Concept
civil engineering materials
Parents
Children
Cementitious MaterialsConstruction MaterialsInternal CuringMaterial DamageRetrofitting
8.9K
Publications
344.9K
Citations
23.1K
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3.9K
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Neural Network Concrete Modeling
1988 - 1996
The period 1988-1996 saw a convergence of non-destructive sensing and early data-driven material modeling in civil engineering. Researchers deployed electrical impedance, radar, and interferometry to monitor in situ moisture, corrosion potential, delamination, and aging in concrete and bridges, while neural networks and knowledge-based approaches began guiding material behavior predictions and structural response. Durability-centric concrete studies emphasized long-term strength, permeability, and abrasion resistance using silica fume, fly ash, slag, and recycled polymers to extend service life. Rehabilitation design and testing focused on improving resilient modulus, rutting resistance, and asphalt–Portland cement composites for pavements and bridges, complemented by fracture-mechanics investigations into aging infrastructure. Historical coupling of microstructure characterization with property prediction and early AI-enabled modeling emerged as a unifying research trajectory.
• Non-destructive sensing and health monitoring for concrete and bridges employ electrical impedance, radar, and interferometry to assess moisture, corrosion potential, delamination, and aging in situ [6], [17], [16], [11], [19].
• Artificial intelligence and neural networks underpin early data-driven modeling of material behavior and structural response in civil engineering, including knowledge-based modeling and systems applications [20], [18], [15].
• Durability-focused concrete research evaluates long-term strength, permeability, and abrasion resistance using silica fume, fly ash, slag, and recycled polymers to improve robustness and life-cycle performance [4], [7], [2], [5], [14], [13].
• Rehabilitation design and materials testing emphasize resilient modulus, rutting reduction, and asphalt–Portland cement composites to extend service life of pavements and bridges, including lab and field evaluations [10], [8], [1], [9], [11].
• Fracture mechanics and experimental investigations on aging infrastructure highlight fracture behavior of high-strength concrete and the performance of aging slab bridges under modern loading [13], [9], [3].
Sustainable High-Performance Concrete
1997 - 2003
RCA-Driven Sustainable Cementitious Materials
2004 - 2010
Sustainable Recycled-Content Pavements with Cementitious Bases
2011 - 2017
Data-Driven Geopolymer Concrete Design
2018 - 2024