Recent advances in sensors for fire detection

F Khan, Z Xu, J Sun, FM Khan, A Ahmed, Y Zhao - Sensors, 2022 - mdpi.com
Fire is indeed one of the major contributing factors to fatalities, property damage, and
economic disruption. A large number of fire incidents across the world cause devastation …

A survey on event detection approaches for sensor based IoT

M Kumar, PK Singh, MK Maurya, A Shivhare - Internet of Things, 2023 - Elsevier
Over the period, two significant advancements ie shrinking of the sensor size and improved
communication capability, lead the sensor-based internet-of-things (SBIoT) to mature …

Aerial imagery pile burn detection using deep learning: The FLAME dataset

A Shamsoshoara, F Afghah, A Razi, L Zheng, PZ Fulé… - Computer Networks, 2021 - Elsevier
Wildfires are one of the costliest and deadliest natural disasters in the US, causing damage
to millions of hectares of forest resources and threatening the lives of people and animals. Of …

A wildfire smoke detection system using unmanned aerial vehicle images based on the optimized YOLOv5

M Mukhiddinov, AB Abdusalomov, J Cho - Sensors, 2022 - mdpi.com
Wildfire is one of the most significant dangers and the most serious natural catastrophe,
endangering forest resources, animal life, and the human economy. Recent years have …

A robust fire detection model via convolution neural networks for intelligent robot vision sensing

Q An, X Chen, J Zhang, R Shi, Y Yang, W Huang - Sensors, 2022 - mdpi.com
Accurate fire identification can help to control fires. Traditional fire detection methods are
mainly based on temperature or smoke detectors. These detectors are susceptible to …

Artificial Intelligence Based Fire and Smoke Detection and Security Control System

H Prasad, A Singh, J Thakur… - 2023 International …, 2023 - ieeexplore.ieee.org
Significant threats to property, human life, and the environment arise from fire events. For
fires to have as minimal of an impact as possible, quick discovery and effective action are …

Fire sensor and surveillance camera-based GTCNN for fire detection system

P Sridhar, SK Thangavel, L Parameswaran… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
Fire accident is a disaster that can happen anytime anywhere due to accidental causes. In
existing works, sensor-and computer vision-based approaches have been used for …

Intelligent visual-IoT-enabled real-time 3D visualization for autonomous crowd management

Q Yu, L Hu, B Alzahrani, A Baranawi… - IEEE Wireless …, 2021 - ieeexplore.ieee.org
Real-time crowd management systems play an important role in urban planning, disaster
warning, and emergency evacuation. For example, through closed-circuit television (CCTV) …

Early Fire Detection Using Long Short-Term Memory-Based Instance Segmentation and Internet of Things for Disaster Management

SJ Malebary - Sensors, 2023 - mdpi.com
Fire outbreaks continue to cause damage despite the improvements in fire-detection tools
and algorithms. As the human population and global warming continue to rise, fires have …

Automating fire detection and suppression with computer vision: a multi-layered filtering approach to enhanced fire safety and rapid response

MS Mondal, V Prasad, R Kumar, N Saha, S Guha… - Fire Technology, 2023 - Springer
A computer vision-based integrated fire detection and automated suppression device
capable of real-time functioning is proposed to enhance the fire safety. The developed …