smile.interpolation.variogram

Class GaussianVariogram

java.lang.Object

smile.interpolation.variogram.GaussianVariogram

All Implemented Interfaces:

java.io.Serializable, Variogram, smile.math.Function

public class GaussianVariogram
extends java.lang.Object
implements Variogram

Gaussian variogram.

     v(r) = c + b * (1 - e-3r2/a2)
 

where a is the range parameter and b is sill parameter. The distance of two pairs increase, the variogram of those two pairs also increase. Eventually, the increase of the distance can not cause the variogram increase. The distance which cause the variogram reach plateau is called range. The sill parameter b is the maximum variogram value (by default, we set c = 0).

The parameter c is the so-called nugget effect. Though the value of the variogram for h = 0 is strictly 0, several factors, such as sampling error and short scale variability, may cause sample values separated by extremely small distances to be quite dissimilar. This causes a discontinuity at the origin of the variogram. The vertical jump from the value of 0 at the origin to the value of the variogram at extremely small separation distances is called the nugget effect.

See Also:

Serialized Form

Constructor Summary

Constructors

Constructor and Description
GaussianVariogram(double a, double b) Constructor.
GaussianVariogram(double a, double b, double c) Constructor.

Method Summary

Modifier and Type	Method and Description
double	f(double r)
java.lang.String	toString()

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Methods inherited from interface smile.math.Function

apply

Constructor Detail

GaussianVariogram

public GaussianVariogram(double a,
                         double b)

Constructor. No nugget effect.

Parameters:

a - the range parameter.

b - the sill parameter.

GaussianVariogram

public GaussianVariogram(double a,
                         double b,
                         double c)

Constructor.

Parameters:

a - the range parameter.

b - the sill parameter.

c - the nugget effect parameter.

Method Detail

f

public double f(double r)

Specified by:

f in interface smile.math.Function

toString

public java.lang.String toString()

Overrides:

toString in class java.lang.Object