The Complete Course of Fuzzy Logic 2023

سرفصل های دوره

Become an expert in Fuzzy Logic and Control Systems using Python in a Professional way.

1. Introduction to Fuzzy Logic

1. Crisp set, fuzzy set, Crisp sets vs. fuzzy sets

2. Fuzzy Logic, Origins and applications of Fuzzy Logic

3. Fuzzy sets and membership functions

4. PyCharm software installation

2. Fuzzy Set Theory

1. Expansions of fuzzy set

2. Fuzzy set operations (Union, Intersection, Complement)

3. Linguistic variables & linguistic terms, Fuzzy logic systems & their components

3. Fuzzy Properties, Extension principle, Interval-valued and Complex Fuzzy Set

1. Fuzzy relations and their properties

2. Extension principle and the concept of fuzzy membership - Part 1

3. Extension principle and the concept of fuzzy membership - Part 2

4. Interval-valued fuzzy set and example

5. Complex fuzzy set and example

4. Intuitionistic Fuzzy Set and Pythagorean

1. Intuitionistic fuzzy set, Pythagorean fuzzy set and examples

2. Interval-valued intutionistic & interval-valued Pythagorean fuzzy set & examples

3. Complex Intuitionistic fuzzy set, Complex Pythagorean fuzzy set and examples

5. Rough set, Soft Set, Picture fuzzy set, and Spherical fuzzy set

1. Rough set and examples

2. Soft Set and examples

3. Picture fuzzy set and examples

4. Spherical fuzzy set and examples

6. Fuzzy Group

1. Fuzzy group

2. Properties and examples

7. Fuzzy Logic Systems

1. Fuzzification, inference, and defuzzification

2. Mamdani fuzzy inference system

3. Sugeno fuzzy inference system, Tsukamoto fuzzy inference system

8. Fuzzy Rule-Based Systems

1. Introduction to fuzzy rule-based systems, Rule interpolation and extrapolation

2. Linguistic rules and rule base, Rule-based reasoning and inference methods

3. Rule aggregation methods (Mamdani, Max-Min, Weighted Average)

9. Fuzzy Controllers

1. Fuzzy control systems, Fuzzy rule-based control

2. Fuzzy logic-based decision-making, Fuzzy PID controllers

3. Adaptive and self-learning fuzzy controllers

10. Fuzzy Logic Applications

1. Applications in engineering, in finance and economics, and in image processing

2. Fuzzy control in industrial automation, in robotics and autonomous systems

11. Fuzzy Sets and Uncertainty

1. Uncertainty and imprecision in real-world problems

2. Fuzzy sets and probability theory, Fuzzy measures and possibility theory

3. Fuzzy logic for handling uncertainty, Fuzzy logic and expert systems

12. Fuzzy Decision-Making

1. Fuzzy decision-making process,Fuzzy decision analysis techniques

2. Fuzzy decision models (MADM, MAVT, TOPSIS)

3. Case studies on fuzzy decision-making,Fuzzy decision support systems

13. Advanced Topics in Fuzzy Logic

1. Type-2 fuzzy logic systems, Fuzzy neural networks

2. Fuzzy clustering and classification, Fuzzy control optimization techniques

14. Different aggregation operators and Numerical Examples

1. Different aggregation operators on defined sets

2. Numerical Examples

15. Extra section Applications and Future Trends

1. Applications and Future Trends

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تولید کننده: Udemy