How to detect "fast" changes in signal processing
The classic reference for this problem is Detection of Abrupt Changes - Theory and Application by Basseville and Nikiforov.  The whole book is available as a PDF download.

My recommendation is that you read Chapter 2.2 on the CUSUM (cumulative sum) algorithm.