Learning with large datasets Machine Learning Large scale machine learning.
The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine...
Transcript of The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine...
![Page 1: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/1.jpg)
#PIWorld ©2019 OSIsoft, LLC
The PI System in Product Genealogy and Machine Learning
Francois P. Bouchard, Technical Advisor Industry Champion for Metals and Mining
1
![Page 2: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/2.jpg)
#PIWorld ©2019 OSIsoft, LLC
#PIWorld ©2019 OSIsoft, LLC
Agenda
• Business Challenges to tackle
• The PI System for Continuous Slab Casting
• Using Machine Learning with Haul Trucks
• Conclusion
2
![Page 3: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/3.jpg)
#PIWorld ©2019 OSIsoft, LLC
Integrated Steel Mill
d
Continuous Steel Casting
Problems/Reason Specific Capabilities Change
Tracking product quality is challenging
due to variable speed of the caster.
Huge savings by identifying issues and
preventing equipment failure
(e.g. caster breakout).
Change
Engineers can fix issues on the caster
before a serious problem occurs
• Slow down to prevent breakout
• Potential to cut slab and sell
before quality problem appears
1) Tracking product through the
caster
2) Identifying important events
3) Quick and reliable visualization
3
![Page 4: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/4.jpg)
#PIWorld ©2019 OSIsoft, LLC
Continuous Slab Casting .. challenges
OSIsoft UC 2016 - Slab Casting Automation – Contextualize Raw Data into Operational Intelligence
https://www.osisoft.com/Presentations/Slab-Casting-Automation-%E2%80%93-Contextualize-Raw-Data-into-Operational-Intelligence/
4
![Page 5: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/5.jpg)
#PIWorld ©2019 OSIsoft, LLC
Continuous Slab Casting .. challenges
Screenshot from ArcelorMittal
presentation
Raw data from our
Caster process simulation
5
![Page 6: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/6.jpg)
#PIWorld ©2019 OSIsoft, LLC
Continuous Slab Casting .. Its all about Quality
6
![Page 7: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/7.jpg)
#PIWorld ©2019 OSIsoft, LLC
Continuous Slab Casting .. Its all about Quality
7
![Page 8: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/8.jpg)
#PIWorld ©2019 OSIsoft, LLC
DEMO
8
![Page 9: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/9.jpg)
#PIWorld ©2019 OSIsoft, LLC
What is Predictive Maintenance?
•Definition • A maintenance strategy driven by predictive analytics.
•Features • Maintenance frequency is kept to a minimum
• Requires condition monitoring
•Advantages • Cost and Savings
15
![Page 10: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/10.jpg)
#PIWorld ©2019 OSIsoft, LLC
The Data
•100 Engines
•21 sensors
16
PI UFL Interface
![Page 11: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/11.jpg)
#PIWorld ©2019 OSIsoft, LLC
PI Asset Framework Hierarchy
17
• Modeled 12 Engines into Trucks
• Data Replay/Loop
• Event Frames
![Page 12: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/12.jpg)
#PIWorld ©2019 OSIsoft, LLC
Machine Learning
•Azure Machine Learning Studio • In house functions
• R programming
•Principal Component Analysis • Definition: Dimension-reduction tool used to reduce a large set of variables
to a smaller set that still contains most of the information.
• 21 variables 2 variables
18
![Page 13: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/13.jpg)
#PIWorld ©2019 OSIsoft, LLC
Machine Learning
19
Dataset
Data
Cleaning
and
Structuring Principal
Component
Analysis
Finding out
the limiting
inequality
![Page 14: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/14.jpg)
#PIWorld ©2019 OSIsoft, LLC
DEMO
20
![Page 15: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/15.jpg)
#PIWorld ©2019 OSIsoft, LLC
27
Questions?
Please wait for
the microphone
State your
name & company
Please remember
DOWNLOAD THE MOBILE APP
![Page 16: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/16.jpg)
#PIWorld ©2019 OSIsoft, LLC
#PIWorld ©2019 OSIsoft, LLC
PARTNER & PRODUCT EXPO
Today’s Expo Hours
10:00 AM – 7:00 PM
Golden Gate and Yosemite
28
![Page 17: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/17.jpg)
#PIWorld ©2019 OSIsoft, LLC
29
5:00 – 7:00 PM Located in both expo halls
Join us for appetizers and refreshments!
PARTNER & PRODUCT EXPO RECEPTION
![Page 18: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/18.jpg)
#PIWorld ©2019 OSIsoft, LLC
USER GROUP MEETINGS & INDUSTRY MEETUPS
taking place in most industry tracks at end of day
All are welcome!
Refer to mobile app for exact location and timing
30
![Page 19: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/19.jpg)
#PIWorld ©2019 OSIsoft, LLC
31
GET READY FOR DAY 3 !
HILTON
• Opening Session & Product Track
• Best Practices Track
• Partner Marketplace Showcase
PARC 55
• Developer Track & Tech Talks
• PI Security Workshop – Not just for Security Gurus!
![Page 20: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/20.jpg)
#PIWorld ©2019 OSIsoft, LLC
32
TRAINING LABS START TOMORROW
All labs require pre-registration
Check the back of your badge for room locations
and visit the registration desk with any questions!
![Page 21: The PI System in Product Genealogy and Machine Learning€¦ · Machine Learning •Azure Machine Learning Studio •In house functions •R programming •Principal Component Analysis](https://reader036.fdocuments.in/reader036/viewer/2022071214/604311f5169a6d67a730e9a2/html5/thumbnails/21.jpg)
#PIWorld ©2019 OSIsoft, LLC
33