Optimal tuning of PI speed controller coefficients for electric drives using neural network and genetic algorithms

Improving the Performance of Vector Controlled Induction Motor Drive Using Ga-Anfis Structure for Tuning of Pi Coefficients

“…This value is used in the GA operators by determining the fitness value of this hand in the population. The genetic algorithm parameters selected for the purpose of adjustment are shown the table [19]. …”

A Comparative Study of Neural Networks and Fuzzy Systems in Modeling of a Nonlinear Dynamic System

“…Recently, neural networks have been shown to possess good approximation capability for a wide range of nonlinear functions and have been used in the modeling of nonlinear dynamic systems by many researchers [10][11][12][13]. By far the most common type of network used for dynamic modeling work is the backpropagation network, which gets its name from its learning strategy.…”

“…In the same way, the learning and momentum coefficients were determined by experiences with previous studies [13]. Table 1.…”

A Comparative Study of Neural Networks and Fuzzy Systems in Modeling of a Nonlinear Dynamic System

“…There was no criterion to select cell number at every layer of the ANN structure; layer number and cell number were determined by experiment. In the same way, the learning and momentum coefficients were determined by experiences with previous studies [13]. Table 1.…”