Concepedia

Compressive strength prediction and feature analysis for GGBS-Based geopolymer concrete using optimized XGBoost and SHAP: A comparative study of optimization algorithms and experimental validation

Shimol Philip, M. Nidhi

Journal of Building Engineering · 2025 · 23 citations · 141 references

Concepts

ArchitectureCivil EngineeringMaterials EngineeringBuilding MaterialsComputational Materials ScienceDesign OptimizationCompressive PropertiesConcrete ConstructionConcrete MaterialsConcrete TechnologyConstruction Materials EvaluationMaterial PropertiesCompressive StrengthCompressive Strength TestingConcrete Compressive StrengthConcrete StrengthExperimental ValidationGeopolymer ConcreteOptimization Algorithms

References

141

Grey Wolf Optimizer

Seyedali Mirjalili, Seyed Mohammad Mirjalili, Seyed Mohammad Mirjalili et al. · Advances in Engineering Software · 2014 · 18.4K citations · Full text

The Whale Optimization Algorithm

Seyedali Mirjalili, Andrew Lewis · Advances in Engineering Software · 2016 · 14K citations

Natural Sciences, Fisheries, Algorithms +5

Extracting spatial effects from machine learning model using local interpretation method: An example of SHAP and XGBoost

Ziqi Li · Computers Environment and Urban Systems · 2022 · 1K citations · Full text

Computing, Computer Science, Data Science +17

Effect of elevated temperatures on geopolymer paste, mortar and concrete

Daniel Kong, Jay Sanjayan · Cement and Concrete Research · 2009 · 952 citations

Engineering, Civil Engineering, Materials Engineering +14

The effects of ground granulated blast-furnace slag blending with fly ash and activator content on the workability and strength properties of geopolymer concrete cured at ambient temperature

Partha Sarathi Deb, Pradip Nath, Prabir Kumar Sarker · Materials & Design (1980-2015) · 2014 · 925 citations · Full text

Engineering, Materials Engineering, Materials Science +13