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Article

Effects of Fire Conditions on the Structural Optimization of Timber Trusses

by
Matheus Henrique Morato de Moraes
1,*,
Iuri Fazolin Fraga
1,
Francisco Antonio Rocco Lahr
2,
Fernando Júnior Resende Mascarenhas
3,
Wanderlei Malaquias Pereira Junior
4 and
André Luis Christoforo
1
1
Department of Civil Engineering, Federal University of Sao Carlos, Sao Carlos 13565-905, SP, Brazil
2
Sao Carlos Engineering School, University of Sao Paulo, Sao Carlos 13566-590, SP, Brazil
3
Department of Civil Engineering, Institute for Sustainability and Innovation in Structural Engineering, Rua Luís Reis Santos—Pólo II, University of Coimbra (UC), 3030-788 Coimbra, Portugal
4
Department of Civil Engineering, Federal University of Catalao, Catalao 75705-220, GO, Brazil
*
Author to whom correspondence should be addressed.
Forests 2025, 16(10), 1578; https://doi.org/10.3390/f16101578 (registering DOI)
Submission received: 25 August 2025 / Revised: 4 October 2025 / Accepted: 7 October 2025 / Published: 14 October 2025

Abstract

This article examines how the time of exposure (0, 10, 20 and 30 min) to fire affects the optimal design of Howe timber trusses. The study integrates experimental characterization, thermal modeling (Eurocode 5 1995-1-2), and the bio-inspired Firefly Algorithm (FA). Five Brazilian species (Cambará-rosa, Cupiúba, Angelim-pedra, Garapa, and Jatobá) were assessed in spans of 6, 9, 12, and 15 m. Each configuration was optimized 30 times with 120 agents, 600 iterations, and penalty treatments. In ambient conditions, Angelim-pedra and Garapa produced the lightest trusses, while under fire, simulated trusses with Jatobá wood properties provided the best performances, resulting in up to 35% mass reduction compared to trusses optimized with denser species under equivalent fire scenarios. Safety margins, defined through the Gross Mass Increase (GMI) index, quantify the additional structural mass required under fire in relation to the ambient design. GMI values ranged between 22% and 140% across the analyzed cases, quantifying the additional section demand under fire conditions relative to ambient design. To predict overdesign, regression equations were fitted using symbolic regression for the Index of Gross Area Correction Index (GACI), based on fire exposure time and resistant parameters, achieving R2 above 0.85. The study provides guidelines for species selection, span sizing, and fire safety design. Overall, combining thermal analysis, bio-inspired optimization, and symbolic regression highlights the potential of timber trusses for efficient, safe, and sustainable roof structures. In addition, this study demonstrates the scientific novelty of integrating experimental characterization, Eurocode 5 thermal modeling, and metaheuristic optimization with symbolic regression, providing analytical indices such as the Gross Mass Increase (GMI) and Gross Area Correction Index (GACI). These results also offer practical guidelines for species selection, span sizing, and fire safety design, reinforcing the applicability of the methodology for engineers and designers of timber roof systems.
Keywords: timber trusses; fire condition; optimization; firefly algorithm; fire exposure time timber trusses; fire condition; optimization; firefly algorithm; fire exposure time

Share and Cite

MDPI and ACS Style

Moraes, M.H.M.d.; Fraga, I.F.; Lahr, F.A.R.; Mascarenhas, F.J.R.; Junior, W.M.P.; Christoforo, A.L. Effects of Fire Conditions on the Structural Optimization of Timber Trusses. Forests 2025, 16, 1578. https://doi.org/10.3390/f16101578

AMA Style

Moraes MHMd, Fraga IF, Lahr FAR, Mascarenhas FJR, Junior WMP, Christoforo AL. Effects of Fire Conditions on the Structural Optimization of Timber Trusses. Forests. 2025; 16(10):1578. https://doi.org/10.3390/f16101578

Chicago/Turabian Style

Moraes, Matheus Henrique Morato de, Iuri Fazolin Fraga, Francisco Antonio Rocco Lahr, Fernando Júnior Resende Mascarenhas, Wanderlei Malaquias Pereira Junior, and André Luis Christoforo. 2025. "Effects of Fire Conditions on the Structural Optimization of Timber Trusses" Forests 16, no. 10: 1578. https://doi.org/10.3390/f16101578

APA Style

Moraes, M. H. M. d., Fraga, I. F., Lahr, F. A. R., Mascarenhas, F. J. R., Junior, W. M. P., & Christoforo, A. L. (2025). Effects of Fire Conditions on the Structural Optimization of Timber Trusses. Forests, 16(10), 1578. https://doi.org/10.3390/f16101578

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