Machine Learning Applications in Energy Harvesting Internet of Things Networks: A Review

O Alamu, TO Olwal, EM Migabo - IEEE Access, 2025 - ieeexplore.ieee.org
The growth of Internet of Things (IoT) devices continues to experience an exponential rise
due to their vast applications in various industries. However, sustaining their operational …

Deep learning-assisted energy prediction modeling for energy harvesting in wireless cognitive radio devices

OO Umeonwuka, BS Adejumobi, T Shongwe - IEEE Access, 2024 - ieeexplore.ieee.org
Cognitive radio is a technology that allows Secondary Users (SUs) to access vacant
spectrum areas allocated to Primary Users (PUs) by dynamically adjusting their settings …

Sensing or transmission? Stochastic scheduling of energy-harvesting sensors toward zero-carbon IoT

D Zeng, Y Li, L Chen, L Gu, C Hu - IEEE Transactions on Green …, 2021 - ieeexplore.ieee.org
Internet-of-Things (IoT) has been widely applied in various domains during the past
decades. However, battery-powered IoT devices are notorious for the limited lifetime due to …

Secure and energy-efficient inter-and intra-cluster optimization scheme for smart cities using UAV-assisted wireless sensor networks

N Gharaei, AM Alabdali - Scientific Reports, 2025 - nature.com
In recent years, lightweight sensors have become essential for advancing technologies,
particularly in wireless sensor networks (WSNs). A persistent challenge in WSNs is …

Online-Learning-Based Multi-RIS-Aided Wireless Systems

I Sharma, R Kumar, SJ Darak - IEEE Systems Journal, 2024 - ieeexplore.ieee.org
The evolution of software-defined radios and reconfigurable intelligent surfaces (RIS) has
enabled on-the-fly control and reconfigurability at the physical layer parameters and radio …

[HTML][HTML] Energy-Efficient and Secure Double RIS-Aided Wireless Sensor Networks: A QoS-Aware Fuzzy Deep Reinforcement Learning Approach

SS Khatami, M Shoeibi, R Salehi, M Kaveh - Journal of Sensor and …, 2025 - mdpi.com
Wireless sensor networks (WSNs) are a cornerstone of modern Internet of Things (IoT)
infrastructure, enabling seamless data collection and communication for many IoT …

A detailed investigation of wireless sensor network energy harvesting schemes to maximize lifetime of sensor nodes

HS Dhillon, K Kumar, P Chawla - 2023 3rd International …, 2023 - ieeexplore.ieee.org
For many years, energy harvesting wireless sensor networks (EH-WSNs) development and
implementation have been an important and emerging concept in develo** technology …

High-performance spiral piezoelectric energy harvester with wraparound proof mass

X Qi, C Ma, D Wang - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
In order to improve the output power density and achieve small footprint of piezoelectric
energy harvester (PEH), a high-performance spiral PEH with wraparound proof mass is …

[HTML][HTML] DDPG-based throughput optimization with AoI constraint in ambient backscatter-assisted overlay CRN

X Jia, K Zheng, K Chi, X Liu - Sensors, 2022 - mdpi.com
The combination of ambient backscatter (AB) communications (ABCs) and RF-powered
cognitive radio networks (CRNs) deals with challenges of both energy supply and spectrum …

Energy-efficient solutions for non-orthogonal multiple access systems aided by ambient backscattering

H El Hassani - 2022 - theses.hal.science
Recent advances in wireless communications have paved the way to a tremendous
increase in the number of connected devices. As this number continues to grow, so do the …