Knowledge discovery of concrete material using Genetic Operation Trees
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
A new predictive model for compressive strength of HPC using gene expression programming
Advances in Engineering Software
Expert Systems with Applications: An International Journal
Hi-index | 0.00 |
This study uses the Genetic Weighted Pyramid Operation Tree (GWPOT) to build a model to solve the problem of predicting high-performance concrete compressive strength. GWPOT is a new improvement of the genetic operation tree that consists of the Genetic Algorithm, Weighted Operation Structure, and Pyramid Operation Tree. The developed model obtained better results in benchmark tests against several widely used artificial intelligence (AI) models, including the Artificial Neural Network (ANN), Support Vector Machine (SVM), and Evolutionary Support Vector Machine Inference Model (ESIM). Further, unlike competitor models that use ''black-box'' techniques, the proposed GWPOT model generates explicit formulas, which provide important advantages in practical application.