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SHAPE

Smart Hydration Assessment and Prediction of Enhanced Low-Clinker Cements

Abstract

The broader use of composite cements is a key lever for reducing CO₂ emissions in the construction sector. Their application, however, is often limited by slow early-age strength development, as the pozzolanic reaction of supplementary cementitious materials proceeds more slowly than the hydration of clinker-rich cements. Sustainable and broadly applicable acceleration methods are still lacking.

This project addresses this challenge by investigating a CO₂ mineralization–based acceleration approach applied to different cement systems, including Portland cement, two composite cements, and a calcined clay limestone cement. CO₂ is injected directly into the mixing process to generate fine nucleation seeds that promote faster formation of calcium-silicate-hydrates. The performance of this approach is benchmarked against commercially available hydration-accelerating admixtures (e.g., Master X-Seed), with the aim of achieving early-age strength development comparable to Portland cement within the first 10 hours.

In parallel, the project develops data-driven methods to assess early-age strength development. In-situ sensor data capturing physical and chemical changes during hardening are combined with mixture and material parameters. Bayesian modeling frameworks are used to predict early-age compressive strength in situ, enabling robust predictions with limited experimental data.

The Team behind the project

  • Thomas Matschei
    Prof. Dr.-Ing.
    Thomas Matschei

    RWTH Aachen University
    Chair of Building Materials

    matschei@ibac.rwth-aachen.de
  • Roberto Calandra
    Prof. Dr.-Ing.
    Roberto Calandra
    Principal Investigator
    TU Dresden
    Chair of Machine Learning for Robotics

    rcalandra@lasr.org
  • Patrick Rubaszewski
    M.Sc.
    Patrick Rubaszewski
    Research Assistant
    RWTH Aachen University
    Chair of Building Materials

    rubaszewski@ibac.rwth-aachen.de
  • Cynthia Morales Cruz
    Dr.-Ing.
    Cynthia Morales Cruz
    Associate
    RWTH Aachen University
    Chair of Building Materials

    morales@ibac.rwth-aachen.de