Simulation Results Illustrating the Optimization of Type-2 Fuzzy Controllers

2012 ◽  
pp. 45-62
Author(s):  
Oscar Castillo ◽  
Patricia Melin
Keyword(s):  
Fuzzy Controllers ◽  
Simulation Results

Optimal tuning of interval type-2 fuzzy controllers for nonlinear servo systems using Slime Mould Algorithm

2021 ◽  
pp. 1-16
Author(s):  
Radu-Emil Precup ◽  
Radu-Codrut David ◽  
Raul-Cristian Roman ◽  
Alexandra-Iulia Szedlak-Stinean ◽  
Emil M. Petriu
Keyword(s):  
Servo Systems ◽  
Fuzzy Controllers ◽  
Slime Mould ◽  
Optimal Tuning ◽  
Interval Type

scholarly journals Optimal Deep Learning based Data Classification Model for Type-2 Diabetes Mellitus Diagnosis and Prediction System

2020 ◽  
Vol 9 (3) ◽  
pp. 1596-1604
Keyword(s):  
Deep Learning ◽  
Data Classification ◽  
Research Area ◽  
Classification Model ◽  
Prediction System ◽  
Pima Indians ◽  
Significant Research ◽  
Diabetes Mellitus Diagnosis ◽  
Simulation Results

In recent days, deep learning models become a significant research area because of its applicability in diverse domains. In this paper, we employ an optimal deep neural network (DNN) based model for classifying diabetes disease. The DNN is employed for diagnosing the patient diseases effectively with better performance. To further improve the classifier efficiency, multilayer perceptron (MLP) is employed to remove the misclassified instance in the dataset. Then, the processed data is again provided as input to the DNN based classification model. The use of MLP significantly helps to remove the misclassified instances. The presented optimal data classification model is experimented on the PIMA Indians Diabetes dataset which holds the medical details of 768 patients under the presence of 8 attributes for every record. The obtained simulation results verified the superior nature of the presented model over the compared methods.

Comparative study of bio-inspired algorithms applied to the optimization of type-1 and type-2 fuzzy controllers for an autonomous mobile robot

2012 ◽  
Vol 192 ◽  
pp. 19-38 ◽  
Author(s):  
Oscar Castillo ◽  
Ricardo Martínez-Marroquín ◽  
Patricia Melin ◽  
Fevrier Valdez ◽  
José Soria
Keyword(s):  
Comparative Study ◽  
Mobile Robot ◽  
Autonomous Mobile Robot ◽  
Fuzzy Controllers

A review on the design and optimization of interval type-2 fuzzy controllers

2012 ◽  
Vol 12 (4) ◽  
pp. 1267-1278 ◽  
Author(s):  
Oscar Castillo ◽  
Patricia Melin
Keyword(s):  
Fuzzy Controllers ◽  
Design And Optimization ◽  
Interval Type

scholarly journals GWO-Based Optimal Tuning of Type-1 and Type-2 Fuzzy Controllers for Electromagnetic Actuated Clutch Systems

2021 ◽  
Vol 54 (4) ◽  
pp. 189-194
Author(s):  
Claudia-Adina Bojan-Dragos ◽  
Radu-Emil Precup ◽  
Stefan Preitl ◽  
Raul-Cristian Roman ◽  
Elena-Lorena Hedrea ◽  
...  
Keyword(s):  
Fuzzy Controllers ◽  
Optimal Tuning
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