Splunk Search

How to calculate rate of change over time for an variable

mflamerich
Explorer

I have an input value that changes steadily (at constant rate, either increasing or decreasing), and Splunk is capturing every value with a timestamp.

I am trying to find a way to calculate the acceleration of this input, which is the rate of change over time.
Ideally, I would like to trigger an alert if a threshold in this rate of change is reached.

Any smooth changes in the velocity are fine, but abrupt changes (speed up, slow down larger than some threshold) should trigger an alarm, or at least should be visible in a Splunk graph for analysis against other kind of time based data for event correlation analysis.

Mathematically, the problem should be simple: Acceleration is the second derivative of a function.
However, it is difficult to model a function (much less find the derivatives) from just raw data.

I might be over-thinking this, therefore I'm reaching out to other splunkers for ideas.

Thanks.

Tags (2)

kristian_kolb
Ultra Champion

If you are talking about a steady increase/decrease (not acceleration) delta would be a good option.

If you are talking about acceleration/deceleration hmm .. perhaps would be something that you can work on.

... | streamstats window=X stdev(your_field) as Y

Large values of Y would indicate that there has been a significant change, and that the current value of your_field is different from the previous X number of values.

http://docs.splunk.com/Documentation/Splunk/5.0.3/SearchReference/CommonStatsFunctions
http://docs.splunk.com/Documentation/Splunk/5.0.3/SearchReference/Streamstats

/k

Get Updates on the Splunk Community!

Stay Connected: Your Guide to May Tech Talks, Office Hours, and Webinars!

Take a look below to explore our upcoming Community Office Hours, Tech Talks, and Webinars this month. This ...

They're back! Join the SplunkTrust and MVP at .conf24

With our highly anticipated annual conference, .conf, comes the fez-wearers you can trust! The SplunkTrust, as ...

Enterprise Security Content Update (ESCU) | New Releases

Last month, the Splunk Threat Research Team had two releases of new security content via the Enterprise ...