A review on early forest fire detection systems using optical remote sensing

P Barmpoutis, P Papaioannou, K Dimitropoulos… - Sensors, 2020 - mdpi.com
The environmental challenges the world faces nowadays have never been greater or more
complex. Global areas covered by forests and urban woodlands are threatened by natural …

A data-driven intelligent planning model for UAVs routing networks in mobile Internet of Things

D Meng, Y Xiao, Z Guo, A Jolfaei, L Qin, X Lu… - Computer …, 2021 - Elsevier
Owing to constant progress of wireless communications, the Unmanned Aerial Vehicles
(UAVs) routing networks (UAVs-RN) under mobile Internet of Things (MIoT) have been …

A survey on robotic technologies for forest firefighting: Applying drone swarms to improve firefighters' efficiency and safety

JJ Roldán-Gómez, E González-Gironda, A Barrientos - Applied sciences, 2021 - mdpi.com
Forest firefighting missions encompass multiple tasks related to prevention, surveillance,
and extinguishing. This work presents a complete survey of firefighters on the current …

An improved wildfire smoke detection based on YOLOv8 and UAV images

SN Saydirasulovich, M Mukhiddinov, O Djuraev… - Sensors, 2023 - mdpi.com
Forest fires rank among the costliest and deadliest natural disasters globally. Identifying the
smoke generated by forest fires is pivotal in facilitating the prompt suppression of developing …

Distributed CNN inference on resource-constrained UAVs for surveillance systems: Design and optimization

M Jouhari, AK Al-Ali, E Baccour… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
Unmanned aerial vehicles (UAVs) have attracted great interest in the last few years owing to
their ability to cover large areas and access difficult and hazardous target zones, which is …

An Improved YOLOv5s-Seg Detection and Segmentation Model for the Accurate Identification of Forest Fires Based on UAV Infrared Image

K Niu, C Wang, J Xu, C Yang, X Zhou, X Yang - Remote Sensing, 2023 - mdpi.com
With the influence of climate change and human activities, the frequency and scale of forest
fires have been increasing continuously, posing a significant threat to the environment and …

Satellite image segmentation for forest fire risk detection using Gaussian mixture models

AA Deshmukh, SDB Sonar, RV Ingole… - … on Applied Artificial …, 2023 - ieeexplore.ieee.org
Forest fires are a major threat to the environment, causing destruction to both wildlife and
human habitats. Despite preventative measures, they still contribute significantly to global …

Fire detection using HSV color picker: a review

A Adurkar, P Patel, M Sabnis… - 2022 5th International …, 2022 - ieeexplore.ieee.org
Massive wildfires are destroying homes and habitats around the world. With wildfires, early
detection and prevention become keys to containing the fire. Three days ago, France had to …

A novel custom optimized convolutional neural network for a satellite image by using forest fire detection

V Kalaivani, P Chanthiya - Earth Science Informatics, 2022 - Springer
One of the main degradation occur in forest region is fire attack. Till now, million hectares of
forest areas are burned out due to the environmental and human impact. This will severely …

E2AlertNet: An explainable, efficient, and lightweight model for emergency alert from aerial imagery

N Saini, C Chattopadhyay, D Das - Remote Sensing Applications: Society …, 2023 - Elsevier
Deep learning-based algorithms have shown significant state-of-the-art accuracy in aerial
image classification. Besides, the nature of these algorithms is a black box, which puts the …