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Minimizing the Carbon Footprint of 3D Printing Concrete (2024-11)

Leveraging Parametric LCA and Neural Networks Through Multi-Objective-Optimization

10.1016/j.cemconcomp.2024.105853

 Jin Willy,  Caron Jean-François,  Ouellet-Plamondon Claudiane
Journal Article - Cement and Concrete Composites, No. 105853

Abstract

Concrete 3D printing proposes an off-site industrial process allowing to deposit material only where required. However, most mixture design methods struggle to perform, which is why a majority of 3D printing materials display high clinker contents. This study proposes a reproducible methodology for tailor-made 3D printing materials. Applied to a low-clinker quaternary blend, an iterative optimization process leads to a significant reduction of labor in material tuning. It involves life cycle assessment and artificial neural networks as objective functions in the Pareto selection of best-performing solutions. Following the constitution of an 18-mixture database with 6 independent variables and 5 objective functions, printable mortars of different strength classes are designed within 2 to 4 active learning runs. Consequently, this optimum-driven technique allows to rapidly converge toward low-carbon solutions for 3D printing, using local materials and custom characterization procedures.

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BibTeX
@article{jin_caro_ouel.2024.MtCFo3PC,
  author            = "Willy Jin and Jean-François Caron and Claudiane M. Ouellet-Plamondon",
  title             = "Minimizing the Carbon Footprint of 3D Printing Concrete: Leveraging Parametric LCA and Neural Networks Through Multi-Objective-Optimization",
  doi               = "10.1016/j.cemconcomp.2024.105853",
  year              = "2024",
  journal           = "Cement and Concrete Composites",
  pages             = "105853",
}
Formatted Citation

W. Jin, J.-F. Caron and C. M. Ouellet-Plamondon, “Minimizing the Carbon Footprint of 3D Printing Concrete: Leveraging Parametric LCA and Neural Networks Through Multi-Objective-Optimization”, Cement and Concrete Composites, p. 105853, 2024, doi: 10.1016/j.cemconcomp.2024.105853.

Jin, Willy, Jean-François Caron, and Claudiane M. Ouellet-Plamondon. “Minimizing the Carbon Footprint of 3D Printing Concrete: Leveraging Parametric LCA and Neural Networks Through Multi-Objective-Optimization”. Cement and Concrete Composites, 2024, 105853. https://doi.org/10.1016/j.cemconcomp.2024.105853.