Multi-objective optimization of high-performance concrete with SBR, silica fume, and fibers using NSGA-III: comprehensive evaluation of fresh, mechanical, durability, and microstructural properties
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引用次数: 0
Abstract
This study investigates the multi-objective optimization of high-performance concrete (HPC) incorporating styrene-butadiene rubber (SBR), silica fume, and fibers (glass and polypropylene) to enhance its fresh, mechanical, durability, and microstructural properties. A systematic experimental program was conducted to evaluate the effects of fiber reinforcement on workability, strength, durability, and microstructure. The study employs NSGA-III (non-dominated sorting genetic algorithm III) to optimize the mix design for maximum strength, minimum permeability, and cost efficiency. The results show that the addition of 1% glass fiber and 3% SBR in HPC led to a 20% increase in compressive strength (107.7 MPa), a 50% reduction in permeability, and improved acid and freeze-thaw resistance compared to conventional concrete. Microstructural analysis (SEM, TGA, and XRD) confirmed improved interfacial transition zone (ITZ) density, reduced porosity, and enhanced hydration product formation. The cost-performance analysis indicates that glass fiber-reinforced HPC offers superior durability and mechanical properties, making it an ideal choice for high-rise buildings, bridges, marine structures, and pavements. This study demonstrates that NSGA-III-based optimization effectively balances strength, durability, and cost, providing a sustainable and high-performance concrete solution for modern infrastructure. Future research should focus on hybrid fiber combinations and machine learning-based mix design optimization to further enhance HPC performance.
期刊介绍:
The Asian Journal of Civil Engineering (Building and Housing) welcomes articles and research contributions on topics such as:- Structural analysis and design - Earthquake and structural engineering - New building materials and concrete technology - Sustainable building and energy conservation - Housing and planning - Construction management - Optimal design of structuresPlease note that the journal will not accept papers in the area of hydraulic or geotechnical engineering, traffic/transportation or road making engineering, and on materials relevant to non-structural buildings, e.g. materials for road making and asphalt. Although the journal will publish authoritative papers on theoretical and experimental research works and advanced applications, it may also feature, when appropriate: a) tutorial survey type papers reviewing some fields of civil engineering; b) short communications and research notes; c) book reviews and conference announcements.