forked from tsai/mathnet-numerics
7 changed files with 186 additions and 133 deletions
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using System; |
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using System.Collections.Generic; |
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using System.Linq; |
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using System.Text; |
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|
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namespace MathNet.Numerics.Optimization |
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{ |
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public class BisectionRootFinder |
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{ |
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public double ObjectiveTolerance { get; set; } |
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public double XTolerance { get; set; } |
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public double LowerExpansionFactor { get; set; } |
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public double UpperExpansionFactor { get; set; } |
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public int MaxExpansionSteps { get; set; } |
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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) |
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{ |
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this.ObjectiveTolerance = objective_tolerance; |
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this.XTolerance = x_tolerance; |
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this.LowerExpansionFactor = lower_expansion_factor; |
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this.UpperExpansionFactor = upper_expansion_factor; |
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this.MaxExpansionSteps = max_expansion_steps; |
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} |
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public double FindRoot(Func<double, double> objective_function, double lower_bound, double upper_bound) |
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{ |
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double lower_val = objective_function(lower_bound); |
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double upper_val = objective_function(upper_bound); |
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if (lower_val == 0.0) |
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return lower_bound; |
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if (upper_val == 0.0) |
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return upper_bound; |
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this.ValidateEvaluation(lower_val, lower_bound); |
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this.ValidateEvaluation(upper_val, upper_bound); |
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if (Math.Sign(lower_val) == Math.Sign(upper_val) && this.LowerExpansionFactor <= 1.0 && this.UpperExpansionFactor <= 1.0) |
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throw new Exception("Bounds do not necessarily span a root, and StepExpansionFactor is not set to expand the interval in this case."); |
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int expansion_steps = 0; |
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while (Math.Sign(lower_val) == Math.Sign(upper_val) && expansion_steps < this.MaxExpansionSteps) |
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{ |
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double midpoint = 0.5 * (upper_bound + lower_bound); |
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double range = upper_bound - lower_bound; |
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if (this.UpperExpansionFactor <= 0.0 || (this.LowerExpansionFactor > 0.0 && Math.Abs(lower_val) < Math.Abs(upper_val)) ) |
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{ |
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lower_bound = upper_bound - this.LowerExpansionFactor * range; |
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lower_val = objective_function(lower_bound); |
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this.ValidateEvaluation(lower_val, lower_bound); |
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} |
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else |
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{ |
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upper_bound = lower_bound + this.UpperExpansionFactor * range; |
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upper_val = objective_function(upper_bound); |
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this.ValidateEvaluation(upper_val, upper_bound); |
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} |
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expansion_steps += 1; |
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} |
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if (expansion_steps == this.MaxExpansionSteps) |
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throw new MaximumIterationsException("Could not bound root in maximum expansion iterations."); |
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while (Math.Abs(upper_val - lower_val) > 0.5 * this.ObjectiveTolerance || Math.Abs(upper_bound - lower_bound) > 0.5 * this.XTolerance) |
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{ |
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double midpoint = 0.5 * (upper_bound + lower_bound); |
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double midval = objective_function(midpoint); |
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this.ValidateEvaluation(midval, midpoint); |
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if (Math.Sign(midval) == Math.Sign(lower_val)) |
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{ |
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lower_bound = midpoint; |
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lower_val = midval; |
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} |
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else if (Math.Sign(midval) == Math.Sign(upper_val)) |
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{ |
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upper_bound = midpoint; |
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upper_val = midval; |
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} |
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else |
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{ |
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return midpoint; |
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} |
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} |
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return 0.5 * (lower_bound + upper_bound); |
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} |
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private void ValidateEvaluation(double output, double input) |
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{ |
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if (!IsFinite(output)) |
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throw new Exception(String.Format("Objective function returned non-finite result: f({0}) = {1}", input, output)); |
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} |
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private static bool IsFinite(double x) |
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{ |
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return !(Double.IsInfinity(x) || Double.IsNaN(x)); |
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} |
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} |
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} |
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@ -0,0 +1,126 @@ |
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// <copyright file="Bisection.cs" company="Math.NET">
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// Math.NET Numerics, part of the Math.NET Project
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// http://numerics.mathdotnet.com
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// http://github.com/mathnet/mathnet-numerics
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// http://mathnetnumerics.codeplex.com
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//
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// Copyright (c) 2009-2013 Math.NET
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//
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// Permission is hereby granted, free of charge, to any person
|
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// obtaining a copy of this software and associated documentation
|
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// files (the "Software"), to deal in the Software without
|
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// restriction, including without limitation the rights to use,
|
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// copy, modify, merge, publish, distribute, sublicense, and/or sell
|
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// copies of the Software, and to permit persons to whom the
|
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// Software is furnished to do so, subject to the following
|
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// conditions:
|
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//
|
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// The above copyright notice and this permission notice shall be
|
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// included in all copies or substantial portions of the Software.
|
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//
|
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// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
|
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// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
|
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// OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
|
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// NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
|
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// HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
|
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// WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
|
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// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
|
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// OTHER DEALINGS IN THE SOFTWARE.
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// </copyright>
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using System; |
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namespace MathNet.Numerics.RootFinding.Algorithms |
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{ |
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public class Bisection |
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{ |
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public Bisection(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) |
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{ |
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ObjectiveTolerance = objective_tolerance; |
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XTolerance = x_tolerance; |
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LowerExpansionFactor = lower_expansion_factor; |
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UpperExpansionFactor = upper_expansion_factor; |
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MaxExpansionSteps = max_expansion_steps; |
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} |
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public double ObjectiveTolerance { get; set; } |
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public double XTolerance { get; set; } |
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public double LowerExpansionFactor { get; set; } |
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public double UpperExpansionFactor { get; set; } |
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public int MaxExpansionSteps { get; set; } |
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|
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public double FindRoot(Func<double, double> objective_function, double lower_bound, double upper_bound) |
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{ |
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double lower_val = objective_function(lower_bound); |
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double upper_val = objective_function(upper_bound); |
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if (lower_val == 0.0) |
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return lower_bound; |
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if (upper_val == 0.0) |
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return upper_bound; |
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ValidateEvaluation(lower_val, lower_bound); |
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ValidateEvaluation(upper_val, upper_bound); |
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if (Math.Sign(lower_val) == Math.Sign(upper_val) && LowerExpansionFactor <= 1.0 && UpperExpansionFactor <= 1.0) |
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throw new Exception("Bounds do not necessarily span a root, and StepExpansionFactor is not set to expand the interval in this case."); |
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int expansion_steps = 0; |
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while (Math.Sign(lower_val) == Math.Sign(upper_val) && expansion_steps < MaxExpansionSteps) |
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{ |
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double range = upper_bound - lower_bound; |
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if (UpperExpansionFactor <= 0.0 || (LowerExpansionFactor > 0.0 && Math.Abs(lower_val) < Math.Abs(upper_val))) |
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{ |
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lower_bound = upper_bound - LowerExpansionFactor*range; |
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lower_val = objective_function(lower_bound); |
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ValidateEvaluation(lower_val, lower_bound); |
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} |
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else |
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{ |
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upper_bound = lower_bound + UpperExpansionFactor*range; |
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upper_val = objective_function(upper_bound); |
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ValidateEvaluation(upper_val, upper_bound); |
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} |
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expansion_steps += 1; |
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} |
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if (expansion_steps == MaxExpansionSteps) |
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throw new NonConvergenceException(); |
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while (Math.Abs(upper_val - lower_val) > 0.5*ObjectiveTolerance || Math.Abs(upper_bound - lower_bound) > 0.5*XTolerance) |
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{ |
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double midpoint = 0.5*(upper_bound + lower_bound); |
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double midval = objective_function(midpoint); |
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ValidateEvaluation(midval, midpoint); |
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if (Math.Sign(midval) == Math.Sign(lower_val)) |
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{ |
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lower_bound = midpoint; |
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lower_val = midval; |
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} |
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else if (Math.Sign(midval) == Math.Sign(upper_val)) |
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{ |
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upper_bound = midpoint; |
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upper_val = midval; |
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} |
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else |
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{ |
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return midpoint; |
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} |
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} |
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return 0.5*(lower_bound + upper_bound); |
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} |
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|
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void ValidateEvaluation(double output, double input) |
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{ |
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if (!IsFinite(output)) |
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throw new Exception(String.Format("Objective function returned non-finite result: f({0}) = {1}", input, output)); |
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} |
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|
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static bool IsFinite(double x) |
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{ |
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return !(Double.IsInfinity(x) || Double.IsNaN(x)); |
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} |
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} |
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} |
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@ -1,30 +0,0 @@ |
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using System; |
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using System.Collections.Generic; |
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using System.Linq; |
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using System.Text; |
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using NUnit.Framework; |
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|
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using MathNet.Numerics.Optimization; |
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namespace MathNet.Numerics.UnitTests.OptimizationTests |
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{ |
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[TestFixture] |
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class TestBisectionRootFinder |
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{ |
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[Test] |
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public void FindRoot_Works() |
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{ |
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var algorithm = new BisectionRootFinder(0.001, 0.001); |
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var f1 = new Func<double, double>((x) => (x - 3) * (x - 4)); |
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var r1 = algorithm.FindRoot(f1, 2.1, 3.9); |
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Assert.That(Math.Abs(f1(r1)), Is.LessThan(0.001)); |
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Assert.That(Math.Abs(r1 - 3.0), Is.LessThan(0.001)); |
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var f2 = new Func<double, double>((x) => (x - 3) * (x - 4)); |
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var r2 = algorithm.FindRoot(f1, 2.1, 3.4); |
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Assert.That(Math.Abs(f2(r2)), Is.LessThan(0.001)); |
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Assert.That(Math.Abs(r2 - 3.0), Is.LessThan(0.001)); |
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} |
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|
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} |
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} |
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@ -0,0 +1,55 @@ |
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// <copyright file="BisectionTest.cs" company="Math.NET">
|
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// Math.NET Numerics, part of the Math.NET Project
|
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// http://numerics.mathdotnet.com
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// http://github.com/mathnet/mathnet-numerics
|
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// http://mathnetnumerics.codeplex.com
|
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//
|
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// Copyright (c) 2009-2013 Math.NET
|
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//
|
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// Permission is hereby granted, free of charge, to any person
|
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// obtaining a copy of this software and associated documentation
|
|||
// files (the "Software"), to deal in the Software without
|
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// restriction, including without limitation the rights to use,
|
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// copy, modify, merge, publish, distribute, sublicense, and/or sell
|
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// copies of the Software, and to permit persons to whom the
|
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// Software is furnished to do so, subject to the following
|
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// conditions:
|
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//
|
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// The above copyright notice and this permission notice shall be
|
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// included in all copies or substantial portions of the Software.
|
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//
|
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// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
|
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// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
|
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// OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
|
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// NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
|
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// HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
|
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// WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
|
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// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
|
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// OTHER DEALINGS IN THE SOFTWARE.
|
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// </copyright>
|
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|
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using System; |
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using MathNet.Numerics.RootFinding.Algorithms; |
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using NUnit.Framework; |
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|
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namespace MathNet.Numerics.UnitTests.RootFindingTests |
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{ |
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[TestFixture] |
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internal class BisectionTest |
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{ |
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[Test] |
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public void FindRoot_Works() |
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{ |
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var algorithm = new Bisection(0.001, 0.001); |
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var f1 = new Func<double, double>((x) => (x - 3)*(x - 4)); |
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double r1 = algorithm.FindRoot(f1, 2.1, 3.9); |
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Assert.That(Math.Abs(f1(r1)), Is.LessThan(0.001)); |
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Assert.That(Math.Abs(r1 - 3.0), Is.LessThan(0.001)); |
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var f2 = new Func<double, double>((x) => (x - 3)*(x - 4)); |
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double r2 = algorithm.FindRoot(f1, 2.1, 3.4); |
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Assert.That(Math.Abs(f2(r2)), Is.LessThan(0.001)); |
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Assert.That(Math.Abs(r2 - 3.0), Is.LessThan(0.001)); |
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} |
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} |
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} |
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