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Zhi-Hao Zhao

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Open access Aug 2026

Dominant-learner adaptive mixing for concrete compressive strength prediction

Accurate prediction of concrete compressive strength is essential for mixture design, quality control, and the broader use of supplementary cementitious materials in low-carbon construction. Fly ash concrete is particularly challenging to model because its strength development is affected by nonlinear interactions amon...

Jinjin Wang, Zhi-Hao Zhao, Mingjie Han · 0 citations
Open access Jul 2026

TabPFN-Based Prediction of Concrete Compressive Strength

The use of supplementary cementitious materials such as fly ash can reduce environmental impacts and improve the sustainability of concrete construction. However, the nonlinear interactions among mixture design parameters make accurate prediction of concrete compressive strength challenging. In this study, TabPFN, a pr...

Zhihao Zhao, Jinjin Wang, Guohui Ma et al. · 0 citations

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