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Author

Shixue Liang

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Surrogate Modeling of Stochastic Hysteresis Response in Irregular RC Shear Walls Using CNN-KAN and Manifold Random Fields

Accurately predicting the hysteretic response of irregular reinforced concrete (RC) shear walls is essential for seismic performance assessment. However, spatial variability in material properties and geometric complexity introduce significant stochasticity, making conventional stochastic finite element (SFEM) method...

Shi-Xue Liang, Xing Lin, Yuan-Yuan Zeng et al. · 0 citations
Open access Aug 2026

Sustainable Mix Design of Sugarcane Bagasse Ash Concrete via AutoML-Assisted Multi-Objective Optimization

Highlights Sugarcane bagasse ash (SCBA) concrete mix design is optimized for low-carbon use. Automated machine learning predicts compressive strength from the mix parameters of SCBA concrete. NSGA-III derives optimal SCBA concrete mix designs considering strength, cost, and CO2 emissions. Compression tests confirm the...

Yang Cui, Zheng-Yu Fei, Yi Zhao et al. · 0 citations

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