Dead band
Purpose
Filtering noise caused by measure- or device-errors (i.e. instrument precision).
Description
Values that lie inbetween the dead band, defined by ExDev, get ommited because they are not meaningful.
Decisions should not be based on these value. They are just noise, therefore they can be filtered out.
When a value is outside of the dead band, that value and the previous value are recored in order to maintain the trend.
Parameters
Name | Description |
---|---|
ExDev | (absolut) instrument precision |
ExMax | length of x/time before for sure a value gets recoreded |
Examples
Trend
Max Delta
Error and Statistics
Data | # datapoints | average | sigma | skewness | kurtosis |
---|---|---|---|---|---|
raw | 1000 | 19.6584 | 0.1960 | -0.0330 | 2.3442 |
compressed | 490 | 19.6623 | 0.2007 | -0.1021 | 2.4672 |
As can be seen statistics didn't change significantally, but the count of recorded datapoints was reduced -- by filtering noise -- by 51%.