Research Article

Predicting Nanobinder-Improved Unsaturated Soil Consistency Limits Using Genetic Programming and Artificial Neural Networks

Table 5

Chemical oxides’ composition of the additive materials.

MaterialsOxides’ composition (content by weight, %)
SiO2Al2O3CaOFe2O3MgOK2ONa2OTiO2LOIP2O5SO3IRFree CaO

Clay soil12.4518.092.3010.664.8912.1034.330.075.11
NRHA57.4822.724.563.774.652.760.013.170.88
NQF62.4818.724.836.542.563.180.291.01
HC66.527.81.32.851.50.030.02

IR is insoluble residue; LOI is loss on ignition.