User Manual 3.3 Numerical ordinary differential equations : Différence entre versions

Version du 27 février 2018 à 11:07

Introduction

Scope

This library can compute solutions for ordinary differential equations, as numerical approximations. The problems are usually in the form of : Compute an estimate of y(t) from t=t0 to t=t1, knowing the derivative y'=f(t,y), and y(t0)=y0.

The library can also handle multiple discrete events detection based on the results of the ongoing estimation, which can be used to dynamically alter the conditions of the problem being solved, or even stop the integration (for instance : when the function y reaches an expected value, the value of t at this point being the information needed, there is no need to go on).

IMPORTANT : these functionalities are all provided by the underlying Apache Commons Math library. Therefore, this section will focus on general usability, and will point to existing (mainly Javadoc) documentation for the specifics. The only addition to the Commons Math library is the 6^^th^^ order Runge-Kutta integrator that derives from the general RungeKutta classes.

Javadoc

Integrators

The ODE integrators are provided in the following packages :

|=Library|=Javadoc |Commons Math|Package org.apache.commons.math3.ode |Commons Math|Package org.apache.commons.math3.ode.nonstiff |Commons Math|Package org.apache.commons.math3.ode.sampling

Event handling

The events are managed in the following package :

|=Library|=Javadoc |Commons Math|Package org.apache.commons.math3.ode.events

Links

None as of now.

Useful Documents

A general purpose explanation of this section can be found here :

http:~~/~~/en.wikipedia.org/wiki/Numerical_ordinary_differential_equations

Package Overview

Integrators :

Events package :

Features Description

Integrators

The integrators provided by the Commons Math project include :

• the Classical Runge Kutta integrator,
• the Dormand Prince 8(5, 3) integrator and
• the Gragg Bulirsch Stoer integrator.

An additional integrator has been included in Commons Math Addons :

• the 6^^th^^ order Runge-Kutta integretor.

The ODE package documentation can be found Modèle:SiteLink label="here" jd="CM" suffix="userguide/ode.html"/.

Events

Event handling during an integrator run is a core functionality of the underlying Apache Commons Math library, therefore this is already well-documented in the Javadoc (please see the relevant section). This here is a short summary of how event handling works.

How to monitor events

*create an EventHandler implementation You need to create an EventHandler implementation for the event you want to trace. The most important method here is the g() method : double g(double t, double[] y) throws EventException; This method (which takes as input a solution of the integration problem at a given "time" t) should be designed so thatwhen the event occurs, the sign of the method changes. It should also be continuous. The other methods of the interface are :

• • int eventOccurred(double t,

                 double[] y,
                 boolean increasing, boolean forward)