//******************************************************************************
//
// File:    Test03.java
// Package: edu.rit.mri.test
// Unit:    Class edu.rit.mri.test.Test03
//
// This Java source file is copyright (C) 2008 by Alan Kaminsky. All rights
// reserved. For further information, contact the author, Alan Kaminsky, at
// ark@cs.rit.edu.
//
// This Java source file is part of the Parallel Java Library ("PJ"). PJ is free
// software; you can redistribute it and/or modify it under the terms of the GNU
// General Public License as published by the Free Software Foundation; either
// version 3 of the License, or (at your option) any later version.
//
// PJ 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 General Public License for more details.
//
// A copy of the GNU General Public License is provided in the file gpl.txt. You
// may also obtain a copy of the GNU General Public License on the World Wide
// Web at http://www.gnu.org/licenses/gpl.html.
//
//******************************************************************************

package edu.rit.mri.test;

import edu.rit.mri.SpinSignal;

import edu.rit.numeric.ListXYSeries;
import edu.rit.numeric.NonNegativeLeastSquares;

import edu.rit.numeric.plot.Dots;
import edu.rit.numeric.plot.Plot;
import edu.rit.numeric.plot.Strokes;

import java.awt.Color;

import java.io.File;

import java.util.Scanner;

/**
 * Class Test03 is a main program that does a spin relaxometry analysis on a
 * spin signal data set. The data set is generated by the {@linkplain GenData}
 * program. The model spin signal is the sum of a series of spin signals with
 * fixed spin relaxation rates. The length of the series is specified on the
 * command line. The largest spin relaxation rate is specified on the command
 * line. The individual spin relaxation rates are spaced linearly up to the
 * largest. The program does a nonnegative linear least squares curve fit of the
 * model to the data to find the spin density for each spin signal in the
 * series. The program prints out the final fitted parameters (spin densities)
 * for the model spin signal. The program displays a plot of the data set and
 * the final model spin signal.
 * 

* Usage: java edu.rit.mri.test.Test03 datafile N Rmax *
datafile = File containing t and S(t) values *
N = Number of model spin signals *
Rmax = Maximum spin relaxation rate * * @author Alan Kaminsky * @version 11-Jun-2008 */ public class Test03 { // Prevent construction. private Test03() { } // Main program. /** * Main program. */ public static void main (String[] args) throws Exception { // Parse command line arguments. if (args.length != 3) usage(); File datafile = new File (args[0]); int N = Integer.parseInt (args[1]); double Rmax = Double.parseDouble (args[2]); // Get data X-Y series. ListXYSeries dataseries = new ListXYSeries(); dataseries.add (new Scanner (datafile)); int M = dataseries.length(); // Compute spin relaxation rates. double[] R = new double [N]; for (int j = 0; j < N; ++ j) { R[j] = ((double)(j+1))/((double) N)*Rmax; } // Create nonnegative linear least squares solver. NonNegativeLeastSquares solver = new NonNegativeLeastSquares (M, N); // Find the solution. for (int i = 0; i < M; ++ i) { double[] a_i = solver.a[i]; double t_i = dataseries.x(i); for (int j = 0; j < N; ++ j) { a_i[j] = SpinSignal.S (R[j], t_i); } solver.b[i] = dataseries.y(i); } solver.solve(); // Print the solution. for (int j = 0; j < N; ++ j) { System.out.print (R[j]); System.out.print ('\t'); System.out.print (solver.x[j]); System.out.println(); } // Create plot with data X-Y series. Plot plot = new Plot(); plot.xAxisLength (1200) .xAxisMajorDivisions (20) .yAxisLength (600) .yAxisMajorDivisions (10) .seriesDots (Dots.circle (Color.BLACK, null, null, 5)) .seriesColor (Color.BLACK) .seriesStroke (Strokes.solid (2)) .xySeries (dataseries); // Generate model spin signal X-Y series and add to plot. double chisqr = 0.0; ListXYSeries signalseries = new ListXYSeries(); for (int i = 0; i < dataseries.length(); ++ i) { double t = dataseries.x(i); double s = 0.0; for (int j = 0; j < N; ++ j) { s += SpinSignal.S (solver.x[j], R[j], t); } double d = s - dataseries.y(i); chisqr += d*d; signalseries.add (t, s); } System.out.println ("chi^2 = "+chisqr); plot.seriesDots (null) .seriesColor (Color.RED) .seriesStroke (Strokes.solid (1)) .xySeries (signalseries); // Display plot. plot.getFrame().setVisible (true); } // Hidden operations. /** * Print a usage message and exit. */ private static void usage() { System.err.println ("Usage: java edu.rit.mri.test.Test03 "); System.err.println (" = File containing t and S(t) values"); System.err.println (" = Number of model spin signals"); System.err.println (" = Maximum spin relaxation rate"); System.exit (1); } }

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