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I'm writing my MSE thesis report on an inertial navigation problem I've been working on. In my work, I use a complementary filter to track the orientation of a device. Now, since my fellow students are likely not familiar with complementary filters or Kalman filters, I wish to give a brief description of what a "complementary filter" is, in general.

A definition, if you will.

So, what defines a complementary filter? Is it any filter on the form z = a * x + (1 - a) * y, where x and y are separate measurements of a single quantity?

It's fine to define it in terms of Kalman filters if that's appropriate.

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    $\begingroup$ If you're using it, and can't define it, you've got pretty big problems for writing a MSE thesis. $\endgroup$ – Batman Aug 12 '15 at 16:36
  • $\begingroup$ I know how the filter I'm using works, so that's not a problem. I also know it's a complementary filter (I didn't develop the filter myself, it's from Mahony et al. 2008). I just want to describe in general what a complementary filter is, but I am unable to find any general definition (if there is any) online. $\endgroup$ – Svj0hn Aug 12 '15 at 16:40
  • $\begingroup$ When you talk of filter, how can it be defined in terms of two constant weighing coefficient? Instead it should be defined in terms of first or second order transfer functions (as per normal literature on filters). Can anyone explain how exactly filtering occurs in case of Complementary filter? Thanks $\endgroup$ – xyz Oct 6 '16 at 12:17
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Usually, a complementary filter (like a complementary function) complements another filter. The two filters that are complementary to each other add to one. Or, at least, add to an all-pass filter (which is what Linkwitz-Riley crossovers do.

so either

$$ H(f) + G(f) = 1 $$

or

$$ H(f) + G(f) = A(f) $$

for $H(f)$ and $G(f)$ being complements of each other and $|A(f)|=1$ is an APF.

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  • $\begingroup$ Oh, so in the case of Accelerometer and Gyroscope fusion, the term complementary refers to the fact that the low-pass filter on the accelerometer and the high-pass filter on the gyroscope complement eachother? I also heard a definition like "it's a steady state Kalman filter" - would that also be correct? $\endgroup$ – Svj0hn Aug 13 '15 at 7:13
  • $\begingroup$ i never knew that Kalman filters had much to do with complementary filters. (wavelets and filterbanks surely do.) but i really just don't know. $\endgroup$ – robert bristow-johnson Aug 14 '15 at 13:45
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In support of robert's answer, here's a paper that explains it in a similar way.

enter image description here

enter image description here

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  • $\begingroup$ That link points to a file on your computer, I believe. $\endgroup$ – Svj0hn Aug 14 '15 at 14:16

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