Tap a point to explore its properties. Tap X/Y toggles to switch axes.
Performance Tradeoffs
Click a point to explore its properties. Click X/Y toggles to switch axes.
X: GWP
Y: 28-day strength
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Mix Insight
Pareto-optimalClick a data point to see mix analysis.
Ingredient Insight
Click an ingredient name in the Composition panel to learn more.
⚠ Far from data
Predicted Strength Curve
Strength figures are model predictions with a 95 percent interval.
GWP: – kg CO₂e/m³
Cost: – $/m³
W/B: –
References
BOxCrete: A Bayesian Optimization Open-Source AI Model for Concrete Strength Forecasting and Mix Optimization
Extends the framework to comprehensive concrete mix analysis across different curing temperatures and material sources. The resulting model was used to design a low-carbon mix deployed at a Meta data center.
arXiv
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Sustainable Concrete via Bayesian Optimization
Introduces the custom Gaussian process model and multi-objective Bayesian optimization formulation for concrete mix design, with initial results demonstrating efficient discovery of low-carbon, high-strength mortar formulations.
arXiv
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