An integrated optimization and ANOVA approach for reinforcing concrete beams with glass fiber polymer

• Published in: Decision analytics journal Vol. 11; p. 100479
• Main Authors: Nouri, Younes, Ghanbari, Mohammad Ali, Fakharian, Pouyan
• Format: Journal Article
• Language: English
• Published: Elsevier Inc 01.06.2024
• Subjects: ANOVA; Concrete beam; Finite-element analysis; Glass Fiber Reinforced Polymer; Optimization; Response surface method; Concrete beam; Glass Fiber Reinforced Polymer; Finite-element analysis; Response surface method; ANOVA; Optimization
• ISSN: 2772-6622; 2772-6622
• DOI: 10.1016/j.dajour.2024.100479

Concrete beams are commonly used in construction projects to provide structural support. Reinforcing these beams with steel and Glass Fiber Reinforced Polymer (GFRP) can increase their strength and durability. Steel reinforcement is a traditional method used for decades, while GFRP is a newer material that offers several advantages, including corrosion strength and lighter weight. Combining both materials to reinforce concrete beams can result in a stronger and more resilient structure, making it an ideal choice for many construction projects. In this study, the behavior of reinforced concrete beams with steel and GFRP reinforcement is numerically investigated, and the effect of steel percentage and GFRP percentage on the mechanical strength and energy response of the beam is determined using the Response Surface Methodology (RSM). Using the ABAQUS software, a widely used Finite-Element Analysis (FEA), the numerical modeling is first verified, and then targeted analyses are performed on the beam using the tests specified by the RSM. Then, based on the strength and energy of the beam, a two-variable Analysis of Variance (ANOVA) and two-objective optimization are performed to investigate the effect of changing each parameter of steel percentage and GFRP percentage on beam strength and energy. Several laboratory studies have been conducted on the behavior of concrete beams with steel and GFRP bars, but no research has statistically and numerically examined their behavior. We also simultaneously optimized both strength and energy parameters based on the ratio of steel and GFRP and compared them with numerical values. We show an interaction relationship between steel and GFRP ratio in the strength and energy of concrete beams. In the beam with hybrid reinforcement, with the increase of steel and GFRP ratios, the amount of strength and energy does not increase linearly, and there is a quadratic relationship between them. •Propose a statistical, numerical, and optimization approach by coupling finite element modeling and experimental design methods.•Consider steel and glass fiber reinforced polymer ratio as input and strength and energy as output.•Conduct optimization and design experiments using the response surface method.•Implement numerical modeling of concrete beams with hybrid reinforcement using the ABAQUS software.•Show the optimized parameters are in good agreement with the numerical results.