[PDF][PDF] ARTIFICIAL INTELLIGENCE (AI) APPROACHES FOR THE ASSESSMENT OF BUILDING ELEMENTS THERMAL PERFORMANCE UNDER FIRE CONDITIONS

I Bakas, K Kontoleon - latpee.eap.gr
Study of building configurations' fire performance has traditionally relied on sample or full‐
scale destructive testing. Use of the powerful simulation tools currently available, in …

Review on the use of artificial intelligence to predict fire performance of construction materials and their flame retardancy

HT Nguyen, KTQ Nguyen, TC Le, G Zhang - molecules, 2021 - mdpi.com
The evaluation and interpretation of the behavior of construction materials under fire
conditions have been complicated. Over the last few years, artificial intelligence (AI) has …

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

MZ Naser - Fire safety journal, 2019 - Elsevier
With the ever-growing surge of new technologies, there seems to be an ongoing inertia
towards integrating automation and cognition into various engineering applications. Despite …

[PDF][PDF] AI modelling & mapping functions: a cognitive, physics-guided, simulation-free and instantaneous approach to fire evaluation

M Naser, H Hostetter, A Daware - SiF, 2020 - researchgate.net
Artificial intelligence (AI) is a computational technique that exploits hidden patterns between
seemingly unrelated parameters to draw solution (s) to a given phenomenon. From this …

Autonomous fire resistance evaluation

MZ Naser - Journal of Structural Engineering, 2020 - ascelibrary.org
The structural fire engineering community has been slowly evolving over the past few
decades. While we continue to favor a classical stand toward evaluating fire resistance of …

The Use of Machine Learning in Heat Transfer Analysis for Structural Fire Engineering Applications

Y Panev, T Parker, P Kotsovinos - … Artificial Intelligence in …, 2022 - api.taylorfrancis.com
The discipline of structural fire engineering (SFE) deals with the safe and efficient design of
structures against thermal exposure due to a fire in an internal or external environment. Most …

The Role of Computational Intelligence in Realizing Modern and Autonomous Fire Evaluation Methods

MZ Naser - Structures Congress 2020, 2020 - ascelibrary.org
Despite calls to adopt performance-based solutions, the structural fire engineering
community continues to embrace a classical stance to tackle the problem of fire. In support of …

Performance evaluation of artificial neural networks (Ann) predicting heat transfer through masonry walls exposed to fire

I Bakas, KJ Kontoleon - Applied Sciences, 2021 - mdpi.com
Featured Application The use of Artificial Neural Networks for the prediction of heat transfer
through a variety of masonry wall build-ups exposed to elevated temperatures οn one side …

Meta-narrative review of artificial intelligence applications in fire engineering with special focus on heat transfer through building elements

I Bakas, KJ Kontoleon - Fire, 2023 - mdpi.com
Artificial intelligence (AI), as a research and analysis method, has recently been gaining
ground in the ever-evolving scientific field of fire engineering in buildings. Despite the initial …

ANN prediction of fire temperature in timber

P Cachim - Journal of Structural Fire Engineering, 2019 - emerald.com
Purpose Fire degradation is an extremely important risk that threatens timber structures. It is
therefore normal that timber design codes include provisions for the design and verification …