Performance analysis and prediction for mobile internet-of-things (IoT) networks: a CNN approach

L Xu, J Wang, X Li, F Cai, Y Tao… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
With the increasingly mature sensor technology and the increasing popularity of broadband
network,“the Internet-of-Everything” era is coming, and the mobile Internet of Things (IoT) is …

Accurate and efficient performance prediction for mobile iov networks using gwo-gr neural network

L Xu, X Zhou, Y Fu, G Jiang, X Yu, M Yu… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
The explosive growth of Internet of Vehicle (IoV) applications has made information security
a significant issue. Mobile IoV users are dynamic and the communication environment is …

The way to apply machine learning to IoT driven wireless network from channel perspective

W Li, J Zhang, X Ma, Y Zhang, H Huang… - China …, 2019 - ieeexplore.ieee.org
Internet of Things (IoT) is one of the targeted application scenarios of fifth generation (5G)
wireless communication. IoT brings a large amount of data transported on the network …

Accurate performance prediction of IoT communication systems for smart cities: An efficient deep learning based solution

O Said, A Tolba - Sustainable Cities and Society, 2021 - Elsevier
Abstract The Internet of Things (IoT), owing to its ability to support sustainability in various
fields, has recently been considered one of the most important components of the …

Intelligent outage probability prediction for mobile IoT networks based on an IGWO-elman neural network

L Xu, X Yu, TA Gulliver - IEEE Transactions on Vehicular …, 2021 - ieeexplore.ieee.org
Advances in sensor technology have accelerated the development of mobile internet
applications and contributed to the tremendous growth of the Internet of Things (IoT). Mobile …

Cooperative NOMA-enabled SWIPT IoT networks with imperfect SIC: Performance analysis and deep learning evaluation

TH Vu, TV Nguyen, S Kim - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
In this article, we propose a cooperative nonorthogonal multiple access (NOMA)-enabled
simultaneous wireless information and power transfer (SWIPT) Internet of Things (IoT) …

Outage probability performance analysis and prediction for mobile IoV networks based on ICS-BP neural network

L Xu, H Wang, TA Gulliver - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
In the field of transportation, the Internet of Vehicles (IoV) is an important component of the
Internet of Things. The vehicle-to-vehicle communication is particularly challenging in …

UIoTN‐PMSE: Ubiquitous IoT network‐based predictive modeling in smart environment

M Karuppiah, TV Ramana, R Mohanty… - International Journal …, 2023 - Wiley Online Library
We proposed a three‐stage intrusion detection system that utilizes a predictive machine
learning model to identify and mitigate attacks on ubiquitous network. In the first stage, we …

BP neural network-based ABEP performance prediction for mobile Internet of Things communication systems

L Xu, J Wang, H Wang, T Aaron Gulliver… - Neural Computing and …, 2020 - Springer
Wireless communications play an important role in the mobile Internet of Things (IoT). For
practical mobile communication systems, N-Nakagami fading channels are a better …

Optimized RNN-based performance prediction of IoT and WSN-oriented smart city application using improved honey badger algorithm

A Asha, R Arunachalam, I Poonguzhali, S Urooj… - Measurement, 2023 - Elsevier
Abstract Internet of Things (IoT) has been widely utilized as the major significant element of
Information and Communications Technology (ICT) for feasible smart cities due to the …