Filter.java
/*
* $Id: Filter.java,v 1.21 2008/07/17 07:30:03 koga Exp $
*
* Copyright (C) 2004 Koga Laboratory. All rights reserved.
*/
package org.mklab.tool.signal;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import org.mklab.nfc.matrix.ComplexNumericalMatrix;
import org.mklab.nfc.matrix.DoubleMatrix;
import org.mklab.nfc.matrix.RealNumericalMatrix;
import org.mklab.nfc.scalar.ComplexNumericalScalar;
import org.mklab.nfc.scalar.DoubleNumber;
import org.mklab.nfc.scalar.RealNumericalScalar;
import org.mklab.tool.matrix.Makecolv;
import org.mklab.tool.matrix.Makerowv;
/**
* デジタルフィルタを通した信号を求めるクラスです。
*
* <p> Digital filter
*
* @author koga
* @version $Revision: 1.21 $
*/
public class Filter {
/**
* データ<code>x</code>をフィルタ
*
* <pre><code> y(n) = b(1)*x(n) + b(2)*x(n-1) + ... + b(nb+1)*x(n-nb) - a(2)*y(n-1) - ... - a(na+1)*y(n-na) </code></pre>
*
* に通した値を求めます。
*
* @param b 分子の係数
* @param a 分母の係数
* @param x 入力信号
* @return 出力信号 (filtered signal)
*/
public static List<DoubleMatrix> filter(DoubleMatrix b, DoubleMatrix a, DoubleMatrix x) {
int na = a.length() - 1;
int nb = b.length() - 1;
// int nx = x.length();
DoubleMatrix zi = a.createZero(Math.max(na, nb), 1);
return filter(b, a, x, zi);
}
/**
* 初期条件と終端条件を与える。
*
* @param b_ 分子の係数
* @param a_ 分母の係数
* @param x_ 入力信号
* @param zi_ フィルターの初期状態
* @return 出力信号 (filtered signal)
*/
public static List<DoubleMatrix> filter(DoubleMatrix b_, DoubleMatrix a_, DoubleMatrix x_, DoubleMatrix zi_) {
DoubleMatrix b = Makerowv.makerowv(b_);
DoubleMatrix a = Makerowv.makerowv(a_);
DoubleMatrix x = Makerowv.makerowv(x_);
int na = a.length() - 1;
int nb = b.length() - 1;
int nx = x.length();
DoubleMatrix zi = Makecolv.makecolv(zi_);
DoubleNumber eps = a.getElement(1, 1).getMachineEpsilon();
if (na > 0) {
if (a.getElement(1).abs().isLessThanOrEquals(eps)) {
System.err.println(Messages.getString("Filter.0")); //$NON-NLS-1$
}
a = a.multiply(a.getElement(1).inverse());
b = b.multiply(a.getElement(1).inverse());
}
DoubleMatrix a2t = null;
if (na > 0) {
a2t = a.getSubVector(2, a.length()).transpose();
}
DoubleMatrix b2t = null;
if (nb > 0) {
b2t = b.getSubVector(2, b.length()).transpose();
}
DoubleMatrix y = a.createZero(nx, 1);
DoubleMatrix z = zi;
DoubleMatrix zab = a.createZero(Math.abs(na - nb), 1);
if (nb > na) {
if (nb == 1) {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
DoubleMatrix b2t2 = b2t;
z = b2t2.multiply(x.getElement(i));
}
} else {
if (na == 0) {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
DoubleMatrix b2t2 = b2t;
z = z.getSubMatrix(2, z.getRowSize(), 1, 1).appendDown(a.createZero(1, 1)).add(b2t2.multiply(x.getElement(i)));
}
} else {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
DoubleMatrix tmp1 = z.getSubMatrix(2, z.getRowSize(), 1, 1).appendDown(a.createZero(1, 1));
DoubleMatrix b2t2 = b2t;
DoubleMatrix tmp2 = b2t2.multiply(x.getElement(i));
DoubleMatrix a2t2 = a2t;
DoubleMatrix tmp3 = a2t2.multiply(y.getElement(i)).appendDown(zab);
z = tmp1.add(tmp2).subtract(tmp3);
}
}
}
} else if (nb == na) {
if (na == 0) {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)));
}
} else if (na == 1) {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
DoubleMatrix a2t2 = a2t;
DoubleMatrix b2t2 = b2t;
z = b2t2.multiply(x.getElement(i)).subtract(a2t2.multiply(y.getElement(i)));
}
} else {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
DoubleMatrix tmp1 = z.getSubMatrix(2, z.getRowSize(), 1, 1).appendDown(a.createZero(1, 1));
DoubleMatrix b2t2 = b2t;
DoubleMatrix tmp2 = b2t2.multiply(x.getElement(i));
DoubleMatrix a2t2 = a2t;
DoubleMatrix tmp3 = a2t2.multiply(y.getElement(i));
z = tmp1.add(tmp2).subtract(tmp3);
}
}
} else {
if (na == 1) {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
DoubleMatrix a2t2 = a2t;
z = a2t2.multiply(y.getElement(i)).unaryMinus();
}
} else {
if (nb == 0) {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
DoubleMatrix tmp1 = z.getSubMatrix(2, z.getRowSize(), 1, 1).appendDown(a.createZero(1, 1));
DoubleMatrix a2t2 = a2t;
DoubleMatrix tmp2 = a2t2.multiply(y.getElement(i));
z = tmp1.subtract(tmp2);
}
} else {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
DoubleMatrix tmp1 = z.getSubMatrix(2, z.getRowSize(), 1, 1).appendDown(a.createZero(1, 1));
DoubleMatrix b2t2 = b2t;
DoubleMatrix tmp2 = b2t2.multiply(x.getElement(i)).appendDown(zab);
DoubleMatrix a2t2 = a2t;
DoubleMatrix tmp3 = a2t2.multiply(y.getElement(i));
z = tmp1.add(tmp2).subtract(tmp3);
}
}
}
}
if (x_.getColumnSize() > x_.getRowSize()) {
y = y.transpose();
z = z.transpose();
}
return new ArrayList<>(Arrays.asList(new DoubleMatrix[] {y, z}));
}
/**
* データ<code>x</code>をフィルタ
*
* <pre><code> y(n) = b(1)*x(n) + b(2)*x(n-1) + ... + b(nb+1)*x(n-nb) - a(2)*y(n-1) - ... - a(na+1)*y(n-na) </code></pre>
*
* に通した値を求めます。
*
* @param b 分子の係数
* @param a 分母の係数
* @param x 入力信号
* @return 出力信号 (filtered signal)
* @param <RS> type of real scalar
* @param <RM> type of real matrix
* @param <CS> type of complex scalar
* @param <CM> type of complex matrix
*/
public static <RS extends RealNumericalScalar<RS, RM, CS, CM>, RM extends RealNumericalMatrix<RS, RM, CS, CM>, CS extends ComplexNumericalScalar<RS, RM, CS, CM>, CM extends ComplexNumericalMatrix<RS, RM, CS, CM>> List<RM> filter(
RM b, RM a, RM x) {
int na = a.length() - 1;
int nb = b.length() - 1;
// int nx = x.length();
RM zi = a.createZero(Math.max(na, nb), 1);
return filter(b, a, x, zi);
}
/**
* 初期条件と終端条件を与える。
*
* @param b_ 分子の係数
* @param a_ 分母の係数
* @param x_ 入力信号
* @param zi_ フィルターの初期状態
* @return 出力信号 (filtered signal)
* @param <RS> type of real scalar
* @param <RM> type of real matrix
* @param <CS> type of complex scalar
* @param <CM> type of complex matrix
*/
public static <RS extends RealNumericalScalar<RS, RM, CS, CM>, RM extends RealNumericalMatrix<RS, RM, CS, CM>, CS extends ComplexNumericalScalar<RS, RM, CS, CM>, CM extends ComplexNumericalMatrix<RS, RM, CS, CM>> List<RM> filter(
RM b_, RM a_, RM x_, RM zi_) {
RM b = Makerowv.makerowv(b_);
RM a = Makerowv.makerowv(a_);
RM x = Makerowv.makerowv(x_);
int na = a.length() - 1;
int nb = b.length() - 1;
int nx = x.length();
RM zi = Makecolv.makecolv(zi_);
RS eps = a.getElement(1, 1).getMachineEpsilon();
if (na > 0) {
if (a.getElement(1).abs().isLessThanOrEquals(eps)) {
System.err.println(Messages.getString("Filter.0")); //$NON-NLS-1$
}
a = a.multiply(a.getElement(1).inverse());
b = b.multiply(a.getElement(1).inverse());
}
RM a2t = null;
if (na > 0) {
a2t = a.getSubVector(2, a.length()).transpose();
}
RM b2t = null;
if (nb > 0) {
b2t = b.getSubVector(2, b.length()).transpose();
}
RM y = a.createZero(nx, 1);
RM z = zi;
RM zab = a.createZero(Math.abs(na - nb), 1);
if (nb > na) {
if (nb == 1) {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
RM b2t2 = b2t;
z = b2t2.multiply(x.getElement(i));
}
} else {
if (na == 0) {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
RM b2t2 = b2t;
z = z.getSubMatrix(2, z.getRowSize(), 1, 1).appendDown(a.createZero(1, 1)).add(b2t2.multiply(x.getElement(i)));
}
} else {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
RM tmp1 = z.getSubMatrix(2, z.getRowSize(), 1, 1).appendDown(a.createZero(1, 1));
RM b2t2 = b2t;
RM tmp2 = b2t2.multiply(x.getElement(i));
RM a2t2 = a2t;
RM tmp3 = a2t2.multiply(y.getElement(i)).appendDown(zab);
z = tmp1.add(tmp2).subtract(tmp3);
}
}
}
} else if (nb == na) {
if (na == 0) {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)));
}
} else if (na == 1) {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
RM a2t2 = a2t;
RM b2t2 = b2t;
z = b2t2.multiply(x.getElement(i)).subtract(a2t2.multiply(y.getElement(i)));
}
} else {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
RM tmp1 = z.getSubMatrix(2, z.getRowSize(), 1, 1).appendDown(a.createZero(1, 1));
RM b2t2 = b2t;
RM tmp2 = b2t2.multiply(x.getElement(i));
RM a2t2 = a2t;
RM tmp3 = a2t2.multiply(y.getElement(i));
z = tmp1.add(tmp2).subtract(tmp3);
}
}
} else {
if (na == 1) {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
RM a2t2 = a2t;
z = a2t2.multiply(y.getElement(i)).unaryMinus();
}
} else {
if (nb == 0) {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
RM tmp1 = z.getSubMatrix(2, z.getRowSize(), 1, 1).appendDown(a.createZero(1, 1));
RM a2t2 = a2t;
RM tmp2 = a2t2.multiply(y.getElement(i));
z = tmp1.subtract(tmp2);
}
} else {
for (int i = 1; i <= nx; i++) {
y.setElement(i, 1, b.getElement(1).multiply(x.getElement(i)).add(z.getElement(1)));
RM tmp1 = z.getSubMatrix(2, z.getRowSize(), 1, 1).appendDown(a.createZero(1, 1));
RM b2t2 = b2t;
RM tmp2 = b2t2.multiply(x.getElement(i)).appendDown(zab);
RM a2t2 = a2t;
RM tmp3 = a2t2.multiply(y.getElement(i));
z = tmp1.add(tmp2).subtract(tmp3);
}
}
}
}
if (x_.getColumnSize() > x_.getRowSize()) {
y = y.transpose();
z = z.transpose();
}
List<RM> yz = new ArrayList<>();
yz.add(y);
yz.add(z);
return yz;
}
}