Machine learning-based surrogate model for calibrating fire source properties in FDS models of façade fire tests

Effect of wind speed and direction on facade fire spread in an isolated rectangular building

(2022) Yousef Abu-Zidan et al.   FIRE SAFETY JOURNAL

Review on the Use of Artificial Intelligence to Predict Fire Performance of Construction Materials and Their Flame Retardancy

(2021) Hoang T. Nguyen et al.   MOLECULES

Numerical and experimental study of cedar façade fire

(2021) Biao Zhou et al.   FIRE AND MATERIALS

P-Flash – A machine learning-based model for flashover prediction using recovered temperature data

(2021) Jun Wang et al.   FIRE SAFETY JOURNAL

Predicting heat release properties of flammable fiber-polymer laminates using artificial neural networks

(2021) Hoang T. Nguyen et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Brain-STORM: A deep learning model for computationally fast transient high-rise fire simulations

(2021) Tyler Buffington et al.   FIRE SAFETY JOURNAL

Development of a machine-learning approach for identifying the stages of fire development in residential room fires

(2021) Hongqiang Fang et al.   FIRE SAFETY JOURNAL

Surfing on Fitness Landscapes: A Boost on Optimization by Fourier Surrogate Modeling

(2020) Luca Manzoni et al.   Entropy

Using machine learning in physics-based simulation of fire

(2020) B.Y. Lattimer et al.   FIRE SAFETY JOURNAL

Predictive modeling of wildfires: A new dataset and machine learning approach

(2019) Younes Oulad Sayad et al.   FIRE SAFETY JOURNAL

Multi-fidelity surrogate algorithm for fire origin determination in compartment fires

(2019) Nan Li et al.   ENGINEERING WITH COMPUTERS

Fire resistance evaluation through artificial intelligence - A case for timber structures

(2019) M.Z. Naser   FIRE SAFETY JOURNAL

A Python surrogate modeling framework with derivatives

(2019) Mohamed Amine Bouhlel et al.   ADVANCES IN ENGINEERING SOFTWARE

Compartment fire predictions using transpose convolutional neural networks

(2019) Jonathan L. Hodges et al.   FIRE SAFETY JOURNAL

Numerical simulation of the fire behaviour of facade equipped with aluminium composite material‐based claddings‐Model validation at large scale

(2019) Virginie Dréan et al.   FIRE AND MATERIALS

Reconstruction of Grenfell Tower fire. Part 3—Numerical simulation of the Grenfell Tower disaster: Contribution to the understanding of the fire propagation and behaviour during the vertical fire spread

(2019) Eric Guillaume et al.   FIRE AND MATERIALS

Reconstruction of Grenfell Tower fire. Part 2: A numerical investigation of the fire propagation and behaviour from the initial apartment to the façade

(2019) Eric Guillaume et al.   FIRE AND MATERIALS

Utilising genetic algorithm to optimise pyrolysis kinetics for fire modelling and characterisation of chitosan/graphene oxide polyurethane composites

(2019) A.C.Y. Yuen et al.   COMPOSITES PART B-ENGINEERING

Bayesian calibration and sensitivity analysis of heat transfer models for fire insulation panels

(2019) P.-R. Wagner et al.   ENGINEERING STRUCTURES

Online Optimization With Costly and Noisy Measurements Using Random Fourier Expansions

(2018) Laurens Bliek et al.   IEEE Transactions on Neural Networks and Learning Systems

Reliability analysis of embankment dam sliding stability using the sparse polynomial chaos expansion

(2018) Xiangfeng Guo et al.   ENGINEERING STRUCTURES

Probabilistic calibration for development length models of deformed reinforcing bar

(2018) Bo Yu et al.   ENGINEERING STRUCTURES

Modeling of fire exposure in facade fire testing

(2017) J. Anderson et al.   FIRE AND MATERIALS

Artificial neural networks in the calibration of nonlinear mechanical models

(2016) Tomáš Mareš et al.   ADVANCES IN ENGINEERING SOFTWARE

Experimental and numerical investigations on the thermal response of multilayer glass fibre/unsaturated polyester/organoclay composite

(2016) Quynh T. Nguyen et al.   FIRE AND MATERIALS

Fire risk assessment with scoring system, using the support vector machine approach

(2015) Chun Kit Lau et al.   FIRE SAFETY JOURNAL

Bayesian Data Analysis 3rd edn A.Gelman, J. B.Carlin, H. S.Stern, D. B.Dunson, A.Vehtari and D. B.Rubin, 2013 Boca Raton, Chapman and Hall-CRC 676 pp., £44.99 ISBN 1-439-84095-4

(2014) Paul Hewson   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY

Adaptive sparse polynomial chaos expansion based on least angle regression

(2010) Géraud Blatman et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Variance decomposition and global sensitivity for structural systems

(2009) Sanjay R. Arwade et al.   ENGINEERING STRUCTURES

Smoke detection in video using wavelets and support vector machines

(2009) Jayavardhana Gubbi et al.   FIRE SAFETY JOURNAL

An adaptive algorithm to build up sparse polynomial chaos expansions for stochastic finite element analysis

(2009) Géraud Blatman et al.   PROBABILISTIC ENGINEERING MECHANICS

Global sensitivity analysis using polynomial chaos expansions

(2007) Bruno Sudret   RELIABILITY ENGINEERING & SYSTEM SAFETY