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Industrial Data Intelligence
E c h t z e i t E i n s i c h t i n d e r A n l a g e
München, 24.10.2017
Peter Seeberg
Copyright © 2016 Softing Industrial. All rights reserved. 2
Edge
Production Analytics
Industrial Analytics
Self-Serving
Analytics
Autonomous Analytics
Manufacturing Analytics
Copyright © 2016 Softing Industrial. All rights reserved. 3
Machine Learning
On the Edge
Copyright © 2016 Softing Industrial. All rights reserved. 4
©Google,2016
©Amazon,2016
Copyright © 2016 Softing Industrial. All rights reserved. 5
Copyright © 2016 Softing Industrial. All rights reserved. 6
Copyright © 2016 Softing Industrial. All rights reserved. 7
Copyright © 2016 Softing Industrial. All rights reserved. 8
Datenbasierte Produktionsoptimierung
Copyright © 2016 Softing Industrial. All rights reserved. 9
Self-Service -> Autonomous Analytics
Daten -> Algorithmus -> Entscheidung
Benutzer: Der Domain-Zuständige
Copyright © 2016 Softing Industrial. All rights reserved. 10
Algorithmus EntscheidungDaten
©PeterSeeberg/Softing,2016
Copyright © 2016 Softing Industrial. All rights reserved. 11
In 1959, Arthur Samuel
defined machine learning
as a "Field of study that…
gives computers the ability
to learn without being
explicitly programmed”
Copyright © 2016 Softing Industrial. All rights reserved. 12
Copyright © 2016 Softing Industrial. All rights reserved. 13
©AndrewNg,2017
Copyright © 2016 Softing Industrial. All rights reserved. 14
©Google,2012
Copyright © 2016 Softing Industrial. All rights reserved. 15
Statistik…………
Data Mining….
Machine Learning
©GartnerGroup,2013
Beschreibende
Analyse
Diagnostische
Analyse
Vorausschauende
Analyse
Vorschreibende
Analyse
Was ist
Passiert?
Warum ist
es passiert?
Was wird
passieren?
Was ist
zu tun?
Copyright © 2016 Softing Industrial. All rights reserved. 16
Zeitreihen-Analyse
Anomalie-Erkennung
Copyright © 2016 Softing Industrial. All rights reserved. 17
{ x(t0), x(t1), … x(tn)}
Copyright © 2016 Softing Industrial. All rights reserved. 18
© "Anthony Bagnall, Jason Lines, William Vickers and Eamonn Keogh, The UEA & UCR Time Series Classification Repository,
www.timeseriesclassification.com"
Copyright © 2016 Softing Industrial. All rights reserved. 19
© "Anthony Bagnall, Jason Lines, William Vickers and Eamonn Keogh, The UEA & UCR Time Series Classification Repository,
www.timeseriesclassification.com"
Copyright © 2016 Softing Industrial. All rights reserved. 20
© "Anthony Bagnall, Jason Lines, William Vickers and Eamonn Keogh, The UEA & UCR Time Series Classification Repository,
www.timeseriesclassification.com"
Copyright © 2016 Softing Industrial. All rights reserved. 21
© "Anthony Bagnall, Jason Lines, William Vickers and Eamonn Keogh, The UEA & UCR Time Series Classification Repository,
www.timeseriesclassification.com"
Copyright © 2016 Softing Industrial. All rights reserved. 22
© "Anthony Bagnall, Jason Lines, William Vickers and Eamonn Keogh, The UEA & UCR Time Series Classification Repository,
www.timeseriesclassification.com"
Copyright © 2016 Softing Industrial. All rights reserved. 23
© "Anthony Bagnall, Jason Lines, William Vickers and Eamonn Keogh, The UEA & UCR Time Series Classification Repository,
www.timeseriesclassification.com"
Copyright © 2016 Softing Industrial. All rights reserved. 24
©ElizabethWeinbergforTheNewYorkTimes,2017
“The singer’s longevity in pop’s upper tier is “an
anomaly” owing to her consistency.”
Copyright © 2016 Softing Industrial. All rights reserved. 25
©ElizabethWeinbergforTheNewYorkTimes,2017
„…Massaker wie das von Las Vegas „Anomalien“ seien.
Die meisten Toten gebe es durch Morde und Suizide.“
©©REX/Shutterstock,2017
Copyright © 2016 Softing Industrial. All rights reserved. 26
©ElizabethWeinbergforTheNewYorkTimes,2017
“Elasticsearch machine learning will help
automatically detect and spot anomalies in data”
Copyright © 2016 Softing Industrial. All rights reserved. 27
©ElizabethWeinbergforTheNewYorkTimes,2017
Copyright © 2016 Softing Industrial. All rights reserved. 28
Copyright © 2016 Softing Industrial. All rights reserved. 29
Copyright © 2016 Softing Industrial. All rights reserved. 30
Copyright © 2016 Softing Industrial. All rights reserved. 31
Copyright © 2016 Softing Industrial. All rights reserved. 32
Datenbasierte Produktionsoptimierung
Gesamtanlageneffektivität (OEE)
• Verfügbarkeit
Copyright © 2016 Softing Industrial. All rights reserved. 33
Datenbasierte Produktionsoptimierung
Gesamtanlageneffektivität (OEE)
• Verfügbarkeit
Copyright © 2016 Softing Industrial. All rights reserved. 34
Datenbasierte Produktionsoptimierung
Gesamtanlageneffektivität (OEE)
• Verfügbarkeit
• Qualität
• Leistung
Copyright © 2016 Softing Industrial. All rights reserved. 35
Echtzeit-Einsicht in der Anlage
Plug & Play Datenanalyse mittels OPC UA
Acquisition Learning Scoring Visualization
G u i d e d S t r e a m A n a l y t i c s
Copyright © 2016 Softing Industrial. All rights reserved. 36
OSSA – On-Site Stream Analytics
EMO1
Folie 36
EMO1 Ein Microsoft Office-Anwender; 06.07.2017
Copyright © 2016 Softing Industrial. All rights reserved. 37
Datenbasierte Produktionsoptimierung
Gesamtanlageneffektivität (OEE)
• Verfügbarkeit
Copyright © 2016 Softing Industrial. All rights reserved. 38
Copyright © 2016 Softing Industrial. All rights reserved. 39
Datenbasierte Produktionsoptimierung
Gesamtanlageneffektivität (OEE)
• Verfügbarkeit
Copyright © 2016 Softing Industrial. All rights reserved. 40
Datenbasierte Produktionsoptimierung
Gesamtanlageneffektivität (OEE)
• Verfügbarkeit
Copyright © 2016 Softing Industrial. All rights reserved. 41
Datenbasierte Produktionsoptimierung
Gesamtanlageneffektivität (OEE)
• Verfügbarkeit
Copyright © 2016 Softing Industrial. All rights reserved. 42
Copyright © 2016 Softing Industrial. All rights reserved. 43
Copyright © 2016 Softing Industrial. All rights reserved. 44
Copyright © 2016 Softing Industrial. All rights reserved. 45
Copyright © 2016 Softing Industrial. All rights reserved. 46
Copyright © 2016 Softing Industrial. All rights reserved. 47
Copyright © 2016 Softing Industrial. All rights reserved. 48
Copyright © 2016 Softing Industrial. All rights reserved. 49
Copyright © 2016 Softing Industrial. All rights reserved. 50
Copyright © 2016 Softing Industrial. All rights reserved. 51
Copyright © 2016 Softing Industrial. All rights reserved. 52
Copyright © 2016 Softing Industrial. All rights reserved. 53
Copyright © 2016 Softing Industrial. All rights reserved. 54
Copyright © 2016 Softing Industrial. All rights reserved. 55
Copyright © 2016 Softing Industrial. All rights reserved. 56
Copyright © 2016 Softing Industrial. All rights reserved. 57
Algorithmus EntscheidungDaten
©PeterSeeberg/Softing,2016
Copyright © 2016 Softing Industrial. All rights reserved. 58
Peter Seeberg
Business Development Manager
Industrial Data Intelligence
Softing Industrial Automation GmbH
Vielen Dank für Ihre Aufmerksamkeit!
www.industrial.softing.com/de/IDI
@SoftingIDI

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Digital Transformation Convention 2017

  • 1. Industrial Data Intelligence E c h t z e i t E i n s i c h t i n d e r A n l a g e München, 24.10.2017 Peter Seeberg
  • 2. Copyright © 2016 Softing Industrial. All rights reserved. 2 Edge Production Analytics Industrial Analytics Self-Serving Analytics Autonomous Analytics Manufacturing Analytics
  • 3. Copyright © 2016 Softing Industrial. All rights reserved. 3 Machine Learning On the Edge
  • 4. Copyright © 2016 Softing Industrial. All rights reserved. 4 ©Google,2016 ©Amazon,2016
  • 5. Copyright © 2016 Softing Industrial. All rights reserved. 5
  • 6. Copyright © 2016 Softing Industrial. All rights reserved. 6
  • 7. Copyright © 2016 Softing Industrial. All rights reserved. 7
  • 8. Copyright © 2016 Softing Industrial. All rights reserved. 8 Datenbasierte Produktionsoptimierung
  • 9. Copyright © 2016 Softing Industrial. All rights reserved. 9 Self-Service -> Autonomous Analytics Daten -> Algorithmus -> Entscheidung Benutzer: Der Domain-Zuständige
  • 10. Copyright © 2016 Softing Industrial. All rights reserved. 10 Algorithmus EntscheidungDaten ©PeterSeeberg/Softing,2016
  • 11. Copyright © 2016 Softing Industrial. All rights reserved. 11 In 1959, Arthur Samuel defined machine learning as a "Field of study that… gives computers the ability to learn without being explicitly programmed”
  • 12. Copyright © 2016 Softing Industrial. All rights reserved. 12
  • 13. Copyright © 2016 Softing Industrial. All rights reserved. 13 ©AndrewNg,2017
  • 14. Copyright © 2016 Softing Industrial. All rights reserved. 14 ©Google,2012
  • 15. Copyright © 2016 Softing Industrial. All rights reserved. 15 Statistik………… Data Mining…. Machine Learning ©GartnerGroup,2013 Beschreibende Analyse Diagnostische Analyse Vorausschauende Analyse Vorschreibende Analyse Was ist Passiert? Warum ist es passiert? Was wird passieren? Was ist zu tun?
  • 16. Copyright © 2016 Softing Industrial. All rights reserved. 16 Zeitreihen-Analyse Anomalie-Erkennung
  • 17. Copyright © 2016 Softing Industrial. All rights reserved. 17 { x(t0), x(t1), … x(tn)}
  • 18. Copyright © 2016 Softing Industrial. All rights reserved. 18 © "Anthony Bagnall, Jason Lines, William Vickers and Eamonn Keogh, The UEA & UCR Time Series Classification Repository, www.timeseriesclassification.com"
  • 19. Copyright © 2016 Softing Industrial. All rights reserved. 19 © "Anthony Bagnall, Jason Lines, William Vickers and Eamonn Keogh, The UEA & UCR Time Series Classification Repository, www.timeseriesclassification.com"
  • 20. Copyright © 2016 Softing Industrial. All rights reserved. 20 © "Anthony Bagnall, Jason Lines, William Vickers and Eamonn Keogh, The UEA & UCR Time Series Classification Repository, www.timeseriesclassification.com"
  • 21. Copyright © 2016 Softing Industrial. All rights reserved. 21 © "Anthony Bagnall, Jason Lines, William Vickers and Eamonn Keogh, The UEA & UCR Time Series Classification Repository, www.timeseriesclassification.com"
  • 22. Copyright © 2016 Softing Industrial. All rights reserved. 22 © "Anthony Bagnall, Jason Lines, William Vickers and Eamonn Keogh, The UEA & UCR Time Series Classification Repository, www.timeseriesclassification.com"
  • 23. Copyright © 2016 Softing Industrial. All rights reserved. 23 © "Anthony Bagnall, Jason Lines, William Vickers and Eamonn Keogh, The UEA & UCR Time Series Classification Repository, www.timeseriesclassification.com"
  • 24. Copyright © 2016 Softing Industrial. All rights reserved. 24 ©ElizabethWeinbergforTheNewYorkTimes,2017 “The singer’s longevity in pop’s upper tier is “an anomaly” owing to her consistency.”
  • 25. Copyright © 2016 Softing Industrial. All rights reserved. 25 ©ElizabethWeinbergforTheNewYorkTimes,2017 „…Massaker wie das von Las Vegas „Anomalien“ seien. Die meisten Toten gebe es durch Morde und Suizide.“ ©©REX/Shutterstock,2017
  • 26. Copyright © 2016 Softing Industrial. All rights reserved. 26 ©ElizabethWeinbergforTheNewYorkTimes,2017 “Elasticsearch machine learning will help automatically detect and spot anomalies in data”
  • 27. Copyright © 2016 Softing Industrial. All rights reserved. 27 ©ElizabethWeinbergforTheNewYorkTimes,2017
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  • 32. Copyright © 2016 Softing Industrial. All rights reserved. 32 Datenbasierte Produktionsoptimierung Gesamtanlageneffektivität (OEE) • Verfügbarkeit
  • 33. Copyright © 2016 Softing Industrial. All rights reserved. 33 Datenbasierte Produktionsoptimierung Gesamtanlageneffektivität (OEE) • Verfügbarkeit
  • 34. Copyright © 2016 Softing Industrial. All rights reserved. 34 Datenbasierte Produktionsoptimierung Gesamtanlageneffektivität (OEE) • Verfügbarkeit • Qualität • Leistung
  • 35. Copyright © 2016 Softing Industrial. All rights reserved. 35 Echtzeit-Einsicht in der Anlage Plug & Play Datenanalyse mittels OPC UA Acquisition Learning Scoring Visualization G u i d e d S t r e a m A n a l y t i c s
  • 36. Copyright © 2016 Softing Industrial. All rights reserved. 36 OSSA – On-Site Stream Analytics EMO1
  • 37. Folie 36 EMO1 Ein Microsoft Office-Anwender; 06.07.2017
  • 38. Copyright © 2016 Softing Industrial. All rights reserved. 37 Datenbasierte Produktionsoptimierung Gesamtanlageneffektivität (OEE) • Verfügbarkeit
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  • 40. Copyright © 2016 Softing Industrial. All rights reserved. 39 Datenbasierte Produktionsoptimierung Gesamtanlageneffektivität (OEE) • Verfügbarkeit
  • 41. Copyright © 2016 Softing Industrial. All rights reserved. 40 Datenbasierte Produktionsoptimierung Gesamtanlageneffektivität (OEE) • Verfügbarkeit
  • 42. Copyright © 2016 Softing Industrial. All rights reserved. 41 Datenbasierte Produktionsoptimierung Gesamtanlageneffektivität (OEE) • Verfügbarkeit
  • 43. Copyright © 2016 Softing Industrial. All rights reserved. 42
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  • 58. Copyright © 2016 Softing Industrial. All rights reserved. 57 Algorithmus EntscheidungDaten ©PeterSeeberg/Softing,2016
  • 59. Copyright © 2016 Softing Industrial. All rights reserved. 58 Peter Seeberg Business Development Manager Industrial Data Intelligence Softing Industrial Automation GmbH Vielen Dank für Ihre Aufmerksamkeit! www.industrial.softing.com/de/IDI @SoftingIDI