Type-II Extreme Value Distribution

 

Maximum Value Distribution

The type-II asymptotic distribution for the maximum values is useful whenever the parent distribution  is defined over the range  and approaches one as  according to the relation.

 

where,  and  are the parameters of the distribution. The extreme value distribution for the maximum value, , is given by

 

The corresponding PDF is

 

where and  are the parameters of the distribution;  is the characteristic maximum value of the underlying variable  and , the shape parameter, is a measure of dispersion. The Type-II asymptotic form is obtained as  goes to infinity from an initial distribution that has a polynomial tail in the direction of the extreme value, which requires a polynomial tail. Therefore, a lognormal distribution converges to a Type-II asymptotic form for the maximum value. However, the Type-I converges from an exponential tail.

 

For the Type-II distribution of maxima, the mean, standard deviation, and COV of  are related to the distribution parameter  and  as follows:

 

and

 

In these equations,  is the gamma function. It is useful for representing annual maximum winds and other meteorological and hydrological phenomena.

 

Minimum Value Distribution

The Type-II asymptotic distribution for the minimum values is useful whenever the parent distribution  is defined over the range . In this case, the distribution function for the minimum value, , is given by

 

where the parameter  is the characteristic minimum value of the initial variable  and  is the shape parameter, an inverse measure of dispersion.

 

For the Type-II distribution of minima, the mean, standard deviation, and COV of  are related to the distribution parameter  and  as follows:

 

and

 

In these equations,  is the gamma function. It is not commonly used since the required parent distribution shape is not commonly observed in practical applications.