Multi-task learning with convolutional neural network for packet format detection and modulation classification of wireless LAN

DI Putra, MHB Pratama, Y Nagao… - … on Information and …, 2022 - ieeexplore.ieee.org
In this paper, we propose multi-task learning (MTL) using a convolutional neural network
(CNN) to simultaneously perform packet format detection and modulation classification of …

Enhancing the Coexistence of 802.11 WLAN and 5G Networks using a Multi-Task Learning with Convolutional Neural Network Model

DI Putra, S Ekariani - 2024 2nd International Symposium on …, 2024 - ieeexplore.ieee.org
The increasing need for high-speed internet for wireless devices has driven the
development of 5G New Radio (NR) technology. The 5G NR operates in various spectrums …

Multi-Task Learning with Convolutional Neural Network Approach for Packet Collision Avoidance in 802.11 WLAN

DI Putra, HB Pratama, T Nakashima… - … on Information and …, 2022 - ieeexplore.ieee.org
Packet collision can degrade wireless network performance. The IEEE 802.11 Wireless
Local Area Network (WLAN) uses the Clear Channel Assessment (CCA) mechanism to …

[PDF][PDF] Machine Learning-Assisted Wireless Communication Platform

DI Putra - kyutech.repo.nii.ac.jp
Recently, the global demand for wireless communication networks has been increasing.
This growth is attributed to the increasing number of wireless users and the emergence of …