Use of Parallel Explanatory Models to Enhance Transparency of Neural Network Configurations for Cell Degradation Detection

no code implementations • 17 Apr 2024 • David Mulvey, Chuan Heng Foh, Muhammad Ali Imran, Rahim Tafazolli

In a previous paper, we have shown that a recurrent neural network (RNN) can be used to detect cellular network radio signal degradations accurately.

Multi-Agent Context Learning Strategy for Interference-Aware Beam Allocation in mmWave Vehicular Communications

1 code implementation • 4 Jan 2024 • Abdulkadir Kose, Haeyoung Lee, Chuan Heng Foh, Mohammad Shojafar

The use of mmWave for various applications including vehicular communications has been extensively discussed.

Triangular code: Near-optimal linear time fountain code

no code implementations • Digital Communications and Networks 2023 • Jalaluddin Qureshi, Chuan Heng Foh

Despite the equivalency between the decoders of TC and LT code, we show that compared to state-of-the-art optimized LT code, TC reduces the redundancy of LT code by 68%–99% for k reaching 1024.

Age of Information in Federated Learning over Wireless Networks

no code implementations • 14 Sep 2022 • Kaidi Wang, Yi Ma, Mahdi Boloursaz Mashhadi, Chuan Heng Foh, Rahim Tafazolli, Zhi Ding

In this paper, federated learning (FL) over wireless networks is investigated.

Federated Learning