First Course in Fuzzy Logic

First Course in Fuzzy Logic

Nguyen, Hung T.; Walker, Elbert A.; Walker, Carol

Taylor & Francis Ltd

01/2023

458

Mole

Inglês

9781032475943

15 a 20 dias

850

Descrição não disponível.
The Concept of Fuzziness



Examples. Mathematical modeling. Some operations on fuzzy sets. Fuzziness as uncertainty.



Some Algebra of Fuzzy Sets



Boolean algebras and lattices. Equivalence relations and partitions. Composing mappings. Isomorphisms and homomorphisms. Alpha-cuts. Images of alpha-level sets.



Fuzzy Quantities



Fuzzy quantities. Fuzzy numbers. Fuzzy intervals.



Logical Aspects of Fuzzy Sets



Classical two-valued logic. A three-valued logic. Fuzzy logic. Fuzzy and Lukasiewicz logics. Interval-valued fuzzy logic.



Basic Connectives



t-norms. Generators of t-norms. Isomorphisms of t-norms. Negations. Nilpotent t-norms and negations. T-conforms. De Morgan systems. Groups and t-norms. Interval-valued fuzzy sets. Type-2 fuzzy sets.



Additional Topics on Connectives



Fuzzy implications. Averaging operators. Powers of t-norms. Sensitivity of connectives. Copulas and t-norms.



Fuzzy Relations



Definitions and examples. Binary fuzzy relations. Operations on fuzzy relations. Fuzzy partitions. Fuzzy relations as Chu spaces. Approximate reasoning. Approximate reasoning in expert systems. A simple form of generalized modus ponens. The compositional rule of inference.



Universal Approximation



Fuzzy rule bases. Design methodologies. Some mathematical background. Approximation capability.

Possibility Theory



Probability and uncertainty. Random sets. Possibility measures.



Partial Knowledge



Motivations. Belief functions and incidence algebras. Monotonicity. Beliefs, densities, and allocations. Belief functions on infinite sets. Mobius transforms of set-functions. Reasoning with belief functions. Decision making using belief functions. Rough sets. Conditional events.



Fuzzy Measures



Motivation and definitions. Fuzzy measures and lower probabilities. Fuzzy measures in other areas. Conditional fuzzy measures.



The Choquet Integral



The Lebesgue integral. The Sugeno integral. The Choquet integral.



Fuzzy Modeling and Control



Motivation for fuzzy control. The methodology of fuzzy control. Optimal fuzzy control. An analysis of fuzzy control techniques.
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Fuzzy Sets;Fuzzy Subset;Fuzzy logic;Membership Functions;Intelligent systems;Fuzzy Partition;Many-valued logic;Fuzzy Measure;Computer language;Fuzzy Controller;Boolean Algebra;Linguistics variables;Binary Operation;Probability Measures;Random Set;Kleene Algebra;Fuzzy Relation;Belief Functions;Bounded Distributive Lattice;Type-2 Fuzzy Sets;Archimedean T-norm;Equivalence Relation;Fuzzy Quantities;Continuous T-norm;B And A?;Fuzzy Equivalence Relation;Fuzzy Numbers;Choquet Integral;Propositional Calculus