Fire-Resistant Steel Structures: Optimization Mathematical Model with Minimum Predicted Cost of Fire Protection Means

Steel structures quickly lose stability during a fire, which is why fire protection measures are used to increase their fire resistance limits. Structural fire protection in the form of boards or covers can achieve structural stability values ranging from 30 to 240 min under various fire conditions. Structural fire protection has certain advantages—it does not change its geometry during a fire, its behavior is predictable during testing (unlike intumescent fire protection), it has broad climatic applicability, and it can achieve high fire resistance limits. This article presents a mathematical model that calculates the minimum cost of structural fire protection while ensuring that the unexposed side of a steel column does not exceed 500 °C and achieves 180 min of standard fire resistance. Optimal values were extracted using genetic algorithms in the MS Excel environment and the “Solver” tool. The model was tested on a sample of 39 structural materials, such as cement boards, covers, and enclosures. The calculated coefficient of determination (R2) for the predictive model of the main component was 0.948. The predicted material cost was 6.83 $/m2. This study’s results can be used for preliminary cost estimation of fire protection treatments for steel structures in large design and operating companies.

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Publication Details

Journal
Buildings
Published
2026-01-02
DOI
https://doi.org/10.3390/buildings16010215
Primary Topic
Fire effects on concrete materials
Type
article
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article

Fire-Resistant Steel Structures: Optimization Mathematical Model with Minimum Predicted Cost of Fire Protection Means

Anton Radaev, Nikita Shcheglov, Marina Gravit, Alla Tsepova et al.
Buildings
Fire effects on concrete materials
article

Fire-Resistant Steel Structures: Optimization Mathematical Model with Minimum Predicted Cost of Fire Protection Means

Anton Radaev, Nikita Shcheglov, Marina Gravit, Alla Tsepova, Natalia Konstantinova
article en

Abstract

Steel structures quickly lose stability during a fire, which is why fire protection measures are used to increase their fire resistance limits. Structural fire protection in the form of boards or covers can achieve structural stability values ranging from 30 to 240 min under various fire conditions. Structural fire protection has certain advantages—it does not change its geometry during a fire, its behavior is predictable during testing (unlike intumescent fire protection), it has broad climatic applicability, and it can achieve high fire resistance limits. This article presents a mathematical model that calculates the minimum cost of structural fire protection while ensuring that the unexposed side of a steel column does not exceed 500 °C and achieves 180 min of standard fire resistance. Optimal values were extracted using genetic algorithms in the MS Excel environment and the “Solver” tool. The model was tested on a sample of 39 structural materials, such as cement boards, covers, and enclosures. The calculated coefficient of determination (R2) for the predictive model of the main component was 0.948. The predicted material cost was 6.83 $/m2. This study’s results can be used for preliminary cost estimation of fire protection treatments for steel structures in large design and operating companies.

BuildingsVol. 16(1)
Peter the Great St. Petersburg Polytechnic University (RU), All-Russian Research Institute for Fire Protection (RU)
Openalex Percentile: Top 99%
Fire effects on concrete materials
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Fire-Resistant Steel Structures: Optimization Mathematical Model with Minimum Predicted Cost of Fire Protection Means — Anton Radaev, Nikita Shcheglov, et al. · Buildings (2026) | TGRS Research Map | TGRS