Multifunctional MXene/Aramid Nanofiber Composite Films for Efficient Electromagnetic Interference Shielding and Repeatable Early Fire Detection
Sign Up to like & getrecommendations! Published in 2022 at "ACS Omega"
DOI: 10.1021/acsomega.2c03219
Abstract: Rapid development of highly integrated electronic and telecommunication devices has led to urgent demands for electromagnetic interference (EMI) shielding materials that incorporate flame retardancy, and more desirably the early fire detection ability, due to the… read more here.
Keywords: fire; early fire; fire detection; electromagnetic interference ... See more keywords
LFNet: An end-to-end lightweight model for real-time fire detection in embedded firefighting systems
Sign Up to like & getrecommendations! Published in 2025 at "AIP Advances"
DOI: 10.1063/5.0300265
Abstract: This study introduces LFNet, a novel lightweight end-to-end model designed for real-time fire detection in embedded firefighting systems. LFNet addresses the challenges of detecting flames in complex scenarios, including blurred object boundaries, smoke occlusion, small… read more here.
Keywords: detection; end end; fire detection; model ... See more keywords
Recent advances in graphene allotropes-based fire detection sensors
Sign Up to like & getrecommendations! Published in 2024 at "Critical Reviews in Solid State and Materials Sciences"
DOI: 10.1080/10408436.2024.2385828
Abstract: Abstract Fire has been a transformative force in shaping human civilization, influencing everything from our daily activities to technological advancements and cultural practices. When uncontrolled, fire can lead to a range of severe consequences, including… read more here.
Keywords: detection; detection sensors; fire detection; recent advances ... See more keywords
Research on fire detection method of complex space based on multi-sensor data fusion
Sign Up to like & getrecommendations! Published in 2024 at "Measurement Science and Technology"
DOI: 10.1088/1361-6501/ad437d
Abstract: Efficient and reliable fire detection methods are essential for addressing complex spatial characteristics of older residential communities, which often face poor fire safety conditions, various fire types, and challenges in rescue operations. In response to… read more here.
Keywords: sensor data; based multi; fire detection; fire ... See more keywords
Efficient Video Fire Detection Exploiting Motion-Flicker-Based Dynamic Features and Deep Static Features
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.2991338
Abstract: Since fire is one of the most serious types of accidents that can occur, there is always a need for improvement in fire detection capabilities. Convolutional neural networks (CNNs) have been used for a variety… read more here.
Keywords: fire detection; deep static; static features; dynamic features ... See more keywords
A Privacy-Preserving Iot-Based Fire Detector
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Access"
DOI: 10.1109/access.2021.3069588
Abstract: Fire detection has been an issue of interest to researchers due to its significant damage to lives and property within a very short time. One of the recent solutions developed to detect fire is to… read more here.
Keywords: fire detection; fire detector; privacy preserving; fire ... See more keywords
Uncertainty Assessment-Based Active Learning for Reliable Fire Detection Systems
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3190852
Abstract: Deep learning technologies, due to their advanced pattern extraction and recognition of high-dimensional data, have been widely adopted into multisensor-based fire detection systems. Since deep learning approaches can generate erroneous predictions due to incomplete training… read more here.
Keywords: uncertainty assessment; active learning; uncertainty; detection systems ... See more keywords
Characteristics Based Fire Detection System Under the Effect of Electric Fields With Improved Yolo-v4 and ViBe
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3190867
Abstract: To address slow image-based detection of fires under the effect of electric fields and its limitation to static fire characteristics, this paper proffersa video-based fire detection system with improved you only look once version 4… read more here.
Keywords: system; effect electric; fire; detection ... See more keywords
Mirror Target YOLO: An Improved YOLOv8 Method With Indirect Vision for Heritage Buildings Fire Detection
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Access"
DOI: 10.1109/access.2025.3528046
Abstract: Fires can cause severe damage to heritage buildings, making timely fire detection essential. Traditional dense cabling and drilling can harm these structures, so reducing the number of cameras to minimize such impact is challenging. Additionally,… read more here.
Keywords: detection; fire detection; target; indirect vision ... See more keywords
GSF-YOLOv8: A Novel Approach for Fire Detection Using Gather-Distribute Mechanism and SimAM Attention
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3560393
Abstract: To address the current challenges in fire detection algorithms, including insufficient feature extraction, high computational complexity, limited deployment on resource-constrained devices, missed detections, false detections, and low accuracy, we developed a high-precision algorithm named GSF-YOLOv8.… read more here.
Keywords: detection; gsf yolov8; fire detection;
FDN: A Real-Time Ensemble Fire Detection Network
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3575057
Abstract: Fires frequently occur worldwide, devastating neighborhoods and forests owing to challenges in early extinguishment. Computer vision-based deep learning models have recently been employed in fire detection research. The primary objective of this study is to… read more here.
Keywords: detection; detection model; fire detection; fire ... See more keywords