Fuzzy set operations
Fuzzy set operations are a generalization of crisp set operations for fuzzy sets. There is in fact more than one possible generalization. The most widely used operations are called standard fuzzy set operations; they comprise: fuzzy complements, fuzzy intersections, and fuzzy unions.
Standard fuzzy set operations
Let A and B be fuzzy sets that A,B ⊆ U, u is any element in the U universe: u ∈ U.;Standard complement
The complement is sometimes denoted by ∁A or A∁ instead of ¬A.
;Standard intersection
;Standard union
In general, the triple is called De Morgan Triplet iff
- i is a t-norm,
- u is a t-conorm,
- n is a strong negator,
. This implies the axioms provided below in detail.
Fuzzy complements
μA is defined as the degree to which x belongs to A. Let ∁A denote a fuzzy complement of A of type c. Then μ∁A is the degree to which x belongs to ∁A, and the degree to which x does not belong to A. Let a complement ∁A be defined by a functionAxioms for fuzzy complements
;Axiom c1. Boundary condition;Axiom c2. Monotonicity
;Axiom c3. Continuity
;Axiom c4. Involutions
c is a strong negator.
A function c satisfying axioms c1 and c3 has at least one fixpoint a* with c = a*,
and if axiom c2 is fulfilled as well there is exactly one such fixpoint. For the standard negator c = 1-x the unique fixpoint is a* = 0.5.
Fuzzy intersections
The intersection of two fuzzy sets A and B is specified in general by a binary operation on the unit interval, a function of the formAxioms for fuzzy intersection
;Axiom i1. Boundary condition;Axiom i2. Monotonicity
;Axiom i3. Commutativity
;Axiom i4. Associativity
;Axiom i5. Continuity
;Axiom i6. Subidempotency
;Axiom i7. Strict monotonicity
Axioms i1 up to i4 define a t-norm. The standard t-norm min is the only idempotent t-norm.
Fuzzy unions
The union of two fuzzy sets A and B is specified in general by a binary operation on the unit interval function of the formAxioms for fuzzy union
;Axiom u1. Boundary condition;Axiom u2. Monotonicity
;Axiom u3. Commutativity
;Axiom u4. Associativity
;Axiom u5. Continuity
;Axiom u6. Superidempotency
;Axiom u7. Strict monotonicity
Axioms u1 up to u4 define a t-conorm. The standard t-conorm max is the only idempotent t-conorm.
Aggregation operations
Aggregation operations on fuzzy sets are operations by which several fuzzy sets are combined in a desirable way to produce a single fuzzy set.Aggregation operation on n fuzzy set is defined by a function
Axioms for aggregation operations fuzzy sets
;Axiom h1. Boundary condition;Axiom h2. Monotonicity
;Axiom h3. ''Continuity''