[HTML][HTML] Optimised prediction of tunnel fire heat release rate using the ResNet18_2CLSTM model with bagging for multimodal data

G Cui, Y Zhang, H Tao, S Man, H Chen - Case Studies in Thermal …, 2024 - Elsevier
Accurate predictions of HRR will improve preparedness and response strategies, enhance
safety, and minimise damage in tunnel fires. In this study, a deep learning prediction model …

CNNM-FDI: Novel Convolutional Neural Network Model for Fire Detection in Images

AK Vishwakarma, M Deshmukh - IETE Journal of Research, 2025 - Taylor & Francis
Fires are a leading cause of accidents globally, often resulting in significant destruction,
which can be challenging to quantify. It can happen anywhere and under any …

[HTML][HTML] Gas Detection and Classification Using Multimodal Data Based on Federated Learning

A Sharma, V Khullar, I Kansal, G Chhabra, P Arora… - Sensors, 2024 - mdpi.com
The identification of gas leakages is a significant factor to be taken into consideration in
various industries such as coal mines, chemical industries, etc., as well as in residential …

Deep Learning Method for Real-Time Fire Detection System for Urban Fire Monitoring and Control

W Yang, Y Wu, SKK Chow - International Journal of Computational …, 2024 - Springer
During urban fire incidents, real-time videos and images are vital for emergency responders
and decision-makers, facilitating efficient decision-making and resource allocation in smart …

Identifying Characteristic Fire Properties with Stationary and Non-Stationary Fire Alarm Systems

M Wiśnios, S Tatko, M Mazur, J Paś, JM Łukasiak… - Sensors, 2024 - mdpi.com
The article reviews issues associated with the operation of stationary and non-stationary
electronic fire alarm systems (FASs). These systems are employed for the fire protection of …

Urban security challenges in major cities, with a specific emphasis on privacy management in the metropolises

MA Khaliji, K Jafarpour Ghalehteimouri - Discover Environment, 2024 - Springer
The rapid growth of urban populations, particularly in the global south, has led to significant
challenges in urban security. Insufficient urban security measures can hinder the …

Innovations in Fire Detection and Suppression Systems for Oil Refin-ery Operations

OV Ekunke, TO Kehinde, IB Owunna… - Path of …, 2024 - pathofscience.org
Oil refineries are prone to high fire hazards that involve volatile chemicals combined with
extremely high temperatures in confined spaces. These call for advanced fire suppression …

Innovations in Media C: Federated Learning and BiLSTM Integration for Image and Video Analysis

AS Kumar, A Balavivekanandhan… - 2024 Third …, 2024 - ieeexplore.ieee.org
In the ever-evolving landscape of media, the demand for efficient and robust analysis of
images and videos has intensified. Traditional methods often struggle to keep pace with the …