Bound an odeint variable

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慢半拍i
慢半拍i 2021-01-14 03:15

I\'m using odeint to simulate a system wherein there are several variables which should not go less than zero.

Is there an appropriate way to bound a variable in ode

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  • 2021-01-14 03:36

    What you need is sometimes called a "saturation" constraint, a common issue in dynamic systems modeling. You can easily code it inside your equation:

    void YourEquation::operator() (const state_type &x, state_type &dxdt, const time_type t)
    {
        // suppose that x[0] is the variable that should always be greater/equal 0
        double x0 = x[0]; // or whatever data type you use
        dxdt[0] = .... // part of your equation here
        if (x0 <= 0 && dxdt[0] < 0)
        {
            x0 = 0;
            dxdt[0] = 0
        }
        // the rest of the system equations, use x0 instead of x[0] if necessary, actually it depends on the situation and physical interpretation
        dxdt[1] = ....
        dxdt[2] = ....
        ...
    }
    
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  • 2021-01-14 03:44

    There is no such possibility in odeint. And I guess there are no algorithms which could do that. You must somehow encode the bound in your ODE.

    If you only want to find a bound during the evolution of your system use a loop like

    while( t < tmax )
    {
        stepper.do_step( ode , x , t , dt );
        t += dt;
        if( check_bound( x , t ) ) break;
    }
    

    Two side nodes, maybe this is the case for your problem:

    1. There are special algorithms for ODEs with have conservation laws where the algorithm ensures that the conservation law holds, see the symplectic solvers for example.

    2. If you bound is already encode in some way in your ODE and the bound is anyhow reached you must shorten the stepsize of the solver.

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