Grammatical Evolution for Total Phosphorus in Reservoir Prediction
The present study applied genetic programming (GP) to estimate the slump flow of high-performance concrete (HPC) using seven concrete ingredients. GP optimizes functions and their associated coefficients simultaneously and is suitable to automatically discover complex relationships between nonlinear systems. The results demonstrated that GP generates a more accurate formula and has lower estimating errors for predicting the slump flow of HPC than multiple linear regressions (MLRs).
C. M. Kao et al., "Grammatical Evolution for Total Phosphorus in Reservoir Prediction", Advanced Materials Research, Vols. 211-212, pp. 369-373, 2011