Fuzzy Systems

Fuzzy Systems projects during 2018 academic season for ECE AUTH.

Group 1

Control speed of a table's mechanism using Fuzzy Controllers

• Theoretical implementation of the linear controller
• Implementation of the fuzzy controller in Simulink
• Design of the rule base and the membership functions
• Implementation of the Center Of Sums (COS) defuzzification method
• Use of the previous to simulate two different scenarios

Group 2

Car control

• Implementation of a Fuzzy Logical Controller to control a car's movement in order to avoid obstacles
• Design the rule base and the membership functions

Group 3

Regression

• Use of the CCPP dataset and the Bank dataset
• Create different TSK models that are using the hybrid method for training (Backpropagation and Least Squares Method)
• Use the Relieff algorithm to choose the most suitable features for training
• Compare metrics between models to find the best fit

Group 4

Classification

• Use of the Wifi Localization dataset and the Waveform Generation Dataset
• Data pre-processing
• Create different TSK models that are using the hybrid method for training (Backpropagation and Least Squares Method)
• Use the Relieff algorithm to choose the most suitable features for training
• Compare metrics between models to find the best fit