ocr.java

VHDL制作的ann的code

/**
 * Introduction to Neural Networks with Java, 2nd Edition
 * Copyright 2008 by Heaton Research, Inc. 
 * http://www.heatonresearch.com/books/java-neural-2/
 * 
 * ISBN13: 978-1-60439-008-7  	 
 * ISBN:   1-60439-008-5
 *   
 * This class is released under the:
 * GNU Lesser General Public License (LGPL)
 * http://www.gnu.org/copyleft/lesser.html
 */
package org.encog.examples.neural.gui.ocr;

import java.awt.Font;
import java.io.BufferedReader;
import java.io.File;
import java.io.FileOutputStream;
import java.io.FileReader;
import java.io.OutputStream;
import java.io.PrintStream;

import javax.swing.DefaultListModel;
import javax.swing.JFrame;
import javax.swing.JOptionPane;
import javax.swing.SwingUtilities;

import org.encog.neural.data.NeuralData;
import org.encog.neural.data.NeuralDataSet;
import org.encog.neural.data.basic.BasicNeuralData;
import org.encog.neural.data.basic.BasicNeuralDataPair;
import org.encog.neural.data.basic.BasicNeuralDataSet;
import org.encog.neural.networks.BasicNetwork;
import org.encog.neural.networks.layers.BasicLayer;
import org.encog.neural.networks.layers.SOMLayer;
import org.encog.neural.networks.training.som.TrainSelfOrganizingMap;
import org.encog.neural.networks.training.som.TrainSelfOrganizingMap.LearningMethod;
import org.encog.util.NormalizeInput.NormalizationType;

/**
 * Chapter 12: OCR and the Self Organizing Map
 * 
 * OCR: Main form that allows the user to interact with the OCR application.
 * 
 * @author Jeff Heaton
 * @version 2.1
 */
public class OCR extends JFrame implements Runnable {

	class SymAction implements java.awt.event.ActionListener {
		public void actionPerformed(final java.awt.event.ActionEvent event) {
			final Object object = event.getSource();
			if (object == OCR.this.downSample) {
				downSample_actionPerformed(event);
			} else if (object == OCR.this.clear) {
				clear_actionPerformed(event);
			} else if (object == OCR.this.add) {
				add_actionPerformed(event);
			} else if (object == OCR.this.del) {
				del_actionPerformed(event);
			} else if (object == OCR.this.load) {
				load_actionPerformed(event);
			} else if (object == OCR.this.save) {
				save_actionPerformed(event);
			} else if (object == OCR.this.train) {
				train_actionPerformed(event);
			} else if (object == OCR.this.recognize) {
				recognize_actionPerformed(event);
			}
		}
	}

	class SymListSelection implements javax.swing.event.ListSelectionListener {
		public void valueChanged(
				final javax.swing.event.ListSelectionEvent event) {
			final Object object = event.getSource();
			if (object == OCR.this.letters) {
				letters_valueChanged(event);
			}
		}
	}

	public class UpdateStats implements Runnable {
		long _tries;
		double _lastError;
		double _bestError;

		public void run() {
			OCR.this.tries.setText("" + this._tries);
			OCR.this.lastError.setText("" + this._lastError);
			OCR.this.bestError.setText("" + this._bestError);
		}
	}

	/**
	 * Serial id for this class.
	 */
	private static final long serialVersionUID = -6779380961875907013L;

	/**
	 * The downsample width for the application.
	 */
	static final int DOWNSAMPLE_WIDTH = 5;

	/**
	 * The down sample height for the application.
	 */
	static final int DOWNSAMPLE_HEIGHT = 7;

	static final double MAX_ERROR = 0.01;

	/**
	 * The main method.
	 * 
	 * @param args
	 *            Args not really used.
	 */
	public static void main(final String args[]) {
		(new OCR()).setVisible(true);
	}

	boolean halt;

	/**
	 * The entry component for the user to draw into.
	 */
	Entry entry;

	/**
	 * The down sample component to display the drawing downsampled.
	 */
	Sample sample;

	/**
	 * The letters that have been defined.
	 */
	DefaultListModel letterListModel = new DefaultListModel();
	/**
	 * The neural network.
	 */
	BasicNetwork net;
	/**
	 * The background thread used for training.
	 */
	Thread trainThread = null;

	// {{DECLARE_CONTROLS
	javax.swing.JLabel JLabel1 = new javax.swing.JLabel();

	javax.swing.JLabel JLabel2 = new javax.swing.JLabel();

	/**
	 * THe downsample button.
	 */
	javax.swing.JButton downSample = new javax.swing.JButton();

	/**
	 * The add button.
	 */
	javax.swing.JButton add = new javax.swing.JButton();
	/**
	 * The clear button
	 */
	javax.swing.JButton clear = new javax.swing.JButton();

	/**
	 * The recognize button
	 */
	javax.swing.JButton recognize = new javax.swing.JButton();

	javax.swing.JScrollPane JScrollPane1 = new javax.swing.JScrollPane();

	/**
	 * The letters list box
	 */
	javax.swing.JList letters = new javax.swing.JList();

	/**
	 * The delete button
	 */
	javax.swing.JButton del = new javax.swing.JButton();

	/**
	 * The load button
	 */
	javax.swing.JButton load = new javax.swing.JButton();
	/**
	 * The save button
	 */
	javax.swing.JButton save = new javax.swing.JButton();
	/**
	 * The train button
	 */
	javax.swing.JButton train = new javax.swing.JButton();

	javax.swing.JLabel JLabel3 = new javax.swing.JLabel();

	javax.swing.JLabel JLabel4 = new javax.swing.JLabel();

	/**
	 * How many tries
	 */
	javax.swing.JLabel tries = new javax.swing.JLabel();
	/**
	 * The last error
	 */
	javax.swing.JLabel lastError = new javax.swing.JLabel();
	/**
	 * The best error
	 */
	javax.swing.JLabel bestError = new javax.swing.JLabel();

	javax.swing.JLabel JLabel8 = new javax.swing.JLabel();

	javax.swing.JLabel JLabel5 = new javax.swing.JLabel();

	// }}
	// {{DECLARE_MENUS
	// }}

	/**
	 * The constructor.
	 */
	OCR() {
		getContentPane().setLayout(null);
		this.entry = new Entry();
		this.entry.setLocation(168, 25);
		this.entry.setSize(200, 128);
		getContentPane().add(this.entry);

		this.sample = new Sample(DOWNSAMPLE_WIDTH, DOWNSAMPLE_HEIGHT);
		this.sample.setLocation(307, 210);
		this.sample.setSize(65, 70);

		this.entry.setSample(this.sample);
		getContentPane().add(this.sample);

		// {{INIT_CONTROLS
		setTitle("Java Neural Network");
		getContentPane().setLayout(null);
		setSize(405, 382);
		setVisible(false);
		this.JLabel1.setText("Letters Known");
		getContentPane().add(this.JLabel1);
		this.JLabel1.setBounds(12, 12, 84, 12);
		this.JLabel2.setText("Tries:");
		getContentPane().add(this.JLabel2);
		this.JLabel2.setBounds(12, 264, 72, 24);
		this.downSample.setText("Down Sample");
		this.downSample.setActionCommand("Down Sample");
		getContentPane().add(this.downSample);
		this.downSample.setBounds(252, 180, 120, 24);
		this.add.setText("Add");
		this.add.setActionCommand("Add");
		getContentPane().add(this.add);
		this.add.setBounds(168, 156, 84, 24);
		this.clear.setText("Clear");
		this.clear.setActionCommand("Clear");
		getContentPane().add(this.clear);
		this.clear.setBounds(168, 180, 84, 24);
		this.recognize.setText("Recognize");
		this.recognize.setActionCommand("Recognize");
		getContentPane().add(this.recognize);
		this.recognize.setBounds(252, 156, 120, 24);
		this.JScrollPane1
				.setVerticalScrollBarPolicy(javax.swing.ScrollPaneConstants.VERTICAL_SCROLLBAR_ALWAYS);
		this.JScrollPane1.setOpaque(true);
		getContentPane().add(this.JScrollPane1);
		this.JScrollPane1.setBounds(12, 24, 144, 132);
		this.JScrollPane1.getViewport().add(this.letters);
		this.letters.setBounds(0, 0, 126, 129);
		this.del.setText("Delete");
		this.del.setActionCommand("Delete");
		getContentPane().add(this.del);
		this.del.setBounds(12, 156, 144, 24);
		this.load.setText("Load");
		this.load.setActionCommand("Load");
		getContentPane().add(this.load);
		this.load.setBounds(12, 180, 72, 24);
		this.save.setText("Save");
		this.save.setActionCommand("Save");
		getContentPane().add(this.save);
		this.save.setBounds(84, 180, 72, 24);
		this.train.setText("Begin Training");
		this.train.setActionCommand("Begin Training");
		getContentPane().add(this.train);
		this.train.setBounds(12, 204, 144, 24);
		this.JLabel3.setText("Last Error:");
		getContentPane().add(this.JLabel3);
		this.JLabel3.setBounds(12, 288, 72, 24);
		this.JLabel4.setText("Best Error:");
		getContentPane().add(this.JLabel4);
		this.JLabel4.setBounds(12, 312, 72, 24);
		this.tries.setText("0");
		getContentPane().add(this.tries);
		this.tries.setBounds(96, 264, 72, 24);
		this.lastError.setText("0");
		getContentPane().add(this.lastError);
		this.lastError.setBounds(96, 288, 72, 24);
		this.bestError.setText("0");
		getContentPane().add(this.bestError);
		this.bestError.setBounds(96, 312, 72, 24);
		this.JLabel8
				.setHorizontalTextPosition(javax.swing.SwingConstants.CENTER);
		this.JLabel8.setHorizontalAlignment(javax.swing.SwingConstants.CENTER);
		this.JLabel8.setText("Training Results");
		getContentPane().add(this.JLabel8);
		this.JLabel8.setFont(new Font("Dialog", Font.BOLD, 14));
		this.JLabel8.setBounds(12, 240, 120, 24);
		this.JLabel5.setText("Draw Letters Here");
		getContentPane().add(this.JLabel5);
		this.JLabel5.setBounds(204, 12, 144, 12);
		// }}

		// {{REGISTER_LISTENERS
		final SymAction lSymAction = new SymAction();
		this.downSample.addActionListener(lSymAction);
		this.clear.addActionListener(lSymAction);
		this.add.addActionListener(lSymAction);
		this.del.addActionListener(lSymAction);
		final SymListSelection lSymListSelection = new SymListSelection();
		this.letters.addListSelectionListener(lSymListSelection);
		this.load.addActionListener(lSymAction);
		this.save.addActionListener(lSymAction);
		this.train.addActionListener(lSymAction);
		this.recognize.addActionListener(lSymAction);
		// }}
		this.letters.setModel(this.letterListModel);
		// {{INIT_MENUS
		// }}
	}

	/**
	 * Called to add the current image to the training set
	 * 
	 * @param event
	 *            The event
	 */
	@SuppressWarnings("unchecked")
	void add_actionPerformed(final java.awt.event.ActionEvent event) {
		int i;

		final String letter = JOptionPane