[HTML][HTML] LoRaWAN meets ML: A survey on enhancing performance with machine learning

A Farhad, JY Pyun - Sensors, 2023 - mdpi.com
The Internet of Things is rapidly growing with the demand for low-power, long-range
wireless communication technologies. Long Range Wide Area Network (LoRaWAN) is one …

[HTML][HTML] Recent developments in AI and ML for IoT: A systematic literature review on LoRaWAN energy efficiency and performance optimization

M Alkhayyal, A Mostafa - Sensors, 2024 - mdpi.com
The field of the Internet of Things (IoT) is dominating various areas of technology. As the
number of devices has increased, there is a need for efficient communication with low …

Intelligent resource allocation in LoRaWAN using machine learning techniques

SU Minhaj, A Mahmood, SF Abedin, SA Hassan… - IEEE …, 2023 - ieeexplore.ieee.org
With the ubiquitous growth of Internet-of-things (IoT) devices, current low-power wide-area
network (LPWAN) technologies will inevitably face performance degradation due to …

Transfer reinforcement learning aided distributed network slicing optimization in industrial IoT

T Mai, H Yao, N Zhang, W He, D Guo… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
With the growth of the number of Internet of Things (IoT) devices and the emergence of new
applications, satisfying distinct QoS in the same physical network becomes more …

[HTML][HTML] Optimization of LoRa for BIoT based on ML: A case of ESL

MAA Khan, ZU Rehman, J Ma, H Ma - Alexandria Engineering Journal, 2023 - Elsevier
Several technologies provide cellular connectivity to transmit data to end devices (EDs) in
the indoor environment. These technologies have short-range; complex network …

Efficient collision control and auction-based resource allocation mechanism in dense LoRaWAN network via TCP using DRL technique

S Parween, SZ Hussain - International Journal of Information Technology, 2024 - Springer
Abstract The Internet of Things (IoT) is basically about communication, which permits
devices and circumstances to gather, share, and act on data. A transmission method called …

Deep reinforcement learning based resource allocation in dense sliced LoRaWAN networks

A Tellache, A Mekrache, A Bradai… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
Long-Range Wide Area Network (LoRaWAN) is a rapidly expanding communication system
for Low Power Wide Area Network (LPWAN) in the Internet of Things (IoTs) deployments. It …

Dynamic reinforcement learning based scheduling for energy-efficient edge-enabled lorawan

J Mhatre, A Lee - 2022 IEEE International Performance …, 2022 - ieeexplore.ieee.org
Long Range Wide Area Network (LoRaWAN) is suitable for wide area sensor networks due
to its low cost, long range, and low energy consumption. A device can transmit without …

An mdp model-based initial strategy prediction method for lorawan

M Chen, L Mokdad, C Charmois… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
As one of the technologies in the wide-area network category, LoRaWAN provides a
wireless network with a large capacity of end devices (ED) in long-range. With a pure Aloha …

Frequency hop** scheduling algorithm in green lorawan: reinforcement learning approach

J Mhatre, A Lee, H Lee - 2023 IEEE Conference on Standards …, 2023 - ieeexplore.ieee.org
Long Range Wide Area Network (LoRaWAN) is suitable for wide area sensor networks due
to its low cost, long range, and low energy consumption. A device can transmit without …