mirror of
https://github.com/TheAlgorithms/Java.git
synced 2025-07-23 20:44:39 +08:00
Change project structure to a Maven Java project + Refactor (#2816)
This commit is contained in:

committed by
GitHub

parent
8e533d2617
commit
9fb3364ccc
112
src/main/java/com/thealgorithms/maths/EulerMethod.java
Normal file
112
src/main/java/com/thealgorithms/maths/EulerMethod.java
Normal file
@ -0,0 +1,112 @@
|
||||
package com.thealgorithms.maths;
|
||||
|
||||
import java.util.ArrayList;
|
||||
import java.util.function.BiFunction;
|
||||
|
||||
/**
|
||||
* In mathematics and computational science, the Euler method (also called
|
||||
* forward Euler method) is a first-order numerical procedure for solving
|
||||
* ordinary differential equations (ODEs) with a given initial value. It is the
|
||||
* most basic explicit method for numerical integration of ordinary differential
|
||||
* equations. The method proceeds in a series of steps. At each step the y-value
|
||||
* is calculated by evaluating the differential equation at the previous step,
|
||||
* multiplying the result with the step-size and adding it to the last y-value:
|
||||
* y_n+1 = y_n + stepSize * f(x_n, y_n). (description adapted from
|
||||
* https://en.wikipedia.org/wiki/Euler_method ) (see also:
|
||||
* https://www.geeksforgeeks.org/euler-method-solving-differential-equation/ )
|
||||
*/
|
||||
public class EulerMethod {
|
||||
|
||||
/**
|
||||
* Illustrates how the algorithm is used in 3 examples and prints the
|
||||
* results to the console.
|
||||
*/
|
||||
public static void main(String[] args) {
|
||||
System.out.println("example 1:");
|
||||
BiFunction<Double, Double, Double> exampleEquation1 = (x, y) -> x;
|
||||
ArrayList<double[]> points1 = eulerFull(0, 4, 0.1, 0, exampleEquation1);
|
||||
assert points1.get(points1.size() - 1)[1] == 7.800000000000003;
|
||||
points1.forEach(
|
||||
point -> System.out.println(String.format("x: %1$f; y: %2$f", point[0], point[1])));
|
||||
|
||||
// example from https://en.wikipedia.org/wiki/Euler_method
|
||||
System.out.println("\n\nexample 2:");
|
||||
BiFunction<Double, Double, Double> exampleEquation2 = (x, y) -> y;
|
||||
ArrayList<double[]> points2 = eulerFull(0, 4, 0.1, 1, exampleEquation2);
|
||||
assert points2.get(points2.size() - 1)[1] == 45.25925556817596;
|
||||
points2.forEach(
|
||||
point -> System.out.println(String.format("x: %1$f; y: %2$f", point[0], point[1])));
|
||||
|
||||
// example from https://www.geeksforgeeks.org/euler-method-solving-differential-equation/
|
||||
System.out.println("\n\nexample 3:");
|
||||
BiFunction<Double, Double, Double> exampleEquation3 = (x, y) -> x + y + x * y;
|
||||
ArrayList<double[]> points3 = eulerFull(0, 0.1, 0.025, 1, exampleEquation3);
|
||||
assert points3.get(points3.size() - 1)[1] == 1.1116729841674804;
|
||||
points3.forEach(
|
||||
point -> System.out.println(String.format("x: %1$f; y: %2$f", point[0], point[1])));
|
||||
}
|
||||
|
||||
/**
|
||||
* calculates the next y-value based on the current value of x, y and the
|
||||
* stepSize the console.
|
||||
*
|
||||
* @param xCurrent Current x-value.
|
||||
* @param stepSize Step-size on the x-axis.
|
||||
* @param yCurrent Current y-value.
|
||||
* @param differentialEquation The differential equation to be solved.
|
||||
* @return The next y-value.
|
||||
*/
|
||||
public static double eulerStep(
|
||||
double xCurrent,
|
||||
double stepSize,
|
||||
double yCurrent,
|
||||
BiFunction<Double, Double, Double> differentialEquation) {
|
||||
if (stepSize <= 0) {
|
||||
throw new IllegalArgumentException("stepSize should be greater than zero");
|
||||
}
|
||||
double yNext = yCurrent + stepSize * differentialEquation.apply(xCurrent, yCurrent);
|
||||
return yNext;
|
||||
}
|
||||
|
||||
/**
|
||||
* Loops through all the steps until xEnd is reached, adds a point for each
|
||||
* step and then returns all the points
|
||||
*
|
||||
* @param xStart First x-value.
|
||||
* @param xEnd Last x-value.
|
||||
* @param stepSize Step-size on the x-axis.
|
||||
* @param yStart First y-value.
|
||||
* @param differentialEquation The differential equation to be solved.
|
||||
* @return The points constituting the solution of the differential
|
||||
* equation.
|
||||
*/
|
||||
public static ArrayList<double[]> eulerFull(
|
||||
double xStart,
|
||||
double xEnd,
|
||||
double stepSize,
|
||||
double yStart,
|
||||
BiFunction<Double, Double, Double> differentialEquation) {
|
||||
if (xStart >= xEnd) {
|
||||
throw new IllegalArgumentException("xEnd should be greater than xStart");
|
||||
}
|
||||
if (stepSize <= 0) {
|
||||
throw new IllegalArgumentException("stepSize should be greater than zero");
|
||||
}
|
||||
|
||||
ArrayList<double[]> points = new ArrayList<double[]>();
|
||||
double[] firstPoint = {xStart, yStart};
|
||||
points.add(firstPoint);
|
||||
double yCurrent = yStart;
|
||||
double xCurrent = xStart;
|
||||
|
||||
while (xCurrent < xEnd) {
|
||||
// Euler method for next step
|
||||
yCurrent = eulerStep(xCurrent, stepSize, yCurrent, differentialEquation);
|
||||
xCurrent += stepSize;
|
||||
double[] point = {xCurrent, yCurrent};
|
||||
points.add(point);
|
||||
}
|
||||
|
||||
return points;
|
||||
}
|
||||
}
|
Reference in New Issue
Block a user