Forest fire detection system using wireless sensor networks and machine learning
U Dampage, L Bandaranayake, R Wanasinghe… - Scientific reports, 2022 - nature.com
Forest fires have become a major threat around the world, causing many negative impacts
on human habitats and forest ecosystems. Climatic changes and the greenhouse effect are …
on human habitats and forest ecosystems. Climatic changes and the greenhouse effect are …
Energy efficient routing protocol for an IoT-based WSN system to detect forest fires
RB Pedditi, K Debasis - Applied Sciences, 2023 - mdpi.com
Around a third of the world's surface area is covered with forests. This is about 4–5 billion
hectares of land. We are losing an additional 3 million hectares of forest cover each year …
hectares of land. We are losing an additional 3 million hectares of forest cover each year …
A highly accurate forest fire prediction model based on an improved dynamic convolutional neural network
S Zheng, P Gao, W Wang, X Zou - Applied Sciences, 2022 - mdpi.com
In this work, an improved dynamic convolutional neural network (DCNN) model to accurately
identify the risk of a forest fire was established based on the traditional DCNN model. First …
identify the risk of a forest fire was established based on the traditional DCNN model. First …
An optimization-based approach for an integrated forest fire monitoring system with multiple technologies and surveillance drones
Wildfires pose a significant threat to forests and the delicate natural balance. In this work, we
present a novel optimization approach for designing forest fire monitoring systems that …
present a novel optimization approach for designing forest fire monitoring systems that …
An accurate forest fire recognition method based on improved BPNN and IoT
S Zheng, P Gao, Y Zhou, Z Wu, L Wan, F Hu, W Wang… - Remote Sensing, 2023 - mdpi.com
Monitoring and early warning technology for forest fires is crucial. An early
warning/monitoring system for forest fires was constructed based on deep learning and the …
warning/monitoring system for forest fires was constructed based on deep learning and the …
Fuzzy based unequal clustering and context-aware routing based on glow-worm swarm optimization in wireless sensor networks: Forest fire detection
Wireless sensor networks (WSNs) displays an encouraging outcome for forest fire (FF)
identification. The most serious WSN investigation tasks is forest fire's early prediction, which …
identification. The most serious WSN investigation tasks is forest fire's early prediction, which …
A forest fire recognition method based on modified deep CNN model
S Zheng, X Zou, P Gao, Q Zhang, F Hu, Y Zhou, Z Wu… - Forests, 2024 - mdpi.com
Controlling and extinguishing spreading forest fires is a challenging task that often leads to
irreversible losses. Moreover, large-scale forest fires generate smoke and dust, causing …
irreversible losses. Moreover, large-scale forest fires generate smoke and dust, causing …
Multi-person cooperative positioning of forest rescuers based on inertial navigation system (INS), global navigation satellite system (GNSS), and ZigBee
M Ji, G Ren, J Liu, Q Xu, R Ren - Measurement, 2025 - Elsevier
Multi-person cooperative positioning is essential to improve the success rate of forest rescue
operations. This research is based on inertial navigation system (INS), global navigation …
operations. This research is based on inertial navigation system (INS), global navigation …
Fire detection algorithm based on improved yolov5
J Miao, G Zhao, Y Gao, Y Wen - 2021 International Conference …, 2021 - ieeexplore.ieee.org
Aiming at the problems of low accuracy and slow speeding of manual and sensor detection
in existing farm fire detection. This paper proposed a real-time fire detection algorithm based …
in existing farm fire detection. This paper proposed a real-time fire detection algorithm based …
Forest fire monitoring and positioning improvement at subpixel level: application to himawari-8 fire products
H Xu, G Zhang, Z Zhou, X Zhou, C Zhou - Remote Sensing, 2022 - mdpi.com
Forest fires are among the biggest threats to forest ecosystems and forest resources, and
can lead to ecological disasters and social crises. Therefore, it is imperative to detect and …
can lead to ecological disasters and social crises. Therefore, it is imperative to detect and …