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116 Results Found

  • Article
  • Open Access
4 Citations
5,732 Views
20 Pages

16 February 2022

In the present study, the relevance of the airflow to the response time of the smoke detector has been investigated regarding the different air purifier locations by Fire Dynamics Simulator (FDS). Particular attention has been devoted to the impact o...

  • Article
  • Open Access
2 Citations
6,389 Views
23 Pages

28 January 2023

Inhalation and exhaust fans are installed inside a distribution panel for cooling. However, in the event of fire inside the panel, these fans change the flow of smoke, which interferes with quick detection by fire sensors installed on the panel ceili...

  • Article
  • Open Access
1,347 Views
29 Pages

Dual-GRU Perception Accumulation Model for Linear Beam Smoke Detector

  • Zhuofu Wang,
  • Boning Li,
  • Li Wang,
  • Zhen Cao and
  • Xi Zhang

11 June 2025

Due to the complex structure of high-rise space buildings, traditional point fire detectors are not effective in terms of detection range and installation difficulty. Although linear beam smoke detectors are widely adopted, they still face problems s...

  • Article
  • Open Access
15 Citations
8,780 Views
14 Pages

4 November 2020

The obscuration thresholds for various smoke detectors and combustibles, required as an input parameter in fire simulation, were measured to predict the accurate activation time of detectors. One ionization detector and nine photoelectric detectors w...

  • Article
  • Open Access
4 Citations
2,334 Views
16 Pages

Study on Response Time Hysteresis Model of Smoke Detectors in Aircraft Cargo Compartment

  • Hongwei Cui,
  • Chenran Ruan,
  • Shengdong Wang,
  • Song Lu,
  • Heping Zhang and
  • Minqiang Wang

13 September 2024

A fire in the cargo compartment has a major impact on civil aviation flight safety, and according to the airworthiness clause of the CCAR-25, the detector must sound an alarm within 1 min of a fire in the cargo compartment. As for the cargo compartme...

  • Article
  • Open Access
3 Citations
1,826 Views
23 Pages

Research on the Response Regularity of Smoke Fire Detectors Under Typical Interference Conditions in Ancient Buildings

  • Yunfei Xia,
  • Lei Lei,
  • Siyuan Zeng,
  • Da Li,
  • Wei Cai,
  • Yupeng Hou,
  • Chen Li and
  • Yujie Yin

7 August 2025

Point-type smoke fire detectors have become one of the most commonly used technical means in the fire detection systems of ancient buildings. However, in practical applications, their performance is easily affected by special environmental interferen...

  • Article
  • Open Access
8 Citations
3,996 Views
20 Pages

A Capacitive Particle-Analyzing Smoke Detector for Very Early Fire Detection

  • Boqiang Wang,
  • Xuezeng Zhao,
  • Yiyong Zhang,
  • Zigang Song and
  • Zhuogang Wang

6 March 2024

Smoke detectors face the challenges of increasing accuracy, sensitivity, and high reliability in complex use environments to ensure the timeliness, accuracy, and reliability of very early fire detection. The improvement in and innovation of the princ...

  • Article
  • Open Access
15 Citations
4,790 Views
18 Pages

29 August 2024

The paper introduces a new FireAndSmoke open dataset comprising over 22,000 images and 93,000 distinct instances compiled from 1200 YouTube videos and public Internet resources. The scenes include separate and combined fire and smoke scenarios and a...

  • Article
  • Open Access
1 Citations
2,981 Views
13 Pages

11 December 2023

In performance-based design for domestic buildings, there is a growing need for real-time comparison between the Available Safe Egress Time and Required Safe Egress Time through the integration of fire and evacuation simulations. Therefore, the utili...

  • Article
  • Open Access
1 Citations
2,698 Views
14 Pages

10 May 2022

In 2019, the European Committee for Standardization (CEN) initiated work on the preparation of a strategy for air quality monitoring at workplaces. The aim was to determine the concentrations of nano-objects and their aggregates and agglomerates (NOA...

  • Article
  • Open Access
20 Citations
8,763 Views
18 Pages

Dual-Wavelength Smoke Detector Measuring Both Light Scattering and Extinction to Reduce False Alarms

  • Kaiyuan Li,
  • Gang Liu,
  • Hongyong Yuan,
  • Yang Chen,
  • Yunzhi Dai,
  • Xiangrui Meng,
  • Yuxin Kang and
  • Lida Huang

1 April 2023

Existing fire smoke detectors use the intensity of scattering light or the light extinction coefficient as the indicator of fire smoke to trigger fire alarms. However, false fire alarms could be triggered by dust and water fog. Achieving reliable ear...

  • Article
  • Open Access
15 Citations
4,740 Views
17 Pages

3 January 2023

Photoelectric smoke detectors are used for early detection of building fires, and sensitivity adjustment is generally performed using white smoke generated by the burning of filter paper. Therefore, when black smoke of the same concentration is intro...

  • Article
  • Open Access
8 Citations
5,391 Views
18 Pages

18 September 2023

Photoelectric smoke detectors (SDs) often emit false alarms in studio-type apartments, where fire prevention is crucial. This study investigates the response characteristics of conventional and analog smoke detection factors to reduce false positives...

  • Article
  • Open Access
8 Citations
5,013 Views
18 Pages

19 November 2021

A fire during manned space exploration can cause serious casualties and disrupt the mission if the initial response is delayed. Therefore, measurement technology that can detect fire in the early stage of ignition is important. There have been a numb...

  • Article
  • Open Access
8 Citations
3,267 Views
20 Pages

29 June 2023

Smoke detectors play a vital role in evacuation and safety during fire incidents, as they directly contribute to the reliability and accuracy of firefighting systems. However, if not installed properly, smoke detectors can trigger unwanted fire alarm...

  • Article
  • Open Access
29 Citations
24,372 Views
13 Pages

Low Power Wireless Smoke Alarm System in Home Fires

  • Juan Aponte Luis,
  • Juan Antonio Gómez Galán and
  • Javier Alcina Espigado

21 August 2015

A novel sensing device for fire detection in domestic environments is presented. The fire detector uses a combination of several sensors that not only detect smoke, but discriminate between different types of smoke. This feature avoids false alarms a...

  • Communication
  • Open Access
2 Citations
3,255 Views
12 Pages

8 June 2022

Directly measuring particulate matters (PM) from chimneys in an industrial park is difficult due to it being hard to reach the peak heights. A self-developed PM detector on an unmanned aerial vehicle (UAV) had been deployed to directly measure the PM...

  • Article
  • Open Access
8 Citations
2,377 Views
21 Pages

16 June 2022

The laser transmitter and photoelectric receiver are the core modules of the detector in a laser proximity fuse, whose performance variability can affect the accuracy of target detection and identification. In particular, there is no study on the eff...

  • Article
  • Open Access
652 Views
13 Pages

16 February 2026

In previous studies, fire detection models that only differentiate between fire and smoke are presented. However, a high false detection rate occurs because of confusion between smoke and fog. In this study, a novel method is proposed to effectively...

  • Article
  • Open Access
4 Citations
4,514 Views
18 Pages

31 October 2024

With the growing popularity of leisure activities such as camping and glamping, the incidence of fires at camping sites has increased. This study focuses on improving the effectiveness of photoelectric fire alarm devices by incorporating temperature...

  • Article
  • Open Access
764 Views
23 Pages

Fire Detection Solutions for Heritage Buildings

  • Ágota Zsuzsanna Mohai,
  • Eszter Horváth-Kálmán,
  • Barbara Elek and
  • Ákos Török

9 February 2026

Fire safety in heritage buildings is a major challenge. It is necessary to find effective solutions that minimise damage to the protected building and do not cause damage or diminish the aesthetic value of the building. This requires not only special...

  • Communication
  • Open Access
10 Citations
4,681 Views
9 Pages

30 April 2023

Current optical fire smoke detectors use scattering light intensity as an indicator of smoke concentration and trigger fire alarms when the intensity exceeds a threshold value. However, such detectors are prone to false alarms caused by non-fire aero...

  • Article
  • Open Access
4 Citations
2,928 Views
14 Pages

Time Series Classification with Multiple Wavelength Scattering Signals for Nuisance Alarm Mitigation

  • Kyuwon Han,
  • Soocheol Kim,
  • Hoesung Yang,
  • Kwangsoo Cho and
  • Kangbok Lee

29 December 2023

Smoke detectors are the most widely used fire detectors due to their high sensitivity. However, they have persistently faced issues with false alarms, known as nuisance alarms, as they cannot distinguish smoke particles, and their responsiveness vari...

  • Article
  • Open Access
5 Citations
1,892 Views
13 Pages

25 January 2024

Photoelectric smoke detectors are the most cost-effective devices for very early warning fire alarms. However, due to the different light intensity response values of different kinds of fire smoke and interference from interferential aerosols, they h...

  • Article
  • Open Access
45 Citations
8,892 Views
11 Pages

Highly Sensitive Sensors Based on Metal-Oxide Nanocolumns for Fire Detection

  • Kwangjae Lee,
  • Young-Seok Shim,
  • Young Geun Song,
  • Soo Deok Han,
  • Youn-Sung Lee and
  • Chong-Yun Kang

7 February 2017

A fire detector is the most important component in a fire alarm system. Herein, we present the feasibility of a highly sensitive and rapid response gas sensor based on metal oxides as a high performance fire detector. The glancing angle deposition (G...

  • Article
  • Open Access
15 Citations
5,906 Views
37 Pages

Influence of Compartment Fire Behavior at Ignition and Combustion Development Stages on the Operation of Fire Detectors

  • Alena Zhdanova,
  • Roman Volkov,
  • Aleksandr Sviridenko,
  • Geniy Kuznetsov and
  • Pavel Strizhak

17 June 2022

This paper presents experimental research findings for those involved in the early phase of fire in office buildings. Class A model fires with a reaction area from 5 cm2 to 300 cm2 were chosen for investigation. To mock up a fire, the following combu...

  • Article
  • Open Access
1 Citations
4,935 Views
17 Pages

Predicting the Fire Source Location by Using the Pipe Hole Network in Aspirating Smoke Detection System

  • Young Man Lee,
  • Ha Thien Khieu,
  • Dong Woo Kim,
  • Ji Tae Kim and
  • Hong Sun Ryou

9 March 2022

The aspirating smoke detector (ASD) is one of the most critical pieces of equipment for detecting smoke in a protected area when a fire occurs. It has more advantages than a conventional smoke detector because it can be used in extreme conditions, su...

  • Article
  • Open Access
986 Views
23 Pages

Gardens Fire Detection Based on the Symmetrical SSS-YOLOv8 Network

  • Bo Liu,
  • Junhua Wang,
  • Qing An,
  • Yanglu Wan,
  • Jianing Zhou and
  • Xijiang Chen

8 August 2025

Fire detection primarily relies on sensors such as smoke detectors, heat detectors, and flame detectors. However, due to cost constraints, it is impractical to deploy such a large number of sensors for fire detection in outdoor gardens and landscapes...

  • Article
  • Open Access
91 Citations
8,174 Views
15 Pages

23 January 2022

To reduce the loss induced by forest fires, it is very important to detect the forest fire smoke in real time so that early and timely warning can be issued. Machine vision and image processing technology is widely used for detecting forest fire smok...

  • Article
  • Open Access
1,146 Views
29 Pages

19 February 2026

Early wildfire smoke detection is critical for preventing small ignitions from escalating into large-scale fires, yet early-stage smoke plumes are often faint, low-contrast, and spatially small. When full-resolution frames are resized to satisfy fixe...

  • Article
  • Open Access
60 Citations
6,863 Views
22 Pages

5 November 2018

This work considers using camera sensors to detect fire smoke. Static features including texture, wavelet, color, edge orientation histogram, irregularity, and dynamic features including motion direction, change of motion direction and motion speed,...

  • Article
  • Open Access
699 Views
31 Pages

12 January 2026

Early detection of small-scale fires is crucial for minimizing damage and enabling rapid emergency response. While recent deep learning-based fire detection systems have achieved high accuracy, they still face three key challenges: (1) limited deploy...

  • Article
  • Open Access
3 Citations
2,634 Views
15 Pages

29 January 2022

The external wind can change smoke movement patterns inside the staircase and affect smoke exhaust efficiency. This paper analyzes the smoke back-layering phenomenon in the staircase with open stair doors below the fire floor. The effect of the open...

  • Article
  • Open Access
59 Citations
11,823 Views
24 Pages

Design and Application of Fuzzy Logic Based Fire Monitoring and Warning Systems for Smart Buildings

  • Barera Sarwar,
  • Imran Sarwar Bajwa,
  • Shabana Ramzan,
  • Bushra Ramzan and
  • Mubeen Kausar

9 November 2018

Typical fire monitoring and warning systems use a single smoke detector that is connected to a fire management system to give early warnings before the fire spreads out up to a damaging level. However, it is found that only smoke detector-based fire...

  • Review
  • Open Access
167 Citations
21,660 Views
39 Pages

11 February 2018

Indoor fire detection using gas chemical sensing has been a subject of investigation since the early nineties. This approach leverages the fact that, for certain types of fire, chemical volatiles appear before smoke particles do. Hence, systems based...

  • Article
  • Open Access
10 Citations
3,797 Views
15 Pages

6 May 2020

A series of cone calorimetry experiments and simultaneous gravimetric sampling and light extinction (GSLE) measurements were performed to determine the optical properties (light obscuration and extinction characteristics) of smoke particulates produc...

  • Article
  • Open Access
3 Citations
4,030 Views
23 Pages

9 July 2023

The primary objective of the current fire protection system in high-rise buildings is to extinguish fires in close proximity to the detectors. However, in the event of rapidly spreading fires, it is more effective to limit the transmission of fire an...

  • Article
  • Open Access
43 Citations
6,147 Views
21 Pages

Light-Weight Student LSTM for Real-Time Wildfire Smoke Detection

  • Mira Jeong,
  • MinJi Park,
  • Jaeyeal Nam and
  • Byoung Chul Ko

25 September 2020

As the need for wildfire detection increases, research on wildfire smoke detection combining low-cost cameras and deep learning technology is increasing. Camera-based wildfire smoke detection is inexpensive, allowing for a quick detection, and allows...

  • Article
  • Open Access
859 Views
21 Pages

25 March 2026

In Canada, early fire detection is an important component of wildfire management, and it utilizes a combined effort approach including public reports, aviation patrols, and satellite observations. The role of ground-based continuous smoke sensors has...

  • Article
  • Open Access
7 Citations
3,646 Views
23 Pages

Application Assessment of Electrical Cables during Smoldering and Flaming Combustion

  • Rafał Porowski,
  • Robert Kowalik,
  • Piotr Ramiączek,
  • Paulina Bąk-Patyna,
  • Paweł Stępień,
  • Maria Zielecka,
  • Tomasz Popielarczyk,
  • Agata Ludynia,
  • Angelika Chyb and
  • Jarosław Gawdzik

15 March 2023

Electrical cables are a potential source of ignition and fire hazards in various types of buildings and industrial installations, as well as in all modes of transportation, including aircraft. Fires in buildings pose the greatest threat to human life...

  • Article
  • Open Access
3 Citations
2,571 Views
16 Pages

Anchor-Free Smoke and Flame Recognition Algorithm with Multi-Loss

  • Gang Li,
  • Peng Chen,
  • Chuanyun Xu,
  • Chengjie Sun and
  • Yingli Ma

4 June 2023

Fire perception based on machine vision is essential for improving social safety. Object recognition based on deep learning has become the mainstream smoke and flame recognition method. However, the existing anchor-based smoke and flame recognition a...

  • Article
  • Open Access
16 Citations
3,398 Views
19 Pages

23 June 2024

Fire is a significant security threat that can lead to casualties, property damage, and environmental damage. Despite the availability of object-detection algorithms, challenges persist in detecting fires, smoke, and humans. These challenges include...

  • Proceeding Paper
  • Open Access
4 Citations
2,741 Views
4 Pages

Chemical sensing may be better suited than conventional smoke-based detectors for the detection of certain type of fires, in particular in fires where smoke appears after gas emissions. However, chemical-based systems also respond to non-fire scenari...

  • Article
  • Open Access
38 Citations
6,948 Views
31 Pages

27 November 2023

Forest fires pose severe challenges to forest management because of their unpredictability, extensive harm, broad impact, and rescue complexities. Early smoke detection is pivotal for prompt intervention and damage mitigation. Combining deep learning...

  • Article
  • Open Access
57 Citations
11,728 Views
25 Pages

19 June 2023

Wildfire poses a significant threat and is considered a severe natural disaster, which endangers forest resources, wildlife, and human livelihoods. In recent times, there has been an increase in the number of wildfire incidents, and both human involv...

  • Article
  • Open Access
1 Citations
791 Views
24 Pages

28 June 2025

Our work presents a laser fuze detector structure with a four-channel center-symmetrical emitting laser under the influence of the three-dimensional (3D) and spatial properties of smoke clouds, which was used to improve the laser fuze’s anti-smoke in...

  • Article
  • Open Access
1 Citations
1,349 Views
18 Pages

TCSN-YOLO: A Small-Target Object Detection Method for Fire Smoke

  • Cao Yang,
  • Zhou Jun,
  • Wen Hongyuan and
  • Wang Gang

29 November 2025

Forest fires continue to pose a significant threat to public and personal safety. Detecting smoke in its early stages or when it is distant from the camera is challenging because it appears in only a small region of the captured images. This paper pr...

  • Article
  • Open Access
83 Citations
12,260 Views
15 Pages

Wildfire and Smoke Detection Using Staged YOLO Model and Ensemble CNN

  • Chayma Bahhar,
  • Amel Ksibi,
  • Manel Ayadi,
  • Mona M. Jamjoom,
  • Zahid Ullah,
  • Ben Othman Soufiene and
  • Hedi Sakli

One of the most expensive and fatal natural disasters in the world is forest fires. For this reason, early discovery of forest fires helps minimize mortality and harm to ecosystems and forest life. The present research enriches the body of knowledge...

  • Article
  • Open Access
22 Citations
3,874 Views
16 Pages

Investigating the spatial distribution patterns of disease and suspected determinants could help one to understand health risks. This study investigated the potential risk factors associated with COVID-19 mortality in the continental United States. W...

  • Article
  • Open Access
154 Views
23 Pages

26 April 2026

Smoking detection in indoor work sites is challenging due to posture variability, object occlusion, poor lighting, and the small size of cigarettes. These factors hinder the extraction of reliable pose-aware features. Such features include hand&ndash...

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