rayleigh
Generates Rayleigh distributed random values.
Description
The oneapi::mkl::rng::rayleigh class object is used by the oneapi::mkl::rng::generate function to provide Rayleigh distributed random numbers with displacement (a) and scalefactor (b, β), where \(a, \beta \in R ; \beta > 0\).
The Rayleigh distribution is a special case of the Weibull distribution, where the shape parameter \(\alpha = 2\).
The probability density function is given by:
\[\begin{split}f_{a, \beta}(x) = \begin{cases} \frac{2(x-a)}{\beta^2} \exp (-\frac{(x-a)^2}{\beta^2}), & x \geq a \\ 0, & x < a \end{cases}, - \infty < x < + \infty\end{split}\]
The cumulative distribution function is as follows:
\[\begin{split}F_{\alpha, \beta} (x) = \begin{cases} 1 - \exp\left(-\frac{(x-\alpha)^2}{\beta^2}\right), & x \geq \alpha) \\ 0, & x < \alpha \end{cases}, - \infty < x < + \infty\end{split}\]
Product and Performance Information |
|---|
Performance varies by use, configuration and other factors. Learn more at https://www.intel.com/PerformanceIndex. Notice revision #20201201 |
API
Syntax
namespace oneapi::mkl::rng {
template<typename RealType = float,
typename Method = rayleigh_method::by_default>
class rayleigh {
public:
using method_type = Method;
using result_type = RealType;
rayleigh(): rayleigh((RealType)0.0, (RealType)1.0){}
explicit rayleigh(RealType a, RealType b);
explicit rayleigh(const param_type& pt);
RealType a() const;
RealType b() const;
param_type param() const;
void param(const param_type& pt);
};
}
Devices supported: CPU and GPU.
Include Files
oneapi/mkl/rng.hpp
Template Parameters
typename RealType = float |
Type of the produced values. The specific values are as follows: float double |
typename Method = oneapi::mkl::rng::rayleigh_method::by_default |
Generation method. The specific values are as follows: oneapi::mkl::rng::rayleigh_method::icdf oneapi::mkl::rng::rayleigh_method::icdf_accurate See brief descriptions of the methods in Distributions Template Parameter Method. |
Input Parameters
Name |
Type |
Description |
|---|---|---|
a |
RealType (float, double) |
Displacement a. |
b |
RealType (float, double) |
Scalefactor b. |