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rdm-software
SaQC
Commits
7ad3f992
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7ad3f992
authored
4 years ago
by
Peter Lünenschloß
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Update FormalDescriptions.md
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doc-string doc of test functionality
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7ad3f992
...
...
@@ -5,6 +5,7 @@ A collection of detailed mathematical descriptions.
## Index
-
[
spikes_flagRaise
](
#spikes_flagraise
)
-
[
spikes_flagSpektrumBased
](
#spikes_flagspektrumbased
)
## spikes_flagRaise
...
...
@@ -21,4 +22,25 @@ timestamps $`t_i`$, is flagged a rise, if:
*
$
`t_k - t_{k-1} > `
$
`min_slope_weight`
*
`intended_freq`
The weighted average $
`\mu^*`
$ was calculated with weights $
`w_{i}`
$, defined by:
*
$
`w_{i} = (t_i - t_{i-1})`
$ /
`intended_freq`
, if $
`(t_i - t_{i-1})`
$ <
`intended_freq`
and $
`w_i =1`
$ otherwise.
\ No newline at end of file
*
$
`w_{i} = (t_i - t_{i-1})`
$ /
`intended_freq`
, if $
`(t_i - t_{i-1})`
$ <
`intended_freq`
and $
`w_i =1`
$ otherwise.
The value $
`x_{k}`
$ of a time series $
`x_t`
$ with
timestamps $
`t_i`
$ is considered a spikes, if:
## spikes_flagSpektrumBased
1.
The quotient to its preceding data point exceeds a certain bound:
*
$
` |\frac{x_k}{x_{k-1}}| > 1 + `
$
`raise_factor`
, or
*
$
` |\frac{x_k}{x_{k-1}}| < 1 - `
$
`raise_factor`
2.
The quotient of the second derivative $
`x''`
$, at the preceding
and subsequent timestamps is close enough to 1:
*
$
` |\frac{x''_{k-1}}{x''_{k+1}} | > 1 - `
$
`deriv_factor`
, and
*
$
` |\frac{x''_{k-1}}{x''_{k+1}} | < 1 + `
$
`deriv_factor`
3.
The dataset $
`X = x_i, ..., x_{k-1}, x_{k+1}, ..., x_j`
$, with
$
`|t_{k-1} - t_i| = |t_j - t_{k+1}| =`
$
`noise_window`
fulfills the
following condition:
`noise_func`
$
`(X) <`
$
`noise_thresh`
\ No newline at end of file
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