Keywords: machine learning
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Journal Articles
Proceedings of the Institution of Civil Engineers - Engineering Sustainability 1–23.
Published: 21 July 2026
...Md Zia Ul Haq; Sandeep Singh; Meena Y.R.; Vanitha S.; Priyadarshi Das; Manni Sharma; Tarak Vora This paper evaluates variations in supplementary cementitious materials, water-cement ratios, curing times, aggregate sizes, and cement content, the predictive efficacy of five machine learning models...
Journal Articles
Journal Articles
Proceedings of the Institution of Civil Engineers - Engineering Sustainability (2026) 179 (1): 73–84.
Published: 08 April 2025
... personnel in making decisions, and promotes the effective implementation of IDI. artificial intelligence construction inherent defects insurance machine learning quality control rate determination UN SDG 8: Decent work and economic growth National Natural Science Foundation of China...
Journal Articles
Proceedings of the Institution of Civil Engineers - Engineering Sustainability (2025) 178 (6): 411–425.
Published: 01 April 2025
... remains competitive in multi-keyed configurations under confining stress. To address the complexity of predicting RAC’s load-bearing capacity, this study introduces a novel predictive model developed through advanced machine learning techniques, including Linear Regression and Random Forest algorithms...

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