Geopolymer Concrete Mix Properties and Emissions Data

Jahanzeb Javed's dataset contains experimental results on geopolymer concrete mixes using fly ash and silica fume. It includes measurements from destructive and non-destructive testing, such as ultrasonic pulse velocity and compressive strength, along with modeled CO2 emissions. The data was last updated in April 2026.

Use Cases

• Predict compressive strength from mix design parameters like fly ash and silica fume content using ANNs.
• Model CO2 emissions of geopolymer concrete based on life cycle assessment input parameters.
• Analyze the effect of steel fiber reinforcement on flexural strength and resilience metrics.
• Perform SHAP-based sensitivity analysis to identify key input parameters influencing mechanical property predictions.

Strengths

• Dataset supports ANN models with reported high prediction accuracy (R² between 0.96 and 0.99).
• Includes results from both destructive testing and non-destructive UPV measurements.

Limitations

• Dataset is very small at 5.5 KB, indicating limited scope and a small number of samples or features.
• Specific row count, column names, and sample data are unavailable, hindering immediate analysis.

Provenance

Source

Jahanzeb Javed via figshare.

Collection Method

Data originates from a comprehensive experimental campaign on geopolymer concrete mixes.

Freshness

Data was last updated in April 2026.