mirror of
https://github.com/TheAlgorithms/Java.git
synced 2025-07-26 14:04:17 +08:00
Change project structure to a Maven Java project + Refactor (#2816)
This commit is contained in:

committed by
GitHub

parent
8e533d2617
commit
9fb3364ccc
@ -0,0 +1,61 @@
|
||||
package com.thealgorithms.maths;
|
||||
|
||||
import java.util.ArrayList;
|
||||
|
||||
/**
|
||||
* Class for circular convolution of two discrete signals using the convolution
|
||||
* theorem.
|
||||
*
|
||||
* @author Ioannis Karavitsis
|
||||
* @version 1.0
|
||||
*/
|
||||
public class CircularConvolutionFFT {
|
||||
|
||||
/**
|
||||
* This method pads the signal with zeros until it reaches the new size.
|
||||
*
|
||||
* @param x The signal to be padded.
|
||||
* @param newSize The new size of the signal.
|
||||
*/
|
||||
private static void padding(ArrayList<FFT.Complex> x, int newSize) {
|
||||
if (x.size() < newSize) {
|
||||
int diff = newSize - x.size();
|
||||
for (int i = 0; i < diff; i++) {
|
||||
x.add(new FFT.Complex());
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Discrete circular convolution function. It uses the convolution theorem
|
||||
* for discrete signals: convolved = IDFT(DFT(a)*DFT(b)). Then we use the
|
||||
* FFT algorithm for faster calculations of the two DFTs and the final IDFT.
|
||||
*
|
||||
* <p>
|
||||
* More info: https://en.wikipedia.org/wiki/Convolution_theorem
|
||||
*
|
||||
* @param a The first signal.
|
||||
* @param b The other signal.
|
||||
* @return The convolved signal.
|
||||
*/
|
||||
public static ArrayList<FFT.Complex> fftCircularConvolution(
|
||||
ArrayList<FFT.Complex> a, ArrayList<FFT.Complex> b) {
|
||||
int convolvedSize
|
||||
= Math.max(
|
||||
a.size(), b.size()); // The two signals must have the same size equal to the bigger one
|
||||
padding(a, convolvedSize); // Zero padding the smaller signal
|
||||
padding(b, convolvedSize);
|
||||
|
||||
/* Find the FFTs of both signal. Here we use the Bluestein algorithm because we want the FFT to have the same length with the signal and not bigger */
|
||||
FFTBluestein.fftBluestein(a, false);
|
||||
FFTBluestein.fftBluestein(b, false);
|
||||
ArrayList<FFT.Complex> convolved = new ArrayList<>();
|
||||
|
||||
for (int i = 0; i < a.size(); i++) {
|
||||
convolved.add(a.get(i).multiply(b.get(i))); // FFT(a)*FFT(b)
|
||||
}
|
||||
FFTBluestein.fftBluestein(convolved, true); // IFFT
|
||||
|
||||
return convolved;
|
||||
}
|
||||
}
|
Reference in New Issue
Block a user