Consider a fuzzy set A defined on the interval X = [0, 10] of integers by the…
2012
Consider a fuzzy set A defined on the interval X = [0, 10] of integers by the membership function A(x) = x / (x + 2).
Then the α-cut corresponding to α = 0.5 will be:
Answer: C. {2, 3, 4, 5, 6, 7, 8, 9, 10} — ConceptFor a fuzzy set A on a universe X, the α-cut of A is the crisp (ordinary) set of all elements whose membership grade reaches at least the threshold α,…
- A.
{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10}
- B.
{1, 2, 3, 4, 5, 6, 7, 8, 9, 10}
- C.
{2, 3, 4, 5, 6, 7, 8, 9, 10}
- D.
{ }
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Show answer & explanation
Correct answer: C
Concept
For a fuzzy set A on a universe X, the α-cut of A is the crisp (ordinary) set of all elements whose membership grade reaches at least the threshold α, that is A(α) = { x ∈ X : A(x) ≥ α }. Thresholding the membership function in this way converts a fuzzy set into an ordinary set. The strong α-cut instead uses the strict inequality A(x) > α, so unless a question says "strong", the ≥ form is intended.
Application
Here the universe X is the set of integers {0, 1, 2, …, 10}, the membership function is A(x) = x / (x + 2) and the threshold is α = 0.5, so the required α-cut is the set of integers x in X that satisfy x / (x + 2) ≥ 0.5.
Write the defining condition of the α-cut for this membership function: x / (x + 2) ≥ 0.5.
Every x in X satisfies x + 2 ≥ 2 > 0, so multiplying both sides by (x + 2) is safe and does not flip the inequality: x ≥ 0.5 (x + 2).
Expand the right-hand side: x ≥ 0.5x + 1.
Subtract 0.5x from both sides: 0.5x ≥ 1.
Multiply both sides by 2: x ≥ 2.
Keep only the integers of X that satisfy x ≥ 2, which gives the set {2, 3, 4, 5, 6, 7, 8, 9, 10}.
Cross-check
Writing A(x) = x / (x + 2) = 1 − 2 / (x + 2) shows the membership grade increases steadily with x, so once the threshold is met it stays met. Evaluating the grades near the boundary confirms where the crossover happens.
x | A(x) = x / (x + 2) | Is A(x) ≥ 0.5 ? |
|---|---|---|
0 | 0 / 2 = 0 | No |
1 | 1 / 3 ≈ 0.33 | No |
2 | 2 / 4 = 0.50 | Yes (equality counts) |
3 | 3 / 5 = 0.60 | Yes (equality counts) |
10 | 10 / 12 ≈ 0.83 | Yes (equality counts) |
So the α-cut for α = 0.5 is {2, 3, 4, 5, 6, 7, 8, 9, 10}. The element x = 2 belongs to it because the α-cut is defined with ≥ and A(2) = 0.5 exactly; the strong 0.5-cut would drop it and give {3, 4, 5, 6, 7, 8, 9, 10}.