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Beril Önalan

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#graph neural networks Open access Sep 2026

Machine learning surrogates for stability assessment of dry-stacked concrete waste assemblies: Comparing ensemble and graph-based architectures

The integration of non-standard materials into construction workflows is a key step toward circularity in the built environment. However, the lack of rapid stability assessment methods for non-standard assemblies limits their adoption, particularly in early-stage design when the potential for reducing environmental imp...

Beril Önalan, Caitlin Mueller, Catherine De Wolf · 0 citations

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