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S. Collico

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Conference Open access 2026

Can we really trust traditional compression index correlations? Lessons from a global soil database

The compression index (Cc) is a key parameter for predicting consolidation settlement in fine-grained soils. In geotechnical practice, empirical correlations based on simple index properties are widely used as a fast and economical alternative to laboratory oedometer tests. However, most existing formulations were deve...

Esteban Díaz, Giovanni Spagnoli, S. Collico · 0 citations
Conference Open access 2026

Machine learning-driven modeling of soil plasticity and strength parameters with interpretability insights

This study proposes advanced stacking ensemble machine learning approaches to predict soil Liquidity Index and Undrained Shear Strength and highlights the robust potential of ensemble modeling and tailored optimization in the field of geotechnical engineering.

Giovanni Spagnoli, Mohammadreza Mahmoudi, S. Shimobe et al. · 0 citations

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