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© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
Presented by
PI System for Big Data
in the Classroom
Erica Trump, PhD
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
Need for Data Science in Curricula
• Companies own terabytes of data
• Sensor-based data generated rapidly
• Value lies in making data actionable
– Need for highly skilled employees
2
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
Evolving STEM Curricula: Data Education
3
Traditional Approach
• Problem solving based on
models
• Analysis of small datasets
using basic statistics
• Simple data visualization
Data Science Approach
• Complex, real-world data
• Advanced analytical tools
• Interactive visualizations that
aid in analysis
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY 4
PI and Data Science
Big Data
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
PI to Deliver Time-Series Data
• Live, time-series data seamlessly delivered to students
– Many data sources on campus
• Shared services and utilities
• Buildings
• IoT and lab-based sensors
– Collaborations with industry
– Hosted data and data sharing with other universities
5
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
SCADA 1
Instrument
PLC2
PLC1
IPC 1
IPC 2
Instrument
SCADA 2
Controllers
IoT
Gateway
LIMS
ERP
Asset Reliability
Geospatial
Co
llect
En
han
ce
Data Flow through the PI System
Analytics
Deliv
er
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
Toolbox for Data Science
7
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY 8
• PI System data integrated with sophisticated BI tools
PI Integrator for Business Analytics
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY 9
PI Integrator for Business Analytics
• Power BI & wind farm power generation data
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY 10
PI Integrator for Esri ArcGIS
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
PI Integration with MATLAB
PI-to-MATLABUtility
PI Developers Club White Paper
11
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
PI Integration with R
• R platform central to Data Science
curricula
• PI Integrator for Business Analytics
• PI Web API
– Real-time deployment, ability to write
back to PI
– Example program shared as a
learning resource
12
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
Data Science Labs
13
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
Our Data Science Labs
• Teaching labs shared at OSIsoftUsers Conferences
• Labs guide our customers to apply predictive analytics
– R Framework
– Azure Machine Learning
• Cloud-based learning environment
• Fully developed training documents
14
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
End-to-End Exercises
• Provide time-series datasets with asset context
• Motivated by industry need
– Predictive maintenance – equipment failure
– Predicting hourly energy usage – facility/building
• Well-defined problem with clear objectives
• Defined solutions
15
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
Engine data
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© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
Engine failure prediction
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© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
Building/facility – HVAC and Power
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~ 60,000 sq. ft.
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
Building/facility - Predict hourly energy use
19
Lab Exercise
-Basic
-Advanced
-Best
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
Call to Action + Q&A
Think about how these tools fit into your curriculum
To discuss your course syllabus, contact Nicolas Peels
20
Erica Trump, PhD
Instructional Systems Designer
OSIsoft, LLC
© Copyright 2016 OSIsoft, LLCEMEA USERS CONFERENCE • BERLIN, GERMANY
Thank You