Research Article

Applying Adaptive Neural Fuzzy Inference System to Improve Concrete Strength Estimation in Ultrasonic Pulse Velocity Tests

Table 5

Results of the test group data into the ANFIS.

Attribution functionNumber of functionStandard deviationInput typeMAPE (%)
TrainingTesting

Gbellmf513.90Single entry9.379.86
Trapmf513.95Double entry9.189.79