| Q. 3. In context of fuzzy sets, define the following concepts, giving at least one example for each :
(i) Equality of two fuzzy sets
(ii) Containment
(iii) a - cut and a - level set
(iv) union of two fuzzy sets
(v) intersection of two fuzzy sets
(vi) union of two i - v fuzzy sets
Ans.
(i). Equality of two fuzzy sets :
Let A and B be two fuzzy sets of X(¹f) with membership functions mA and mB. We say that A and B are equal written by A = B, if and only if
mA(x) = mB(x) " x Î X
Example :
Suppose X = {1, 2, 3}. Consider the fuzzy sets A, B, C of X given by
A = {1, 2, 3}
2 7 0
B = {2, 1, 3}, and
4 2 0
B = {2, 3, 1},
7 0 2
and A = C, A ¹ B, B ¹ C
(ii). Containment :
Let X be a set (¹f) and A, B are two fuzzy sets of X with membership function mA and mB respectively. We say that the fuzzy set A is contained in the fuzzy set B if and only if
mA(x) = mB(x)" x Î X.
We may say, in another terminology, that a is a fuzzy subset of B, denoted by AÍB.
Example :
If X = {1, 2, 3} and A, B, C are three fuzzy sets given by
A = {.1, .5, .1}, B = {.1, .4, .9}
1 2 3 1 2 3
C = {.1, .6, .1}, then B Í A, C Ë A,
1 2 3
(iii). a - cut and a - level set
The a - cut and a - level set of a fuzzy set a of the set X is the following crisp (i.e. conventional) set given by
Aa {xÎX:mA(x) a}
Example : Suppose X = {1, 2, 3}. Consider the fuzzy set A of given by
A = {.5, .1, .1, .8}
2 1 4 3
clearly, A1 = {1, 2, 3, 4},
A6 = {3, 4}, A0 = {1, 2, 3, 4}
A1 = { 4}, A3 = f
Clearly, if a ³ b, Aa Í Ab write A È B, is defined as
mAÈ B (x)B(x) = mA(x) V mB(x), "x Î X,
where "V" is the 'maximum' operator.
Example:
If x = {1, 2, 3, 4}, A = .2 + .5 + .8 + .1, B = .1 + .8 + .5 + .2 then
1 2 3 4 1 2 3 4
A È B = {(x, mAÈB(x))}, where
mAÈB(x) = [mLAÈB(x), mÈAÈB(x)], xÎX.
where
mLAÈB(x) = max[mLA(x), mLB(x)],
mÈAÈB(x) = max[mÈA(x), mÈB(x)], " x Î X.
This definition may be generalized, in a natural way, to the case of a union of n i-v fuzzy sets.
Cont... |