StructuresNet and FireNet: Benchmarking databases and machine learning algorithms in structural and fire engineering domains
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 …
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 …
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 …
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 …
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 …
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
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 …
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 …
(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
The application of staggered slotted perforations in cold-formed steel (CFS) members is
increasingly prominent in modern construction. Understanding the web-crippling strength of …
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 …
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 …
members with slotted webs is discussed. Though slotted webs are applied in order to …