Mathematical function differentiation with C#?

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旧时难觅i
旧时难觅i 2020-12-05 03:57

I see that I can declare a function with (say)

public double Function(double parameter)

but what if I do want to take the derivative of tha

5条回答
  •  旧巷少年郎
    2020-12-05 04:24

    You can't calculate the exact derivative of a function using a computer program (unless you're doing symbolic math... but that's another, way more complicated, topic).

    There are several approaches to computing a numerical derivative of a function. The simplest is the centered three-point method:

    • Take a small number h
    • Evaluate [f(x+h) - f(x-h)] / 2h
    • Voilà, an approximation of f'(x), with only two function evaluations

    Another approach is the centered five-point method:

    • Take a small number h
    • Evaluate [f(x-2h) - 8f(x-h) + 8f(x+h) - f(x+2h)] / 12h
    • Voilà, a better approximation of f'(x), but it requires more function evaluations

    Another topic is how to implement this using C#. First, you need a delegate that represents a function that maps a subset of the real numbers onto a another subset of the real numbers:

    delegate double RealFunction(double arg);
    

    Then, you need a routing that evaluates the derivative:

    public double h = 10e-6; // I'm not sure if this is valid C#, I'm used to C++
    
    static double Derivative(RealFunction f, double arg)
    {
        double h2 = h*2;
        return (f(x-h2) - 8*f(x-h) + 8*f(x+h) - f(x+h2)) / (h2*6);
    }
    

    If you want an object-oriented implementation, you should create the following classes:

    interface IFunction
    {
        // Since operator () can't be overloaded, we'll use this trick.
        double this[double arg] { get; }
    }
    
    class Function : IFunction
    {
        RealFunction func;
    
        public Function(RealFunction func)
        { this.func = func; }
    
        public double this[double arg]
        { get { return func(arg); } }
    }
    
    class Derivative : IFunction
    {
        IFunction func;
        public static double h = 10e-6;
    
        public Derivative(IFunction func)
        { this.func = func; }
    
        public double this[double arg]
        {
            get
            {
                double h2 = h*2;
                return (
                    func[arg - h2] - func[arg + h2] +
                    ( func[arg + h]  - func[arg - h] ) * 8
                    ) / (h2 * 6);
            }
        }
    }
    

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