Exploring PI AF Analytics for Advanced Analysis and Prediction - Distribution Transformers

Blog Post created by gopal on Jan 29, 2020

The following is from the lab notes for the hands-on lab "Exploring PI AF Analytics for Advanced Analysis and Prediction" at PI T&D + Power Generation Users Group Meeting, 2018.  

Lab VM is available via OSIsoft Learning

The Lab manual is attached; the manual is intended for an instructor led interactive workshop in a classroom setting.


In this  lab, we explore several data access methods in the PI System for extracting contextualized datasets for data science projects. PI AF will play an important role in shaping the data. In each case, a simple statistical model will be developed. The models will be evaluated, tested and operationalized using PI AF.


The lab includes:
Example 1 – Single Asset Predictive Model using Python and the PI Integrator for Business Analytics
Example 2 – Multiple Asset Predictive Models using Python and PI SQL Client