidly growing and stimulating field of
machine learning and has redefined state-of-the-art performances in a variety of …

LSTM-Based Time-Frequency Domain Channel Estimation for OTFS Modulation

AF dos Reis, BS Chang, Y Medjahdi… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Orthogonal Time Frequency Space (OTFS) is a promising modulation scheme that works in
the delay-Doppler (DD) domain, offering resistance to frequency selective fading and time …

Low-Complexity Data-Driven Communication Neural Receivers

WU Qingle, Y Liang, BK Ng, CT Lam, Y Ma - IEEE Access, 2025 - ieeexplore.ieee.org
Communication receivers based on deep learning have become a research hotspot in
recent years. However, the excessive computational complexity and storage complexity …

Memory Effects of High-Power Amplifiers in LSTM-Based Vehicular Channel Estimation

AF Dos Reis, Y Medjahdi, BS Chang, G Brante… - IEEE …, 2023 - ieeexplore.ieee.org
The upcoming sixth generation (6G) of wireless communication systems is expected to
enable a wide range of new applications in vehicular communication. However, the use of …

GRACE: Gradient-based XAI Scheme for Channel Estimation in Wireless Communications

AK Gizzini, Y Medjahdi… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
The support of artificial intelligence (AI) is a key element in future 6G networks, where the
concept of native AI will be introduced. Moreover, AI is widely employed in different critical …

Design and Implantation of Non-Linear Digital Predistorter for High Power Amplifier

AS Abosinnee, ZN Abdulhussain… - … Technology and its …, 2023 - ieeexplore.ieee.org
Nonlinearity is a major problem to reduce energy efficiency in High Power Amplifier (HPA),
which is a result due of the limited physical HPA structure manufacturing design. This …

Ensemble Learning for LSTM-based Vehicle Channel Estimation Generalization

AF dos Reis, G Brante, BS Chang, Y Medjahdi… - XLI BRAZILIAN …, 2023 - hal.science
Vehicular communications present several challenges, especially in wireless channel
estimation to ensure communications reliability in a highly dynamic environment, where …

[PDF][PDF] Ensemble Learning for LSTM-based Vehicle Channel Estimation Generalization

AF dos Reis, G Brante, BS Chang, Y Medjahdi, F Bader… - biblioteca.sbrt.org.br
This work proposes a generalized learning architecture for vehicular channel estimation
using the Ensemble Learning (EL) technique applied to a method based on the long-term …

[引用][C] IEEE 802.11 p 에서딥러닝기반V2X 채널추정연구동향

박지훈, 이상철, 채승호 - 한국통신학회학술대회논문집, 2024 - dbpia.co.kr
요 약고 이동성을 가지는 환경에서 무선통신 채널은 도플러 천이 (Doppler shift) 와 다중경로
페이딩 (Fading) 의 영향으로 이중 분산되는 특징을 가진다. 전통적 채널 추정 방식에서는 높은 …