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Author

Piyawat Boonlertnirun

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Open access Oct 2026

Mechanics-informed neural network for predicting the axial compressive strength of short circular concrete-filled steel tube columns

This study proposes a mechanics-informed neural network (MINN) model for predicting the axial compressive strength of short circular concrete-filled steel tubular (CCFST) columns by incorporating mechanics-based knowledge describing confinement effects, composite action and established mechanical relationships into the...

Piyawat Boonlertnirun, Rut Su, A. Sutha et al. · 0 citations

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