A survey on machine learning-based performance improvement of wireless networks: PHY, MAC and network layer

M Kulin, T Kazaz, E De Poorter, I Moerman - Electronics, 2021 - mdpi.com
This paper presents a systematic and comprehensive survey that reviews the latest research
efforts focused on machine learning (ML) based performance improvement of wireless …

[HTML][HTML] Contention-based traffic priority MAC protocols in wireless body area networks: A thematic review

F Masud, G Abdul-Salaam, M Anwar… - Egyptian Informatics …, 2023 - Elsevier
Abstract Wireless Body Area Networks (WBANs) healthcare application is a group of
heterogeneous-natured Bio-Medical Sensor Nodes (BMSNs) used to sense and monitor a …

Data gathering techniques in wsn: a cross-layer view

O Gurewitz, M Shifrin, E Dvir - Sensors, 2022 - mdpi.com
Wireless sensor networks (WSNs) have taken a giant leap in scale, expanding their
applicability to a large variety of technological domains and applications, ranging from the …

Machine learning prediction based adaptive duty cycle MAC protocol for solar energy harvesting wireless sensor networks

S Sarang, GM Stojanović, M Drieberg… - IEEE …, 2023 - ieeexplore.ieee.org
The dynamic nature of energy harvesting rate, arising because of ever changing weather
conditions, raises new concerns in energy harvesting based wireless sensor networks (EH …

Here there be dragons, a pre-roadmap construct for IoT service infrastructure

N Islam, Y Marinakis, MA Majadillas, M Fink… - … Forecasting and Social …, 2020 - Elsevier
The major challenges facing the 21st century world demands disruptive technology based
solutions. One of the most promising exponential technology set to address world …

Reinforcement learning (RL)-based energy efficient resource allocation for energy harvesting-powered wireless body area network

YH Xu, JW Xie, YG Zhang, M Hua, W Zhou - Sensors, 2019 - mdpi.com
Wireless body area networks (WBANs) have attracted great attention from both industry and
academia as a promising technology for continuous monitoring of physiological signals of …

Data-driven design of intelligent wireless networks: An overview and tutorial

M Kulin, C Fortuna, E De Poorter, D Deschrijver… - Sensors, 2016 - mdpi.com
Data science or “data-driven research” is a research approach that uses real-life data to gain
insight about the behavior of systems. It enables the analysis of small, simple as well as …

Powering the environmental internet of things

J Curry, N Harris - Sensors, 2019 - mdpi.com
The Internet of Things (IoT) is a constantly-evolving area of research and touches almost
every aspect of life in the modern world. As technology moves forward, it is becoming …

On research challenges in hybrid medium-access control protocols for IEEE 802.15. 6 WBANs

A Saboor, R Ahmad, W Ahmed, AK Kiani… - IEEE Sensors …, 2018 - ieeexplore.ieee.org
IEEE 802.15. 6 is a wireless body area network (WBAN) standard proposed to facilitate the
exponentially growing interest in the field of health monitoring. This standard is flexible and …

A comprehensive review on energy harvesting integration in IoT systems from MAC layer perspective: Challenges and opportunities

G Famitafreshi, MS Afaqui, J Melià-Seguí - Sensors, 2021 - mdpi.com
The Internet of Things (IoT) is revolutionizing technology in a wide variety of areas, from
smart healthcare to smart transportation. Due to the increasing trend in the number of IoT …