Optimal Data Transmission and Improve Efficiency through Machine Learning in Wireless Sensor Networks

H Park, J Jeon - JOIV: International Journal on Informatics Visualization, 2022 - joiv.org
Each sensor node in WSN is typically equipped with a limited capacity small battery. Energy-
efficient communication is therefore considered a key component of network life extension …

Data fairness transmission and adaptive duty cycle through machine learning in wireless sensor networks

J Jeon, H Park - JOIV: International Journal on Informatics Visualization, 2022 - joiv.org
In this paper, we propose the data fairness transmission and adaptive duty cycle through
machine learning in wireless sensor networks. The mechanism of this paper is mainly …

[PDF][PDF] An Efficient Packet Transmission Protocol Using Reinforcing Learning in Wireless Sensor Networks

HJ Park, SC Kim - Journal of System and Management Sciences, 2021 - aasmr.org
The recently requested Medium Access Control (MAC) protocol in Wireless Sensor Network
(WSN) is fast, reliable, and supports QoS. For this, this paper has proposed a data storage …

ML-Based Adaptive MAC Protocol for Real Time Data Transmission in Wireless Sensor Networks

ARRA Kakade - 2024 - researchsquare.com
Abstract Wireless Sensor Networks (WSNs) are expressively utilized in various real-time
control and monitoring applications. WSNs have been expanded considering the …

An enhanced adaptive duty cycle scheme for optimum data transmission in wireless sensor network

AA Shallahuddin, MFA Kadir, MA Mohamed… - Information Science and …, 2020 - Springer
In wireless sensor network (WSN), energy efficiency is the most fundamental issue that
requires special attention during the design of communication protocols. Energy waste is …

A REINFORCEMENT LEARNING-BASED ENERGY EFFICIENT AND QOS SUPPORTING MAC PROTOCOL FOR WIRELESS SENSOR NETWORKS

SCK Hye Yun Kim - Journal of Southwest Jiaotong University, 2023 - jsju.org
Wireless sensor networks (WSNs) play a critical role in realizing the Internet of Things (IoT).
As the applications using WSNs expand, there is a growing demand for Quality of Service …

SR-MAC: A low latency MAC protocol for multi-packet transmissions in wireless sensor networks

HW Tang, JN Cao, XF Liu, CX Sun - Journal of Computer Science and …, 2013 - Springer
Event detection is one of the major applications of wireless sensor networks (WSNs). Most of
existing medium access control (MAC) protocols are mainly optimized for the situation under …

[PDF][PDF] Adaptive data collection algorithm for wireless sensor networks

M Vahabi, M Rasid, R Abdullah, M Ghazvini - IJCSNS, 2008 - academia.edu
Periodical Data collection from unreachable remote terrain and then transmit information to
a base station is one of the targeted application of sensor networks. The energy restriction of …

CS-ATMA: A hybrid single channel MAC layer protocol for wireless sensor networks

S Mishra, RR Swain, TK Samal, MR Kabat - Computational Intelligence in …, 2015 - Springer
In wireless sensor network (WSN), the main problem in medium access control are sleep-
awake scheduling and its overhead, idle listening, and the energy consumed in transmitting …

Adaptive intelligent hybrid MAC protocol for wireless sensor network

A Rajasekaran, V Nagarajan - 2016 International Conference …, 2016 - ieeexplore.ieee.org
Wireless Sensor Network (WSN) are primarily battery operated. Due to deployment of WSN
in harsh environment, of WSN in harsh atmosphere, it's terribly tough to interchange or …