Browse Source

First commit working on optimization tools

(Patched by cdrnet: only taking root finding algorithm for now, rest
later)
v2
Scott Stephens 14 years ago
committed by Christoph Ruegg
parent
commit
35ccfec740
  1. 1
      src/Numerics/Numerics.csproj
  2. 78
      src/Numerics/Optimization/BisectionRootFinder.cs
  3. 30
      src/UnitTests/OptimizationTests/TestBisectionRootFinder.cs
  4. 2
      src/UnitTests/UnitTests.csproj

1
src/Numerics/Numerics.csproj

@ -113,6 +113,7 @@
<Compile Include="RootFinding\Bracketing.cs" />
<Compile Include="RootFinding\Algorithms\Brent.cs" />
<Compile Include="RootFinding\FloatingPointRoots.cs" />
<Compile Include="Optimization\BisectionRootFinder.cs" />
<Compile Include="SpecialFunctions\Evaluate.cs" />
<Compile Include="SpecialFunctions\ModifiedStruve.cs" />
<Compile Include="SpecialFunctions\ModifiedBessel.cs" />

78
src/Numerics/Optimization/BisectionRootFinder.cs

@ -0,0 +1,78 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
namespace MathNet.Numerics.Optimization
{
public class BisectionRootFinder
{
public double ObjectiveTolerance { get; set; }
public double XTolerance { get; set; }
public double LowerExpansionFactor { get; set; }
public double UpperExapansionFactor { get; set; }
public int MaxExpansionSteps { get; set; }
public BisectionRootFinder(double objective_tolerance=1e-5, double x_tolerance=1e-5, double lower_expansion_factor=-1.0, double upper_expansion_factor=-1.0, int max_expansion_steps=10)
{
this.ObjectiveTolerance = objective_tolerance;
this.XTolerance = x_tolerance;
this.LowerExpansionFactor = lower_expansion_factor;
this.UpperExapansionFactor = upper_expansion_factor;
this.MaxExpansionSteps = max_expansion_steps;
}
public double FindRoot(Func<double, double> objective_function, double lower_bound, double upper_bound)
{
double lower_val = objective_function(lower_bound);
double upper_val = objective_function(upper_bound);
if (lower_val == 0.0)
return lower_bound;
if (upper_val == 0.0)
return upper_bound;
this.ValidateEvaluation(lower_val, lower_bound);
this.ValidateEvaluation(upper_val, upper_bound);
if (Math.Sign(lower_val) == Math.Sign(upper_val) && this.LowerExpansionFactor <= 1.0 && this.UpperExapansionFactor <= 1.0)
throw new Exception("Bounds do not necessarily span a root, and StepExpansionFactor is not set to expand the interval in this case.");
while (Math.Abs(upper_val - lower_val) > 0.5 * this.ObjectiveTolerance || Math.Abs(upper_bound - lower_bound) > 0.5 * this.XTolerance)
{
double midpoint = 0.5 * (upper_bound + lower_bound);
double midval = objective_function(midpoint);
this.ValidateEvaluation(midval, midpoint);
if (Math.Sign(midval) == Math.Sign(lower_val))
{
lower_bound = midpoint;
lower_val = midval;
}
else if (Math.Sign(midval) == Math.Sign(upper_val))
{
upper_bound = midpoint;
upper_val = midval;
}
else
{
return midpoint;
}
}
return 0.5 * (lower_bound + upper_bound);
}
private void ValidateEvaluation(double output, double input)
{
if (!IsFinite(output))
throw new Exception(String.Format("Objective function returned non-finite result: f({0}) = {1}", input, output));
}
private static bool IsFinite(double x)
{
return !(Double.IsInfinity(x) || Double.IsNaN(x));
}
}
}

30
src/UnitTests/OptimizationTests/TestBisectionRootFinder.cs

@ -0,0 +1,30 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using NUnit.Framework;
using MathNet.Numerics.Optimization;
namespace MathNet.Numerics.UnitTests.OptimizationTests
{
[TestFixture]
class TestBisectionRootFinder
{
[Test]
public void FindRoot_Works()
{
var algorithm = new BisectionRootFinder(0.001, 0.001);
var f1 = new Func<double, double>((x) => (x - 3) * (x - 4));
var r1 = algorithm.FindRoot(f1, 2.1, 3.9);
Assert.That(Math.Abs(f1(r1)), Is.LessThan(0.001));
Assert.That(Math.Abs(r1 - 3.0), Is.LessThan(0.001));
var f2 = new Func<double, double>((x) => (x - 3) * (x - 4));
var r2 = algorithm.FindRoot(f1, 2.1, 3.4);
Assert.That(Math.Abs(f2(r2)), Is.LessThan(0.001));
Assert.That(Math.Abs(r2 - 3.0), Is.LessThan(0.001));
}
}
}

2
src/UnitTests/UnitTests.csproj

@ -751,6 +751,7 @@
<Compile Include="NumberTheoryTests\GcdRelatedTest.cs" />
<Compile Include="NumberTheoryTests\GcdRelatedTestBigInteger.cs" />
<Compile Include="NumberTheoryTests\IntegerTheoryTest.cs" />
<Compile Include="OptimizationTests\TestBisectionRootFinder.cs" />
<Compile Include="PermutationTest.cs" />
<Compile Include="PrecisionTest.cs" />
<Compile Include="Properties\AssemblyInfo.cs" />
@ -1087,6 +1088,7 @@
<ItemGroup>
<Service Include="{508349B6-6B84-4DF5-91F0-309BEEBAD82D}" />
</ItemGroup>
<ItemGroup />
<Import Project="$(MSBuildToolsPath)\Microsoft.CSharp.targets" />
<!-- To modify your build process, add your task inside one of the targets below and uncomment it.
Other similar extension points exist, see Microsoft.Common.targets.

Loading…
Cancel
Save