An effective forest fire detection framework using heterogeneous wireless multimedia sensor networks

B Kizilkaya, E Ever, HY Yatbaz, A Yazici - ACM Transactions on …, 2022 - dl.acm.org
With improvements in the area of Internet of Things (IoT), surveillance systems have recently
become more accessible. At the same time, optimizing the energy requirements of smart …

Fight fire with fire: Detecting forest fires with embedded machine learning models dealing with audio and images on low power IoT devices

G Peruzzi, A Pozzebon, M Van Der Meer - Sensors, 2023 - mdpi.com
Forest fires are the main cause of desertification, and they have a disastrous impact on
agricultural and forest ecosystems. Modern fire detection and warning systems rely on …

Energy-efficient cluster-head selection for wireless sensor networks using sampling-based spider monkey optimization

JG Lee, S Chim, HH Park - Sensors, 2019 - mdpi.com
Extending the lifetime and stability of wireless sensor networks (WSNs) through efficient
energy consumption remains challenging. Though clustering has improved energy …

Applications, merits and demerits of WSN with IoT: a detailed review

MYB Murthy, A Koteswararao - International Journal of …, 2024 - inderscienceonline.com
This paper provides an in-depth survey of wireless sensor networks (WSNs) and the Internet
of Things (IoT). It explores the diverse applications of IoT and WSN in healthcare …

Survey on Clustered Routing Protocols Adaptivity for Fire Incidents: Architecture Challenges, Data Losing, and Recommended Solutions

OK Abbas, F Abdullah, NAM Radzi, AD Salman… - IEEE …, 2024 - ieeexplore.ieee.org
Wireless Sensor Networks (WSNs) significantly impact reliable data communications in
environmental monitoring, health care, and transportation applications. Low-powered and …

A new multi-sensor fire detection method based on LSTM networks with environmental information fusion

P Liu, P Xiang, D Lu - Neural Computing and Applications, 2023 - Springer
Multi-sensor fire detection has been widely used, which allows monitoring multiple
environmental indicators. However, most multi-sensor detection methods detect fires only by …

Fire early warning using fire sensors, microcontroller and SMS gateway

RS Kharisma, A Setiyansah - Journal of Robotics and Control …, 2021 - journal.umy.ac.id
A fire disaster that does not save can certainly cause losses, both in the form of objects and
casualties. This occurs for several reasons: late information obtained from the fire …

Entropy Weighted TOPSIS Based Cluster Head Selection in Wireless Sensor Networks under Uncertainty

S Sen, L Sahoo, K Tiwary, T Senapati - Telecom, 2023 - mdpi.com
In recent decades, wireless sensor networks (WSNs) have become a popular ambient
sensing and model-based solution for various applications. WSNs are now achievable due …

Analysis of a Real Time Fire Detection and Intimation System

R Seetharaman, RR Sreeja, SV Dakshin… - … on Smart Systems …, 2023 - ieeexplore.ieee.org
Fire is a natural source which in turn is used for various applications all over the world. This
fire is the combination of heat and flame that is well known. It has its own pros and cons. Fire …

WSN architectures for environmental monitoring applications

KS Adu-Manu, JD Abdulai, F Engmann… - Journal of …, 2022 - Wiley Online Library
Wireless sensor networks (WSNs) have become ubiquitous, permeating every aspect of
human life. In environmental monitoring applications (EMAs), WSNs are essential and …