Prediction of flashover time in a compartment fire by CNN-LSTM based deep neural network considering wearable data collection equipment

X Lu, M He, Z Wang, H Hu, J Ji, J Zhu - Journal of Building Engineering, 2024 - Elsevier
Real-time prediction of flashover in a compartment fire is of great significance for rescue.
This paper investigated a CNN-LSTM neural network to predict the flashover based on the …

Predictive computational fluid dynamics simulation of fire spread on wood cribs

R Kallada Janardhan, S Hostikka - Fire Technology, 2019 - Springer
Presently, there is a need for a robust numerical simulation approach to investigate the
influence of various parameters on fire spread in large open framed structures. CFD-based …

Evaluating Fire Performance of Glass–Polyurethane Composite for Sustainable Cladding via Numerical and Empirical Simulation

T Thevega, J Jayasinghe, E Kandare, D Robert… - Polymers, 2023 - mdpi.com
The increased demand for cladding in high-rise buildings has prompted engineers to
explore alternative products utilizing recycled materials. However, ensuring fire compliance …

Sensitivity analysis of FDS results for the input uncertainty of fire heat release rate

JH Cho, CH Hwang, J Kim, S Lee - Journal of the Korean Society of …, 2016 - koreascience.kr
A sensitivity analysis of FDS (Fire Dynamics Simulator) results for the input uncertainty of
heat release rate (Q) which might be the most influencing parameter to fire behaviors was …

[PDF][PDF] Multivariate methods for life safety analysis in case of fire

B Schröder - 2017 - researchgate.net
The assessment of life safety in case of a building fire is based on the comparison of the
available safe egress time (ASET) and the required safe egress time (RSET). With regards to …

Assessment of Fire Model Uncertainty of Fire Dynamics Simulator in Multiple Compartments of Nuclear Power Plant

HS Han, CH Hwang, SK Lee, JH Lee - International Journal of Fire …, 2022 - ijfse.or.kr
It is necessary to consider the uncertainty of a fire model to ensure accuracy in fire risk
assessment. Recently, NUREG-1824 reported fire model uncertainty data based on 340 full …

Computational modelling of enclosure fires with exposed timber surfaces

MD Granum - 2023 - hvlopen.brage.unit.no
In an era where sustainable materials like timber are becoming more prevalent in building
design and construction, it's crucial to understand and accurately model the behavior of …

Application of FDS for the Hazard Analysis of Lubricating Oil Fires in the Air Compressor Room of Domestic Nuclear Power Plant

HS Han, CH Hwang, KL Baik, S Lee - Journal of the Korean Society …, 2016 - koreascience.kr
The standard procedure of fire modeling was reviewed to minimize the user dependence,
based on the NUREG-1934 and 1824 reports. The hazard analysis of lubricating oil fires in …

A three-layer macro-scale model for simulating the combustion of PPUF in CFD

P McKeen, Z Liao - Building Simulation, 2016 - Springer
Polyether polyurethane foam (PPUF) has been analyzed at various scales to determine its
thermal decomposition characteristics. Analysis of its decomposition behavior was gathered …

[PDF][PDF] Simulation of fire propagation in cable tray installations for particle accelerator facility tunnels

T Hehnen, L Arnold, P Van Hees… - Proceedings of the 8th …, 2018 - researchgate.net
In this paper, it is demonstrated that the simulation of fire propagation in cable tray
installations, with the Fire Dynamics Simulator (FDS), version 6.3. 2, can be achieved. A …