package com.thealgorithms.audiofilters;
/**
* Exponential Moving Average (EMA) Filter for smoothing audio signals.
*
* <p>This filter applies an exponential moving average to a sequence of audio
* signal values, making it useful for smoothing out rapid fluctuations.
* The smoothing factor (alpha) controls the degree of smoothing.
*
* <p>Based on the definition from
* <a href="https://en.wikipedia.org/wiki/Moving_average">Wikipedia link</a>.
*/
public class EMAFilter {
private final double alpha;
private double emaValue;
/**
* Constructs an EMA filter with a given smoothing factor.
*
* @param alpha Smoothing factor (0 < alpha <= 1)
* @throws IllegalArgumentException if alpha is not in (0, 1]
*/
public EMAFilter(double alpha) {
if (alpha <= 0 || alpha > 1) {
throw new IllegalArgumentException("Alpha must be between 0 and 1.");
}
this.alpha = alpha;
this.emaValue = 0.0;
}
/**
* Applies the EMA filter to an audio signal array.
*
* @param audioSignal Array of audio samples to process
* @return Array of processed (smoothed) samples
*/
public double[] apply(double[] audioSignal) {
if (audioSignal.length == 0) {
return new double[0];
}
double[] emaSignal = new double[audioSignal.length];
emaValue = audioSignal[0];
emaSignal[0] = emaValue;
for (int i = 1; i < audioSignal.length; i++) {
emaValue = alpha * audioSignal[i] + (1 - alpha) * emaValue;
emaSignal[i] = emaValue;
}
return emaSignal;
}
}