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SAE/Assets/Mirror/Runtime/ExponentialMovingAverage.cs

38 lines
1.1 KiB

namespace Mirror
{
// implementation of N-day EMA
// it calculates an exponential moving average roughly equivalent to the last n observations
// https://en.wikipedia.org/wiki/Moving_average#Exponential_moving_average
public class ExponentialMovingAverage
{
readonly float alpha;
bool initialized;
public double Value;
public double Var;
public ExponentialMovingAverage(int n)
{
// standard N-day EMA alpha calculation
alpha = 2.0f / (n + 1);
}
public void Add(double newValue)
{
// simple algorithm for EMA described here:
// https://en.wikipedia.org/wiki/Moving_average#Exponentially_weighted_moving_variance_and_standard_deviation
if (initialized)
{
double delta = newValue - Value;
Value += alpha * delta;
Var = (1 - alpha) * (Var + alpha * delta * delta);
}
else
{
Value = newValue;
initialized = true;
}
}
}
}