In: Statistics and Probability
To evaluate the system parameters, one uses Monte Carlo methodology and simulates one of its vital characteristics X, a continuous random variable with the density
f(x) = 2/9 (1+x) if -1 < x < 2, otherwise 0
Explain how one can generate X, given a computer-generated Standard Uniform variable U. If U = 0.2396, compute X.
(a)
Given: Probability Density Function of X:
,
for - 1 < x < 2
=0, otherwise
The Cumulative Distribution Function F(x) is given by:
between limits - 1 to x.
Applying limits, we get:
Given: a computer-generated Standard Uniform variable U.
Since the Cumulative Distribution Function varies from0 to 1, itcan be equared to U as follows:
So,
we get:
So, we get:
i.e.,
Taking positive sign, we get:
One can genrate X by the above equation.
(b)
For U = 0.2396, we get:
So,
Answer is:
0.4684