csharpfftfsharpintegrationinterpolationlinear-algebramathdifferentiationmatrixnumericsrandomregressionstatisticsmathnet
You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
82 lines
3.6 KiB
82 lines
3.6 KiB
// <copyright file="FindRoots.fs" company="Math.NET">
|
|
// Math.NET Numerics, part of the Math.NET Project
|
|
// http://numerics.mathdotnet.com
|
|
// http://github.com/mathnet/mathnet-numerics
|
|
// http://mathnetnumerics.codeplex.com
|
|
//
|
|
// Copyright (c) 2009-2013 Math.NET
|
|
//
|
|
// Permission is hereby granted, free of charge, to any person
|
|
// obtaining a copy of this software and associated documentation
|
|
// files (the "Software"), to deal in the Software without
|
|
// restriction, including without limitation the rights to use,
|
|
// copy, modify, merge, publish, distribute, sublicense, and/or sell
|
|
// copies of the Software, and to permit persons to whom the
|
|
// Software is furnished to do so, subject to the following
|
|
// conditions:
|
|
//
|
|
// The above copyright notice and this permission notice shall be
|
|
// included in all copies or substantial portions of the Software.
|
|
//
|
|
// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
|
|
// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
|
|
// OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
|
|
// NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
|
|
// HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
|
|
// WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
|
|
// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
|
|
// OTHER DEALINGS IN THE SOFTWARE.
|
|
// </copyright>
|
|
|
|
namespace MathNet.Numerics
|
|
|
|
open System
|
|
open MathNet.Numerics.RootFinding
|
|
|
|
[<CompilationRepresentation(CompilationRepresentationFlags.ModuleSuffix)>]
|
|
module FindRoots =
|
|
|
|
let private tobcl (f:'a->'b) = Func<'a,'b>(f)
|
|
let private (|>|) option orElse = match option with | Some x -> Some x | None -> orElse()
|
|
|
|
// direct algorithms
|
|
|
|
let bisection maxIterations accuracy lowerBound upperBound (f:float->float) =
|
|
match Bisection.TryFindRoot(tobcl f, lowerBound, upperBound, accuracy, maxIterations) with
|
|
| true, root -> Some root
|
|
| false, _ -> None
|
|
|
|
let brent maxIterations accuracy lowerBound upperBound (f:float->float) =
|
|
match Brent.TryFindRoot(tobcl f, lowerBound, upperBound, accuracy, maxIterations) with
|
|
| true, root -> Some root
|
|
| false, _ -> None
|
|
|
|
let newtonRaphson maxIterations accuracy lowerBound upperBound (f:float->float) (df:float->float) =
|
|
match NewtonRaphson.TryFindRoot(tobcl f, tobcl df, 0.5 * (lowerBound + upperBound), lowerBound, upperBound, accuracy, maxIterations) with
|
|
| true, root -> Some root
|
|
| false, _ -> None
|
|
|
|
let newtonRaphsonGuess maxIterations accuracy guess (f:float->float) (df:float->float) =
|
|
match NewtonRaphson.TryFindRoot(tobcl f, tobcl df, guess, Double.MinValue, Double.MaxValue, accuracy, maxIterations) with
|
|
| true, root -> Some root
|
|
| false, _ -> None
|
|
|
|
let newtonRaphsonRobust maxIterations subdivision accuracy lowerBound upperBound (f:float->float) (df:float->float) =
|
|
match RobustNewtonRaphson.TryFindRoot(tobcl f, tobcl df, lowerBound, upperBound, accuracy, maxIterations, subdivision) with
|
|
| true, root -> Some root
|
|
| false, _ -> None
|
|
|
|
let broyden maxIterations accuracy guess (f:float[]->float[]) =
|
|
match Broyden.TryFindRoot(tobcl f, guess, accuracy, maxIterations) with
|
|
| true, root -> Some root
|
|
| false, _ -> None
|
|
|
|
// simple usage
|
|
|
|
let ofFunction lowerBound upperBound (f:float->float) =
|
|
brent 100 1e-8 lowerBound upperBound f
|
|
|>| fun () -> bisection 100 1e-8 lowerBound upperBound f
|
|
|
|
let ofFunctionDerivative lowerBound upperBound (f:float->float) (df:float->float) =
|
|
newtonRaphsonRobust 100 20 1e-8 lowerBound upperBound f df
|
|
|>| fun () -> bisection 100 1e-8 lowerBound upperBound f
|
|
|