Rheostructurally-informed Neural Networks for Geopolymer Material Design
Geopolymers are inorganic and non-crystalline structural materials that can be obtained from natural soils via a chemical activation. They have great potential as additives to reduce cement consumption in construction and thus can help reducing green-house gas emissions of cement manufacturing. They also promote the adoption of local soil resources for traditional and 3D printing-based construction. Important for human space exploration, geopolymers can be also formed from lunar and Martian soils with limited water, and thus are excellent candidates for space infrastructure such as landing pads and shelters. However, at present processing of geopolymers into desirable structures remains far behind their laboratory scale performance, due to the wide range of chemistries and characteristics of different indigenous geopolymers.
This award combines experiments, microscopic simulations, and machine learning approaches that will enable scientists and engineers to effectively design and control geopolymers properties and performances. In collaboration with the Air Force Research Laboratory, the team will educate and train future materials researchers with multi-tool skills that span experiments, simulations, and data-driven algorithms.
This award combines experiments, microscopic simulations, and machine learning approaches that will enable scientists and engineers to effectively design and control geopolymers properties and performances. In collaboration with the Air Force Research Laboratory, the team will educate and train future materials researchers with multi-tool skills that span experiments, simulations, and data-driven algorithms.
Publications
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Research Highlights
Data-driven Recovery of Complex Fluid’s Parameters from Constructive Models
Safa Jamali (Northeastern University)
2/2/2026
The Hidden Hierarchical Nature of Soft Particulate Gels
Emanuela Del Gado (Georgetown University)
2/2/2026
Topological Data Analysis for Particulate Gels
Emanuela Del Gado (Georgetown University)
2/2/2026
Emergence and Evolution of a Particulate Network during Gelation and Coarsening of Attractive Colloids
Safa Jamali (Northeastern University)
2/2/2026
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