Added test for field version of classical Runge-Kutta method.

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Luc Maisonobe 2016-01-06 12:40:49 +01:00
parent 91b931f79f
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/*
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* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
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package org.apache.commons.math4.ode.nonstiff;
import java.lang.reflect.Array;
import org.apache.commons.math4.Field;
import org.apache.commons.math4.RealFieldElement;
import org.apache.commons.math4.exception.DimensionMismatchException;
import org.apache.commons.math4.exception.MaxCountExceededException;
import org.apache.commons.math4.exception.NoBracketingException;
import org.apache.commons.math4.exception.NumberIsTooSmallException;
import org.apache.commons.math4.ode.FieldExpandableODE;
import org.apache.commons.math4.ode.FieldFirstOrderDifferentialEquations;
import org.apache.commons.math4.ode.FieldFirstOrderIntegrator;
import org.apache.commons.math4.ode.FieldODEState;
import org.apache.commons.math4.ode.FieldODEStateAndDerivative;
import org.apache.commons.math4.ode.TestFieldProblem1;
import org.apache.commons.math4.ode.TestFieldProblem2;
import org.apache.commons.math4.ode.TestFieldProblem3;
import org.apache.commons.math4.ode.TestFieldProblem4;
import org.apache.commons.math4.ode.TestFieldProblem5;
import org.apache.commons.math4.ode.TestFieldProblem6;
import org.apache.commons.math4.ode.TestFieldProblemAbstract;
import org.apache.commons.math4.ode.TestFieldProblemHandler;
import org.apache.commons.math4.ode.events.Action;
import org.apache.commons.math4.ode.events.FieldEventHandler;
import org.apache.commons.math4.ode.sampling.FieldStepHandler;
import org.apache.commons.math4.ode.sampling.FieldStepInterpolator;
import org.apache.commons.math4.util.Decimal64Field;
import org.apache.commons.math4.util.FastMath;
import org.apache.commons.math4.util.MathArrays;
import org.junit.Assert;
import org.junit.Test;
public class ClassicalRungeKuttaFieldIntegratorTest {
@Test
public void testMissedEndEvent()
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
doTestMissedEndEvent(Decimal64Field.getInstance());
}
private <T extends RealFieldElement<T>>void doTestMissedEndEvent(final Field<T> field)
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
final T t0 = field.getZero().add(1878250320.0000029);
final T tEvent = field.getZero().add(1878250379.9999986);
final T[] k = MathArrays.buildArray(field, 3);
k[0] = field.getZero().add(1.0e-4);
k[1] = field.getZero().add(1.0e-5);
k[2] = field.getZero().add(1.0e-6);
FieldFirstOrderDifferentialEquations<T> ode = new FieldFirstOrderDifferentialEquations<T>() {
public int getDimension() {
return k.length;
}
public void init(T t0, T[] y0, T t) {
}
public T[] computeDerivatives(T t, T[] y) {
T[] yDot = MathArrays.buildArray(field, k.length);
for (int i = 0; i < y.length; ++i) {
yDot[i] = k[i].multiply(y[i]);
}
return yDot;
}
};
ClassicalRungeKuttaFieldIntegrator<T> integrator =
new ClassicalRungeKuttaFieldIntegrator<T>(field, field.getZero().add(60.0));
T[] y0 = MathArrays.buildArray(field, k.length);
for (int i = 0; i < y0.length; ++i) {
y0[i] = field.getOne().add(i);
}
FieldODEStateAndDerivative<T> result = integrator.integrate(new FieldExpandableODE<T>(ode),
new FieldODEState<T>(t0, y0),
tEvent);
Assert.assertEquals(tEvent.getReal(), result.getTime().getReal(), 5.0e-6);
T[] y = result.getState();
for (int i = 0; i < y.length; ++i) {
Assert.assertEquals(y0[i].multiply(k[i].multiply(result.getTime().subtract(t0)).exp()).getReal(),
y[i].getReal(),
1.0e-9);
}
integrator.addEventHandler(new FieldEventHandler<T>() {
public void init(FieldODEStateAndDerivative<T> state0, T t) {
}
public FieldODEState<T> resetState(FieldODEStateAndDerivative<T> state) {
return state;
}
public T g(FieldODEStateAndDerivative<T> state) {
return state.getTime().subtract(tEvent);
}
public Action eventOccurred(FieldODEStateAndDerivative<T> state, boolean increasing) {
Assert.assertEquals(tEvent.getReal(), state.getTime().getReal(), 5.0e-6);
return Action.CONTINUE;
}
}, Double.POSITIVE_INFINITY, 1.0e-20, 100);
result = integrator.integrate(new FieldExpandableODE<T>(ode),
new FieldODEState<T>(t0, y0),
tEvent.add(120));
Assert.assertEquals(tEvent.add(120).getReal(), result.getTime().getReal(), 5.0e-6);
y = result.getState();
for (int i = 0; i < y.length; ++i) {
Assert.assertEquals(y0[i].multiply(k[i].multiply(result.getTime().subtract(t0)).exp()).getReal(),
y[i].getReal(),
1.0e-9);
}
}
@Test
public void testSanityChecks()
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
doTestSanityChecks(Decimal64Field.getInstance());
}
private <T extends RealFieldElement<T>>void doTestSanityChecks(Field<T> field)
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
ClassicalRungeKuttaFieldIntegrator<T> integrator =
new ClassicalRungeKuttaFieldIntegrator<T>(field, field.getZero().add(0.01));
try {
TestFieldProblem1<T> pb = new TestFieldProblem1<T>(field);
integrator.integrate(new FieldExpandableODE<>(pb),
new FieldODEState<T>(field.getZero(), MathArrays.buildArray(field, pb.getDimension() + 10)),
field.getOne());
Assert.fail("an exception should have been thrown");
} catch(DimensionMismatchException ie) {
}
try {
TestFieldProblem1<T> pb = new TestFieldProblem1<T>(field);
integrator.integrate(new FieldExpandableODE<>(pb),
new FieldODEState<T>(field.getZero(), MathArrays.buildArray(field, pb.getDimension())),
field.getZero());
Assert.fail("an exception should have been thrown");
} catch(NumberIsTooSmallException ie) {
}
}
@Test
public void testDecreasingSteps()
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
doTestDecreasingSteps(Decimal64Field.getInstance());
}
private <T extends RealFieldElement<T>>void doTestDecreasingSteps(Field<T> field)
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
@SuppressWarnings("unchecked")
TestFieldProblemAbstract<T>[] allProblems =
(TestFieldProblemAbstract<T>[]) Array.newInstance(TestFieldProblemAbstract.class, 6);
allProblems[0] = new TestFieldProblem1<T>(field);
allProblems[1] = new TestFieldProblem2<T>(field);
allProblems[2] = new TestFieldProblem3<T>(field);
allProblems[3] = new TestFieldProblem4<T>(field);
allProblems[4] = new TestFieldProblem5<T>(field);
allProblems[5] = new TestFieldProblem6<T>(field);
for (TestFieldProblemAbstract<T> pb : allProblems) {
T previousValueError = null;
T previousTimeError = null;
for (int i = 4; i < 10; ++i) {
T step = pb.getFinalTime().subtract(pb.getInitialState().getTime()).multiply(FastMath.pow(2.0, -i));
FieldFirstOrderIntegrator<T> integ = new ClassicalRungeKuttaFieldIntegrator<T>(field, step);
TestFieldProblemHandler<T> handler = new TestFieldProblemHandler<T>(pb, integ);
integ.addStepHandler(handler);
FieldEventHandler<T>[] functions = pb.getEventsHandlers();
for (int l = 0; l < functions.length; ++l) {
integ.addEventHandler(functions[l],
Double.POSITIVE_INFINITY, 1.0e-6 * step.getReal(), 1000);
}
Assert.assertEquals(functions.length, integ.getEventHandlers().size());
FieldODEStateAndDerivative<T> stop = integ.integrate(new FieldExpandableODE<T>(pb),
pb.getInitialState(),
pb.getFinalTime());
if (functions.length == 0) {
Assert.assertEquals(pb.getFinalTime().getReal(), stop.getTime().getReal(), 1.0e-10);
}
T error = handler.getMaximalValueError();
if (i > 4) {
Assert.assertTrue(error.subtract(previousValueError.abs().multiply(1.01)).getReal() < 0);
}
previousValueError = error;
T timeError = handler.getMaximalTimeError();
if (i > 4) {
Assert.assertTrue(timeError.subtract(previousTimeError.abs()).getReal() <= 0);
}
previousTimeError = timeError;
integ.clearEventHandlers();
Assert.assertEquals(0, integ.getEventHandlers().size());
}
}
}
@Test
public void testSmallStep()
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
doTestSmallStep(Decimal64Field.getInstance());
}
private <T extends RealFieldElement<T>>void doTestSmallStep(Field<T> field)
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
TestFieldProblem1<T> pb = new TestFieldProblem1<T>(field);
T step = pb.getFinalTime().subtract(pb.getInitialState().getTime()).multiply(0.001);
FieldFirstOrderIntegrator<T> integ = new ClassicalRungeKuttaFieldIntegrator<T>(field, step);
TestFieldProblemHandler<T> handler = new TestFieldProblemHandler<T>(pb, integ);
integ.addStepHandler(handler);
integ.integrate(new FieldExpandableODE<T>(pb), pb.getInitialState(), pb.getFinalTime());
Assert.assertTrue(handler.getLastError().getReal() < 2.0e-13);
Assert.assertTrue(handler.getMaximalValueError().getReal() < 4.0e-12);
Assert.assertEquals(0, handler.getMaximalTimeError().getReal(), 1.0e-12);
Assert.assertEquals("classical Runge-Kutta", integ.getName());
}
@Test
public void testBigStep()
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
doTestBigStep(Decimal64Field.getInstance());
}
private <T extends RealFieldElement<T>>void doTestBigStep(Field<T> field)
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
TestFieldProblem1<T> pb = new TestFieldProblem1<T>(field);
T step = pb.getFinalTime().subtract(pb.getInitialState().getTime()).multiply(0.2);
FieldFirstOrderIntegrator<T> integ = new ClassicalRungeKuttaFieldIntegrator<T>(field, step);
TestFieldProblemHandler<T> handler = new TestFieldProblemHandler<T>(pb, integ);
integ.addStepHandler(handler);
integ.integrate(new FieldExpandableODE<T>(pb), pb.getInitialState(), pb.getFinalTime());
Assert.assertTrue(handler.getLastError().getReal() > 0.0004);
Assert.assertTrue(handler.getMaximalValueError().getReal() > 0.005);
Assert.assertEquals(0, handler.getMaximalTimeError().getReal(), 1.0e-12);
}
@Test
public void testBackward()
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
doTestBackward(Decimal64Field.getInstance());
}
private <T extends RealFieldElement<T>>void doTestBackward(Field<T> field)
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
TestFieldProblem5<T> pb = new TestFieldProblem5<T>(field);
T step = pb.getFinalTime().subtract(pb.getInitialState().getTime()).multiply(0.001).abs();
FieldFirstOrderIntegrator<T> integ = new ClassicalRungeKuttaFieldIntegrator<T>(field, step);
TestFieldProblemHandler<T> handler = new TestFieldProblemHandler<T>(pb, integ);
integ.addStepHandler(handler);
integ.integrate(new FieldExpandableODE<>(pb), pb.getInitialState(), pb.getFinalTime());
Assert.assertTrue(handler.getLastError().getReal() < 5.0e-10);
Assert.assertTrue(handler.getMaximalValueError().getReal() < 7.0e-10);
Assert.assertEquals(0, handler.getMaximalTimeError().getReal(), 1.0e-12);
Assert.assertEquals("classical Runge-Kutta", integ.getName());
}
@Test
public void testKepler()
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
doTestKepler(Decimal64Field.getInstance());
}
private <T extends RealFieldElement<T>>void doTestKepler(Field<T> field)
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
final TestFieldProblem3<T> pb = new TestFieldProblem3<T>(field, field.getZero().add(0.9));
T step = pb.getFinalTime().subtract(pb.getInitialState().getTime()).multiply(0.0003);
FieldFirstOrderIntegrator<T> integ = new ClassicalRungeKuttaFieldIntegrator<T>(field, step);
integ.addStepHandler(new KeplerHandler<T>(pb));
integ.integrate(new FieldExpandableODE<>(pb), pb.getInitialState(), pb.getFinalTime());
}
private static class KeplerHandler<T extends RealFieldElement<T>> implements FieldStepHandler<T> {
public KeplerHandler(TestFieldProblem3<T> pb) {
this.pb = pb;
maxError = pb.getField().getZero();
}
public void init(FieldODEStateAndDerivative<T> state0, T t) {
maxError = pb.getField().getZero();
}
public void handleStep(FieldStepInterpolator<T> interpolator, boolean isLast)
throws MaxCountExceededException {
FieldODEStateAndDerivative<T> current = interpolator.getCurrentState();
T[] theoreticalY = pb.computeTheoreticalState(current.getTime());
T dx = current.getState()[0].subtract(theoreticalY[0]);
T dy = current.getState()[1].subtract(theoreticalY[1]);
T error = dx.multiply(dx).add(dy.multiply(dy));
if (error.subtract(maxError).getReal() > 0) {
maxError = error;
}
if (isLast) {
// even with more than 1000 evaluations per period,
// RK4 is not able to integrate such an eccentric
// orbit with a good accuracy
Assert.assertTrue(maxError.getReal() > 0.005);
}
}
private T maxError;
private TestFieldProblem3<T> pb;
}
@Test
public void testStepSize()
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
doTestStepSize(Decimal64Field.getInstance());
}
private <T extends RealFieldElement<T>>void doTestStepSize(Field<T> field)
throws DimensionMismatchException, NumberIsTooSmallException,
MaxCountExceededException, NoBracketingException {
final T step = field.getZero().add(1.23456);
FieldFirstOrderIntegrator<T> integ = new ClassicalRungeKuttaFieldIntegrator<T>(field, step);
integ.addStepHandler(new FieldStepHandler<T>() {
public void handleStep(FieldStepInterpolator<T> interpolator, boolean isLast) {
if (! isLast) {
Assert.assertEquals(step.getReal(),
interpolator.getCurrentState().getTime().subtract(interpolator.getPreviousState().getTime()).getReal(),
1.0e-12);
}
}
public void init(FieldODEStateAndDerivative<T> s0, T t) {
}
});
integ.integrate(new FieldExpandableODE<T>(new FieldFirstOrderDifferentialEquations<T>() {
public void init(T t0, T[] y0, T t) {
}
public T[] computeDerivatives(T t, T[] y) {
T[] dot = MathArrays.buildArray(t.getField(), 1);
dot[0] = t.getField().getOne();
return dot;
}
public int getDimension() {
return 1;
}
}), new FieldODEState<T>(field.getZero(), MathArrays.buildArray(field, 1)), field.getZero().add(5.0));
}
@Test
public void testTooLargeFirstStep() {
doTestTooLargeFirstStep(Decimal64Field.getInstance());
}
private <T extends RealFieldElement<T>>void doTestTooLargeFirstStep(final Field<T> field) {
RungeKuttaFieldIntegrator<T> integ = new ClassicalRungeKuttaFieldIntegrator<T>(field, field.getZero().add(0.5));
final T t0 = field.getZero();
final T[] y0 = MathArrays.buildArray(field, 1);
y0[0] = field.getOne();
final T t = field.getZero().add(0.001);
FieldFirstOrderDifferentialEquations<T> equations = new FieldFirstOrderDifferentialEquations<T>() {
public int getDimension() {
return 1;
}
public void init(T t0, T[] y0, T t) {
}
public T[] computeDerivatives(T t, T[] y) {
Assert.assertTrue(t.getReal() >= FastMath.nextAfter(t0.getReal(), Double.NEGATIVE_INFINITY));
Assert.assertTrue(t.getReal() <= FastMath.nextAfter(t.getReal(), Double.POSITIVE_INFINITY));
T[] yDot = MathArrays.buildArray(field, 1);
yDot[0] = y[0].multiply(-100.0);
return yDot;
}
};
integ.integrate(new FieldExpandableODE<>(equations), new FieldODEState<T>(t0, y0), t);
}
}