/*
* Encog(tm) Examples v2.4
* http://www.heatonresearch.com/encog/
* http://code.google.com/p/encog-java/
*
* Copyright 2008-2010 by Heaton Research Inc.
*
* Released under the LGPL.
*
* This is free software; you can redistribute it and/or modify it
* under the terms of the GNU Lesser General Public License as
* published by the Free Software Foundation; either version 2.1 of
* the License, or (at your option) any later version.
*
* This software is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
* Lesser General Public License for more details.
*
* You should have received a copy of the GNU Lesser General Public
* License along with this software; if not, write to the Free
* Software Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA
* 02110-1301 USA, or see the FSF site: http://www.fsf.org.
*
* Encog and Heaton Research are Trademarks of Heaton Research, Inc.
* For information on Heaton Research trademarks, visit:
*
* http://www.heatonresearch.com/copyright.html
*/
package org.encog.examples.unfinished.pole;
import org.encog.mathutil.randomize.RangeRandomizer;
import org.encog.neural.networks.BasicNetwork;
import org.encog.util.simple.EncogUtility;
public class PoleSimulator {
/**
* acceleration due to gravity [m/s�]
*/
public static final double G = 9.81;
/**
* length of pole [m]
*/
final double poleLength;
/**
* mass of cart [kg]
*/
final double cartMass;
/**
* mass of pole [kg]
*/
final double poleMass;
/**
* position of cart [m]
*/
double x;
/**
* velocity of cart [m/s]
*/
double xVelocity;
/**
* angle of pole [�]
*/
double poleAngle;
/**
* angular velocity of pole [�/s]
*/
double poleAngleVelocity;
/**
* force applied to cart
*/
double force;
public PoleSimulator()
{
this(1,1,1);
}
public PoleSimulator(double poleLength, double cartMass, double poleMass) {
this.poleLength = poleLength;
this.cartMass = cartMass;
this.poleMass = poleMass;
this.x = 0;
this.xVelocity = 0;
this.poleAngleVelocity = 0;
this.force = 0;
do {
this.poleAngle = RangeRandomizer.randomize(-10, 10);
} while ((int) this.poleAngle == 0);
}
void simulate()
{
simulate(10,0.1);
}
void simulate(int steps, double timePerStep) {
double w = (this.poleAngle / 180.0) * Math.PI;
double wDot = (this.poleAngleVelocity / 180.0) * Math.PI;
for (int s = 0; s < steps; s++) {
double wDotDot = (G * Math.sin(w) + Math.cos(w)
* ((-this.force - this.poleMass * this.poleLength
* Math.sqrt(wDot) * Math.sin(w)) / (this.cartMass + this.poleMass)))
/ (this.poleLength * ((double) 4 / 3 - (this.poleMass * Math
.sqrt(Math.cos(w)))
/ (this.cartMass + this.poleMass)));
double xDotDot = (this.force + this.poleMass * this.poleLength
* (Math.sqrt(wDot) * Math.sin(w) - wDotDot * Math.cos(w)))
/ (this.cartMass + this.poleMass);
this.x += (timePerStep / steps) * xVelocity;
xVelocity += (timePerStep / steps) * xDotDot;
w += (timePerStep / steps) * wDot;
wDot += (timePerStep / steps) * wDotDot;
}
this.poleAngle = (w / Math.PI) * 180;
this.poleAngleVelocity = (wDot / Math.PI) * 180;
}
boolean balanced() {
return (this.poleAngle >= -60) && (this.poleAngle <= 60);
}
double scorePole() {
return -Math.sqrt(this.poleAngle);
}
public void setForce(double force)
{
this.force = force;
}
public double getForce()
{
return this.force;
}
public double getPoleAngle()
{
return this.poleAngle;
}
public double getPoleAngleVelocity()
{
return this.poleAngleVelocity;
}
public static void main(String[] args)
{
BasicNetwork network = EncogUtility.simpleFeedForward(2, 10, 0, 1, true);
network.reset();
ScorePole score = new ScorePole();
System.out.println(score.score(network));
}
}