The beta distribution is a useful distribution used when the upper and lower bounds of a random variable are defined as and . Since the normal distribution is defined between and , the log-normal distribution is defined between 0 and , it is sometimes difficult to apply to the engineering random variable defined only in the given upper and lower limit range. The probability density function of the beta distribution is
where and are the parameters for distribution and is the beta function. The parameters and have the following relationship with Mean and Standard Deviation:
and
Then, if we know mean, standard deviation and the distribution parameters and , we can compute the lower and upper bounds as
and
When , the beta distribution becomes the uniform distribution.
Reference
1. Rao, S.S., Reliability-Based Design, McGraw-Hill, Inc., New 0York, 1992.
2. Haldar, A, and Mahadevan, S., Probability, Reliability, and Statistical methods in Engineering Design, John Wiley & Sons, Inc., 2000.