#7116 Add extrapolation options for linear interpolation tool.

This commit is contained in:
Kristian Bendiksen 2021-03-05 14:04:25 +01:00 committed by Magne Sjaastad
parent c1f7f0f66f
commit f3fe51ef65
3 changed files with 78 additions and 3 deletions

View File

@ -40,7 +40,10 @@ bool almostEqual( double a, double b, double maxRelDiff = std::numeric_limits<do
//--------------------------------------------------------------------------------------------------
///
//--------------------------------------------------------------------------------------------------
double RiaInterpolationTools::linear( const std::vector<double>& x, const std::vector<double>& y, double value )
double RiaInterpolationTools::linear( const std::vector<double>& x,
const std::vector<double>& y,
double value,
ExtrapolationMode extrapolationMode )
{
assert( x.size() == y.size() );
@ -70,6 +73,17 @@ double RiaInterpolationTools::linear( const std::vector<double>& x, const std::v
return y[0];
else if ( almostEqual( value, x[x.size() - 1] ) )
return y[x.size() - 1];
if ( extrapolationMode == ExtrapolationMode::CLOSEST )
{
return extrapolateClosestValue( x, y, value );
}
else if ( extrapolationMode == ExtrapolationMode::TREND )
{
return extrapolate( x, y, value );
}
assert( extrapolationMode == ExtrapolationMode::NONE );
return std::numeric_limits<double>::infinity();
}
@ -94,6 +108,17 @@ double RiaInterpolationTools::extrapolate( const std::vector<double>& x, const s
return y[0] + ( value - x[0] ) / ( x[1] - x[0] ) * ( y[1] - y[0] );
}
//--------------------------------------------------------------------------------------------------
///
//--------------------------------------------------------------------------------------------------
double RiaInterpolationTools::extrapolateClosestValue( const std::vector<double>& x, const std::vector<double>& y, double value )
{
if ( value <= x[0] )
return y[0];
else
return y[x.size() - 1];
}
//--------------------------------------------------------------------------------------------------
///
//--------------------------------------------------------------------------------------------------

View File

@ -26,7 +26,17 @@
class RiaInterpolationTools
{
public:
static double linear( const std::vector<double>& x, const std::vector<double>& y, double value );
enum class ExtrapolationMode
{
NONE,
CLOSEST,
TREND
};
static double linear( const std::vector<double>& x,
const std::vector<double>& y,
double value,
ExtrapolationMode extrapolationMode = ExtrapolationMode::NONE );
// Interpolate/extrapolate away inf values in y vector.
static void interpolateMissingValues( const std::vector<double>& x, std::vector<double>& y );
@ -47,4 +57,5 @@ private:
static int findNextDataPoint( const std::vector<double>& values, int index );
static int findPreviousDataPoint( const std::vector<double>& values, int index );
static double extrapolate( const std::vector<double>& x, const std::vector<double>& y, double value );
static double extrapolateClosestValue( const std::vector<double>& x, const std::vector<double>& y, double value );
};

View File

@ -81,7 +81,46 @@ TEST( RiaInterpolationToolsTest, ValidIntervalValueTooHigh )
//--------------------------------------------------------------------------------------------------
///
//--------------------------------------------------------------------------------------------------
TEST( RiaInterpolationToolsTest, InterpolateMisssingValuesStraightLine )
TEST( RiaInterpolationToolsTest, ValidIntervalValueTooHighExtrapolationClosest )
{
std::vector<double> x = { 0.0, 1.0 };
std::vector<double> y = { 0.0, 2.0 };
// Outside interval on high side
double res = RiaInterpolationTools::linear( x, y, 100.0, RiaInterpolationTools::ExtrapolationMode::CLOSEST );
EXPECT_DOUBLE_EQ( 2.0, res );
}
//--------------------------------------------------------------------------------------------------
///
//--------------------------------------------------------------------------------------------------
TEST( RiaInterpolationToolsTest, ValidIntervalValueTooLowExtrapolationClosest )
{
std::vector<double> x = { 0.0, 1.0 };
std::vector<double> y = { 0.0, 2.0 };
// Outside interval on low side
double res = RiaInterpolationTools::linear( x, y, -1.0, RiaInterpolationTools::ExtrapolationMode::CLOSEST );
EXPECT_DOUBLE_EQ( 0.0, res );
}
//--------------------------------------------------------------------------------------------------
///
//--------------------------------------------------------------------------------------------------
TEST( RiaInterpolationToolsTest, ValidIntervalValueTooLowExtrapolationTrend )
{
std::vector<double> x = { 0.0, 1.0 };
std::vector<double> y = { 0.0, 2.0 };
// Outside interval on low side
double res = RiaInterpolationTools::linear( x, y, -1.0, RiaInterpolationTools::ExtrapolationMode::TREND );
EXPECT_DOUBLE_EQ( -2.0, res );
}
//--------------------------------------------------------------------------------------------------
///
//--------------------------------------------------------------------------------------------------
TEST( RiaInterpolationToolsTest, InterpolateMissingValuesStraightLine )
{
double inf = std::numeric_limits<double>::infinity();
std::vector<double> x = { 0.0, 1.0, 2.0, 3.0, 4.0, 5.0 };