Deep learning health management diagnostics applied to the NIST smoke experiments

I Hoppman, S Alhadhrami, J Wang - Frontiers in Energy Research, 2023 - frontiersin.org
Fire is one of the most important hazards that must be considered in advanced nuclear
power plant safety assessments. The Nuclear Regulatory Commission (NRC) has …

Enhancing Fire and Smoke Detection Using Deep Learning Techniques

S Chitram, S Kumar, S Thenmalar - Engineering Proceedings, 2024 - mdpi.com
This exploration focuses on the effective detection of fire and smoke in various
environments, both indoors and outdoors, through the application of real-time object …

Analysis of Deep Learning Techniques Used for Indoor Flame Detection

T Kundu, KK Senapati - 2022 International Conference on IoT …, 2022 - ieeexplore.ieee.org
In spite of the Government placing multiple norms, fire remains one of the major causes of
disaster. Fire stations being at a 65% shortfall, precaution becomes our only choice. While …

Deep Learning-Based Fire and Smoke Detection System

B Senthilnayaki, MA Devi, SA Roseline… - … on Emerging Trends …, 2024 - ieeexplore.ieee.org
This paper presents a novel Deep Learning-Based Fire and Smoke Detection System
designed to surpass conventional sensor-dependent methods. Unlike traditional fire …

Recent advances and emerging directions in fire detection systems based on machine learning algorithms

BM Diaconu - Fire, 2023 - mdpi.com
Fire detection is a critical safety issue due to the major and irreversible consequences of fire,
from economic prejudices to loss of life. It is therefore of utmost importance to design …

Detection of smoking in inside the office using Deep Learning for CCTV camera

R Sha, T Guha - 2022 International Conference on Innovative …, 2022 - ieeexplore.ieee.org
It is crucial for the protection of humans in an indoor setting to have an early fire detection
system. Over the course of the most recent few years, a multitude of methods that make use …

Enhancing safety and efficiency in firefighting operations via deep learning and temperature forecasting modeling in autonomous unit

AA Ishola, D Valles - Sensors, 2023 - mdpi.com
Firefighters face numerous challenges when entering burning structures to rescue trapped
victims, assess the conditions of a residential structure, and extinguish the fire as quickly as …

Design and Development of Fire Detection Using Deep Learning Algorithm

S Santhi - 2024 International Conference on Science …, 2024 - ieeexplore.ieee.org
Fire detection is a critical aspect of ensuring safety in various environments, including
residential, industrial, and commercial settings. In this project, we present the development …

A novel intelligent indoor fire and combustibles detection method based on multi-channel transfer learning strategy with acoustic signals

Z Wang, Z Zhang, Z Wang, J Lu, W An - Process Safety and Environmental …, 2024 - Elsevier
Fire is a ubiquitous hazard that poses a significant threat to life, property, and the
environment in both industrial and everyday settings. Therefore, precise and timely detection …

Fire detection alarm system using deep learning

S Uppal, S Raheja, NR Das - 2023 13th International …, 2023 - ieeexplore.ieee.org
Fire alarm systems designed with Deep Learning algorithms are more sophisticated than
traditional fire alarm systems in terms of saving lives. Isolated sensors have traditionally …