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com.metsci.glimpse.util.math.LinearInterpolator Maven / Gradle / Ivy
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/*
* Copyright (c) 2020, Metron, Inc.
* All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
* * Redistributions of source code must retain the above copyright
* notice, this list of conditions and the following disclaimer.
* * Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in the
* documentation and/or other materials provided with the distribution.
* * Neither the name of Metron, Inc. nor the
* names of its contributors may be used to endorse or promote products
* derived from this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
* ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
* WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL METRON, INC. BE LIABLE FOR ANY
* DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
* (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
* ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
* (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
* SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*/
package com.metsci.glimpse.util.math;
import static com.metsci.glimpse.util.GeneralUtils.doublesEqual;
import static java.lang.Double.parseDouble;
import java.util.Arrays;
import com.metsci.glimpse.util.StringUtils;
/**
* Used for piecewise linear interpolation between given 2D points.
*
* @author UNKNOWN
*/
public class LinearInterpolator
{
public static class Xy
{
public final double x;
public final double y;
public Xy( double x, double y )
{
this.x = x;
this.y = y;
}
@Override
public int hashCode( )
{
final int prime = 84239;
int result = 1;
result = prime * result + Double.hashCode( this.x );
result = prime * result + Double.hashCode( this.y );
return result;
}
@Override
public boolean equals( Object o )
{
if ( o == this ) return true;
if ( o == null ) return false;
if ( o.getClass( ) != this.getClass( ) ) return false;
Xy other = ( Xy ) o;
return ( doublesEqual( other.x, this.x )
&& doublesEqual( other.y, this.y ) );
}
}
protected final Xy[] points;
/**
* @param points the points used in the interpolation. They do NOT have to
* be in increasing values of x but must have distinct x
* values.
*/
public LinearInterpolator( Xy[] points )
{
this.points = Arrays.copyOf( points, points.length );
Arrays.sort( this.points, ( a, b ) -> Double.compare( a.x, b.x ) );
}
/**
* Returns the interpolated y value for the given x value.
*/
public double evaluate( double x )
{
int numPoints = this.points.length;
double y;
if ( numPoints <= 1 )
{
y = this.points[0].y;
}
else if ( x <= this.points[0].x )
{
y = this.points[0].y;
}
else if ( x >= this.points[numPoints - 1].x )
{
y = this.points[numPoints - 1].y;
}
else
{
int i;
for ( i = 0; i < numPoints; ++i )
{
if ( this.points[i].x >= x )
{
break;
}
}
double x1 = this.points[i - 1].x;
double y1 = this.points[i - 1].y;
double x2 = this.points[i].x;
double y2 = this.points[i].y;
y = ( y2 - y1 ) / ( x2 - x1 ) * ( x - x1 ) + y1;
}
return y;
}
/**
* Arrays should be arranged so that x[k] corresponds to y[k] for all k.
*/
public static LinearInterpolator createFromArrays( double[] x, double[] y ) throws IllegalArgumentException
{
if ( x == null || y == null ) throw new IllegalArgumentException( );
if ( x.length != y.length || x.length < 1 || y.length < 1 ) throw new IllegalArgumentException( );
Xy[] points = new Xy[x.length];
for ( int k = 0; k < x.length; ++k )
{
points[k] = new Xy( x[k], y[k] );
}
return new LinearInterpolator( points );
}
/**
* Creates a LinearInterpolator
from a String
* describing the points.
*
* @param function a string in the format of "x1,y1;x2,y2;x3,y3;...".
*/
public static LinearInterpolator parseLinearInterpolator( String function ) throws IllegalArgumentException
{
String[] pointsString = StringUtils.split( function, ';' );
Xy[] points = new Xy[ pointsString.length ];
for ( int i = 0, ni = points.length; i < ni; ++i )
{
String[] xyString = StringUtils.split( pointsString[i], ',' );
double x = parseDouble( xyString[0] );
double y = parseDouble( xyString[1] );
points[i] = new Xy( x, y );
}
return new LinearInterpolator( points );
}
}
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