A bell shaped membership function is specified by three parameters (๐,๐,๐)โฆ
2015
A bell shaped membership function is specified by three parametersย (๐,๐,๐)ย as follows:
- A.
\(\dfrac{1}{1+\bigg(\dfrac{x-c}{a} \bigg)^b} \\\) - B.
\(\dfrac{1}{1+\bigg(\dfrac{x-c}{a} \bigg)^{2b}} \\\) - C.
\(1+\bigg(\dfrac{x-c}{a}\bigg)^b \\\) - D.
\(1+\bigg(\dfrac{x-c}{a} \bigg)^{2b}\)
Attempted by 78 students.
Show answer & explanation
Correct answer: B
Answer: ฮผ(x) = 1 / (1 + ((x - c)/a)^(2b))
Key properties of this form:
Peak at x = c: when x = c the powered term is 0, so ฮผ(c) = 1/(1+0) = 1.
Tails go to zero: as |x - c| โ โ the powered term โ โ, so ฮผ(x) โ 0, producing bell-shaped tails.
Even exponent ensures symmetry and nonnegativity: using (2b) makes ((x - c)/a)^(2b) โฅ 0 for all x, so the curve is symmetric about c and well defined for real-valued b.
Parameter interpretations: c is the center (location of peak), a scales the width (larger a โ wider bell), and b controls steepness (larger b โ steeper sides).
Why the other presented expressions are not appropriate:
Expression with exponent b but without squaring (1/(1 + ((x - c)/a)^b)): may not be symmetric or well defined for non-integer b because the base ((x - c)/a) can be negative; this can break the bell-shape property.
Expressions without the reciprocal (1 + ((x - c)/a)^b or 1 + ((x - c)/a)^(2b)) are not normalized into [0,1]; they produce values โฅ 1 (or possibly negative), so they are not valid membership degrees.
Summary: The correct bell-shaped membership function is ฮผ(x) = 1 / (1 + ((x - c)/a)^(2b)) because it is centered at c, bounded between 0 and 1, symmetric, and its parameters have clear roles controlling center, width, and steepness.