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Weighted average of angles

I want to calculate the weighted mean of a set of angles.

In this Question, there's an answer how to calculate the mean as shown in this page.

Now I'm trying to figure out how to calculate the weighted average. That is, for each angle there is a weight (the weights sum up to 1)

0.25, 0 degrees 0.5, 20 degrees 0.25, 90 degrees

The weighted avg should (if I didn't make a mistake) be 32 degrees.

like image 706
Chris Avatar asked Nov 06 '09 11:11

Chris


2 Answers

OK, my attemp was to just multiply the values with the weights:

def circular_mean(weights, angles):
    x = y = 0.
    for angle, weight in zip(angles, weights):
        x += math.cos(math.radians(angle)) * weight
        y += math.sin(math.radians(angle)) * weight

    mean = math.degrees(math.atan2(y, x))
    return mean

It SEEMS to work correct. I have to think of good test data.

like image 187
Chris Avatar answered Oct 31 '22 17:10

Chris


Depending on your application the question has different answers. As mentioned above you may need to normalize your values and you may need to have signed angles, or you may not wish to. Unless you know what the angle generating function is there may not be a unique answer.

This was a sufficient problem for me (working in geometry) I wrote my own Angle class.

like image 1
peter.murray.rust Avatar answered Oct 31 '22 16:10

peter.murray.rust