StructuresNet and FireNet: Benchmarking databases and machine learning algorithms in structural and fire engineering domains

MZ Naser, V Kodur, HT Thai, R Hawileh… - Journal of Building …, 2021 - Elsevier
Abstract Machine learning (ML) continues to rise as an effective and affordable method of
tackling engineering problems. Unlike other disciplines, the integration of ML into structural …

Boosting machines for predicting shear strength of CFS channels with staggered web perforations

VV Degtyarev, MZ Naser - Structures, 2021 - Elsevier
Cold-formed steel (CFS) purlins and studs with staggered web perforations have been used
in construction to improve the thermal efficiency of buildings. The perforations adversely …

Neural networks for predicting shear strength of CFS channels with slotted webs

VV Degtyarev - Journal of Constructional Steel Research, 2021 - Elsevier
Cold-formed steel channels are made with staggered courses of slots for reduced thermal
conductivity and improved energy efficiency of cold-formed steel buildings. The reduced …

SUSU supercomputer resources for industry and fundamental science

P Kostenetskiy, P Semenikhina - 2018 Global Smart Industry …, 2018 - ieeexplore.ieee.org
The supercomputers of South Ural State University are at the core of the University's
research performance. These facilities enable researchers to perform a broad range of …

Mapping functions: A physics-guided, data-driven and algorithm-agnostic machine learning approach to discover causal and descriptive expressions of engineering …

MZ Naser - Measurement, 2021 - Elsevier
This paper presents; mapping functions, a machine learning (ML) and simulation-free
approach to enable physics-guided and data-driven derivation of expressions that describe …

GEP-based models for estimating the elastic shear buckling and ultimate loads of cold-formed steel channels with staggered slotted web perforations in shear

S İpek, VV Degtyarev, EM Güneyisi, I Mansouri - Structures, 2022 - Elsevier
Thermal bridging through cold-formed steel (CFS) channels can be substantially reduced by
introducing staggered slots in the channels' webs. The perforation size and pattern …

Predicting shear strength of CFS channels with slotted webs by machine learning models

VV Degtyarev - Architecture, Structures and Construction, 2021 - Springer
Staggered rectangular perforations (slots) are provided in the webs of cold-formed steel
(CFS) beams and columns to reduce their thermal conductivity and improve the energy …

Machine learning prediction of web-crippling strength in cold-formed steel beams with staggered slotted perforations

P Gatheeshgar, RSS Ranasinghe, L Simwanda… - Structures, 2025 - Elsevier
The application of staggered slotted perforations in cold-formed steel (CFS) members is
increasingly prominent in modern construction. Understanding the web-crippling strength of …

Experimental and numerical study on the shear behavior of web perforated cold-formed steel beams

L Wang, J Li, C Luo, X Cao, H Wang - Structures, 2022 - Elsevier
In the practical application of cold-formed steel members, a certain number and forms of
holes are often placed in the web of members. The web opening will weaken the shear …

Flexural buckling of thin-walled lipped channel columns with slotted webs: Numerical and analytical studies

D Visy, M Szedlák, BB Geleji, S Ádány - Engineering Structures, 2019 - Elsevier
In this paper elastic major-axis flexural buckling of thin-walled lipped channel column
members with slotted webs is discussed. Though slotted webs are applied in order to …