package com.isti.traceview.processing; /** * Matrix computations * * @author Max Kokoulin */ final public class Matrix { /** * number of rows */ private final int M; /** * number of columns */ private final int N; /** * M-by-N array */ private final double[][] data; /** * create M-by-N matrix of 0's */ public Matrix(int M, int N) { this.M = M; this.N = N; data = new double[M][N]; } /** * create matrix based on 2d array */ public Matrix(double[][] data) { M = data.length; N = data[0].length; this.data = new double[M][N]; for (int i = 0; i < M; i++) for (int j = 0; j < N; j++) this.data[i][j] = data[i][j]; } /** * copy constructor */ private Matrix(Matrix A) { this(A.data); } /** * create and return a random M-by-N matrix with values between 0 and 1 */ public static Matrix random(int M, int N) { Matrix A = new Matrix(M, N); for (int i = 0; i < M; i++) for (int j = 0; j < N; j++) A.data[i][j] = Math.random(); return A; } /** * create and return the N-by-N identity matrix */ public static Matrix identity(int N) { Matrix I = new Matrix(N, N); for (int i = 0; i < N; i++) I.data[i][i] = 1; return I; } /** * swap rows i and j */ private void swap(int i, int j) { double[] temp = data[i]; data[i] = data[j]; data[j] = temp; } /** * create and return the transpose of the invoking matrix */ public Matrix transpose() { Matrix A = new Matrix(N, M); for (int i = 0; i < M; i++) for (int j = 0; j < N; j++) A.data[j][i] = this.data[i][j]; return A; } /** * @return C = A + B */ public Matrix plus(Matrix B) throws MatrixException { Matrix A = this; if (B.M != A.M || B.N != A.N) throw new MatrixException("Illegal matrix dimensions."); Matrix C = new Matrix(M, N); for (int i = 0; i < M; i++) for (int j = 0; j < N; j++) C.data[i][j] = A.data[i][j] + B.data[i][j]; return C; } /** * @return C = A - B */ public Matrix minus(Matrix B) throws MatrixException { Matrix A = this; if (B.M != A.M || B.N != A.N) throw new MatrixException("Illegal matrix dimensions."); Matrix C = new Matrix(M, N); for (int i = 0; i < M; i++) for (int j = 0; j < N; j++) C.data[i][j] = A.data[i][j] - B.data[i][j]; return C; } /** * does A = B exactly? */ public boolean eq(Matrix B) throws MatrixException { Matrix A = this; if (B.M != A.M || B.N != A.N) throw new MatrixException("Illegal matrix dimensions."); for (int i = 0; i < M; i++) for (int j = 0; j < N; j++) if (A.data[i][j] != B.data[i][j]) return false; return true; } /** * @return C = A * B */ public Matrix times(Matrix B) throws MatrixException { Matrix A = this; if (A.N != B.M) throw new MatrixException("Illegal matrix dimensions."); Matrix C = new Matrix(A.M, B.N); for (int i = 0; i < C.M; i++) for (int j = 0; j < C.N; j++) for (int k = 0; k < A.N; k++) C.data[i][j] += (A.data[i][k] * B.data[k][j]); return C; } /** * return x = A^-1 b, assuming A is square and has full rank */ public Matrix solve(Matrix rhs) throws MatrixException { if (M != N || rhs.M != N || rhs.N != 1) throw new MatrixException("Illegal matrix dimensions."); // create copies of the data Matrix A = new Matrix(this); Matrix b = new Matrix(rhs); // Gaussian elimination with partial pivoting for (int i = 0; i < N; i++) { // find pivot row and swap int max = i; for (int j = i + 1; j < N; j++) if (Math.abs(A.data[j][i]) > Math.abs(A.data[max][i])) max = j; A.swap(i, max); b.swap(i, max); // singular if (A.data[i][i] == 0.0) throw new MatrixException("Matrix is singular."); // pivot within b for (int j = i + 1; j < N; j++) b.data[j][0] -= b.data[i][0] * A.data[j][i] / A.data[i][i]; // pivot within A for (int j = i + 1; j < N; j++) { double m = A.data[j][i] / A.data[i][i]; for (int k = i + 1; k < N; k++) { A.data[j][k] -= A.data[i][k] * m; } A.data[j][i] = 0.0; } } // back substitution Matrix x = new Matrix(N, 1); for (int j = N - 1; j >= 0; j--) { double t = 0.0; for (int k = j + 1; k < N; k++) t += A.data[j][k] * x.data[k][0]; x.data[j][0] = (b.data[j][0] - t) / A.data[j][j]; } return x; } /** * Gets matrix as array */ public double[][] getData() { return data; } /** * print matrix to standard output */ public void show() { for (int i = 0; i < M; i++) { for (int j = 0; j < N; j++) System.out.printf("%9.4f ", data[i][j]); System.out.println(); } } }