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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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    شناسه: 24296
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    تاریخ انتشار: 13 آذر 1402
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