Forest fire smoke recognition based on convolutional neural network
Sign Up to like & getrecommendations! Published in 2020 at "Journal of Forestry Research"
DOI: 10.1007/s11676-020-01230-7
Abstract: Traditional fire smoke detection methods mostly rely on manual algorithm extraction and sensor detection; however, these methods are slow and expensive to achieve discrimination. We proposed an improved convolutional neural network (CNN) to achieve fast… read more here.
Keywords: network; convolutional neural; fire smoke; fire ... See more keywords
Evacuation dynamics considering pedestrians’ movement behavior change with fire and smoke spreading
Sign Up to like & getrecommendations! Published in 2017 at "Safety Science"
DOI: 10.1016/j.ssci.2016.10.009
Abstract: Abstract This paper proposes an extended Floor-Field (FF) model to study the pedestrian evacuation dynamics with the influence of the fire and the smoke spreading. The spreading of smoke is from top to bottom, which… read more here.
Keywords: movement; fire; evacuation dynamics; fire smoke ... See more keywords
Bush-fire smoke linked to hundreds of deaths
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DOI: 10.1038/d41586-020-00886-9
Abstract: The first study to estimate health effects from Australia’s extreme fires suggests that several thousand extra people were admitted to hospital. The first study to estimate health effects from Australia’s extreme fires suggests that several… read more here.
Keywords: linked hundreds; hundreds deaths; smoke linked; fire smoke ... See more keywords
Forest fire smoke detection under complex backgrounds using TRPCA and TSVB
Sign Up to like & getrecommendations! Published in 2021 at "International Journal of Wildland Fire"
DOI: 10.1071/wf20086
Abstract: It is difficult to detect forest fires in complex backgrounds owing to the many interfering factors in forest fire smoke. In this paper, a novel method that combines Time Domain Robust Principal Component Analysis (TRPCA)… read more here.
Keywords: forest fire; fire smoke; smoke; fire ... See more keywords
Unsupervised Segmentation of Fire and Smoke From Infra-Red Videos
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DOI: 10.1109/access.2019.2960209
Abstract: This paper proposes a vision-based fire and smoke segmentation system which uses spatial, temporal and motion information to extract the desired regions from the video frames. The fusion of information is done using multiple features… read more here.
Keywords: fire smoke; segmentation fire; unsupervised segmentation; fire ... See more keywords
Research on Fire Smoke Detection Algorithm Based on Improved YOLOv8
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Access"
DOI: 10.1109/access.2024.3448608
Abstract: Fire has consistently posed a significant disaster risk worldwide. Current fire detection methods primarily rely on traditional physical sensors such as light, smoke, and temperature detectors, which often struggle in complex environments. The susceptibility of… read more here.
Keywords: detection; detection algorithm; fire smoke; algorithm based ... See more keywords
A DETR-Based Evidential RGB-NIR Data Fusion Framework for Fire and Smoke Detection
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3616037
Abstract: Timely and reliable detection of fire and smoke is critical, where even a single misjudgment can lead to major safety risks. While near-infrared (NIR) imagery can complement RGB data by capturing thermal signatures invisible to… read more here.
Keywords: detection; fire smoke; fusion; rgb ... See more keywords
PSSNet: An Optimized High-Accuracy Method for Forest Fire Smoke Detection
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2025.3564058
Abstract: In the field of early automatic detection of smoke from forest fires, there is the issue of the small size and interference of smoke detection by clouds. The conventional nonmaximum suppression (NMS) requires manual adjustment… read more here.
Keywords: detection; smoke detection; fire smoke; forest fire ... See more keywords
Onboard AI for Fire Smoke Detection Using Hyperspectral Imagery: An Emulation for the Upcoming Kanyini Hyperscout-2 Mission
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2024.3394574
Abstract: This article presents our research in the prelaunch phase of the Kanyini mission, which aims to implement an energy-efficient, AI-based system onboard for early fire smoke detection using hyperspectral imagery. Our approach includes three key… read more here.
Keywords: detection; imagery; smoke detection; fire smoke ... See more keywords
Impacts of Anxiety in Building Fire and Smoke Evacuation: Modeling and Validation
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DOI: 10.1109/lra.2016.2579744
Abstract: Anxiety impairs evacuees' ability to select appropriate routes during building fire and smoke evacuations. Understanding anxiety is thus essential to provide proper guidance to evacuees. However, it is challenging to model how anxiety affects evacuees'… read more here.
Keywords: anxiety; building fire; impacts anxiety; fire smoke ... See more keywords
Bronchial wheezing predicts inflammation and respiratory failure in fire smoke victims
Sign Up to like & getrecommendations! Published in 2017 at "Acta Anaesthesiologica Scandinavica"
DOI: 10.1111/aas.12962
Abstract: Acute fire smoke inhalation injury involves inflammatory mediators whose roles are poorly understood. We carried out a prospective observational study of fire smoke victims to identify clinical and biochemical markers that may predict pulmonary dysfunction… read more here.
Keywords: wheezing predicts; bronchial wheezing; fire smoke; fire ... See more keywords