Concepedia

Machine learning predictions for optimal cement content in sustainable concrete constructions

Mohammadsadegh Shahrokhishahraki, Mohammadhossein Malekpour, Sajjad Mirvalad, Gloria Faraone

Journal of Building Engineering · 2023 · 51 citations · 76 references

Concepts

ArchitectureMaterials EngineeringMaterials ScienceDesign OptimizationMachine LearningSustainable ConstructionConcrete ConstructionConcrete MaterialsConcrete TechnologyDeep LearningNeural NetworksArtificial Neural Network SurrogatesCompressive StrengthCompressive Strength DevelopmentConcrete Compressive StrengthConcrete StrengthElastic NetMachine Learning In ConstructionNeural Network Modeling

References

76

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

Computing, Computer Science, Data Science +15

Extremely randomized trees

Pierre Geurts, Damien Ernst, Louis Wehenkel · Machine Learning · 2006 · 8.7K citations · Full text

API design for machine learning software: experiences from the scikit-learn project

Lars Buitinck, Gilles Louppe, Mathieu Blondel et al. · arXiv (Cornell University) · 2013 · 1.8K citations · Full text

Computing, Computer Science, Machine Learning +8

Sustainable cement production—present and future

Martin Schneider, Michael Römer, M. Tschudin et al. · Cement and Concrete Research · 2011 · 1.6K citations

Architecture, Construction Management, Building Materials +11