Special Lecture on Leveraging AI for the Integration of Field Data into Numerical Models

Cristian de Santos, Ph.D., CEO and co-founder of SAALG Geomechanics, is delivering a special lecture at ISM’s 16th International Workshop on Micropiles in Valencia, Spain, taking place September 24-26.

The presentation, “Leveraging AI for the Integration of Field Data into Numerical Models in Geotechnical Engineering,” introduces DAARWIN, an AI-powered geotechnical software designed to bridge the gap between field observations and numerical modelling. By leveraging machine learning and data assimilation techniques, DAARWIN enables engineers to calibrate and update numerical models in real time using actual site data.

The lecture showcases a case study focused on pile load tests, demonstrating how DAARWIN integrates field measurements to refine soil parameters and improve the accuracy and reliability of geotechnical simulations. This approach not only enhances model performance but also supports more confident and data-driven design decisions.

de Santos holds a master’s degree in geotechnical engineering and a Ph.D. in soil mechanics from the Polytechnical University of Catalonia (UPC). Prior to establishing SAALG Geomechanics, he dedicated over 8 years to research and consultancy at UPC. His research interests lie in advanced numerical solutions, numerical model calibrations, and the characterization of soil and rock parameters through back analysis.

During his doctoral studies, de Santos furthered his expertise as a visiting researcher at the California Institute of Technology (Caltech). He is renowned for his proficiency in finite elements software and geotechnical back analysis.

Over the course of his career, he has made significant contributions to a multitude of global projects, including metro lines, high-speed trains, deep shafts, hydraulic tunnels, land reclamation initiatives and the construction of large buildings with subterranean levels. His wealth of experience underscores his standing as a distinguished figure in the field of geomechanics.