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March 12, 2019 1
Giacomo Veneri
• Author of Hands-On-Industrial-Internet-of-Things
• Predix Influencer
• Predix Certified
• AWS
• SCRUM Certified
• Java Certified
• Previous 19 years in Digital Industrial Domain
• Author of Maven Build Customization
https://www.linkedin.com/in/giacomoveneri/
https://github.com/venergiac
https://stackoverflow.com/users/1645339/venergiac
20 articles
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March 12, 2019 2
AGENDA
• Industry (2mins)
• IoT vs I-IoT (2mins)
• Edge (10mins)
• Factory Data Flow
• Level 0,1,2
• Edge Architecture
• IoT Platforms (15mins)
• IoT Paradygm
• IoT General Purpose Market
• IoT Platform Comparison
• Analytics and AI (15mins)
• Predictivity, CBM, Anomaly Detection,…
Industry
Edge
Platform
AI
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March 12, 2019 3
The internet of things, or IoT,
is a system of interrelated
computing devices,
mechanical and digital
machines, objects, animals or
people that are provided with
unique identifiers (UIDs) and
the ability to transfer data over
a network without requiring
human-to-human or human-
to-computer interaction.
• Industry 4.0
• Process
2 mins
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March 12, 2019 5
Industry
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March 12, 2019 6
Industry
INDUSTR
IAL IOT
VS IOT
• IoT
• Industrial IoT
2 mins
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March 12, 2019 8
IoT
1.000.000-10-100
 1M devices
 10 types of equipment
 100 measures (tags) per equipment
 Device Manager
 Data Type: timeseries, events,
images
1.000-100-1000
 1K devices
 100 types of equipment (asset)
 1000 measures (tags) per
equipment
 Asset Registry
 Data Type: timeseries, vibrations,
events
Industrial IoT
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March 12, 2019 9
• Data Flow
• Level 0,1,2
• EDGE
10 mins
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March 12, 2019
1
1
Industry
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March 12, 2019
1
2
LEVEL 1 - INDUSTRIAL PROTOCOLS
Industrial Protocols are the drivers commonly used to exchange data between SCADA/DCS modules and the Assets. Below is a list
with the main ones:
• Modbus RTU/TCP ... 1979 (Modicon)
• OPC (DA/AE, UA) ... OPC Foundation (1994 OPC DA/AE, 2015 OPC UA)
• IEC 60870-5-101/4 … Automation Control System (1990 IEC – TC5)
• DNP3 ... Telemetry and Automation Control System (1993 DNP.ORG)
• IEC61850 … Electrical grid (2002 IEC – TC57)
• MT Connect ... Numerical Control Standard Protocol (2006 AMT)
• Focas Fanuc ... GE Fanuc proprietary protocol
• S7 Protocol ... Siemens proprietary protocol
It is also possible to collect data also through custom APIs provided by Machines Manufacturers (usually XML format) or consuming
data from .csv, and .txt files stored in a shared folder.
Industry
Edge
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March 12, 2019
1
3
Typical Data Collectors
In Industrial Automation usually there are two systems aimed to collect, store,
and visualize data:
o SCADA... Supervisor Control and Data Acquisition is a control system used
in industrial domain to monitor and control industrial processes and
physical assets.
o DCS... Distributed Control System is a SCADA in which the database is
shared among the SCADA and the PLC. According to the data exchanged,
each PLC can set actions.
Edge
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March 12, 2019
1
4
Edge
CLOUD
• Architecture
• Predix
• AWS
• GCP
• Azure
• …more
15mins
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March 12, 2019
1
6
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March 12, 2019 17
WHICH ENVIRONMENT?
Platform
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March 12, 2019
1
8
Platform
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March 12, 2019
1
9
Platform
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March 12, 2019
2
0
Array of
• Time
• Value
• Quality
• Attributes
tag1: [
[07/03/2019, 18:00:00, 123 G],
[07/03/2019, 18:00:01, 124 G],
[07/03/2019, 18:00:02, 128 G]
]
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March 12, 2019
2
1
Platform
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March 12, 2019
2
2
Platform
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March 12, 2019
2
3
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March 12, 2019
2
4
Platform
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protected by international copyright laws.
March 12, 2019
2
5
Platform
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March 12, 2019
2
6
Azure IoT AWS IoT Google IoT Predix + BHGED stack
Edge Protocols OPC-DA, OPC-UA OPC-UA - EGD, OPC, common
SCAD and DCS
Edge Windows IoT GreenGrass, FreeRTOS Android Predix Edge
Edge Analytics GreenGrass Predix Edge
Device Manager IoT Hub GreenGrass Edge Manager
Protocols MQTT, CoAP, HTTPS MQTT, HTTPS MQTT, HTTPS HTTPS, MQTT, CoAP
Analytics Hot Path Azure Streaming Lambda DataFlow AI Factory
Analytics Cold Path Azue ML SageMaker BigQuery, ML AI Factory
Remote Storage Data Lake Store S3,DynamoDb BigTable Predix TS
Asset Registry SQL Server relational relational Predix Asset
Data Lake Data Lake Store S3 BigTable BlobStore (S3), Events
HUB
Big data Analytics HDInsight EMR, Athena,
Elasticsearch
BigQuery, ML Predix Insight
Operations Power BI AWS QuickSight APM
Platform
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March 12, 2019
2
7
Platform
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March 12, 2019
2
8
On Premise
VPC
Connection to on-premise data
Connection intercloud
• Choose the best
technology for your use
case and connect it.
• Be cloud agnostic
(docker+kubernetes).
• Share security via
standard Authentication
framework (openid,
oauth2).
Platform
• Reliability
• Predictivity
• RUL
• Digital Twins
• Optimization
15mins
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Signal
Processing
- Filtering
- Pre-
processing
- Feature
Extraction
Condition
Monitoring
- Fuzzy
- Threshold
rule based
Health
Assessment
- Diagnostic
Reasoners
- Feature
extraction
by asset
Prognostics
- Feature
Based
- Model
Based
Decision
Support
- Classifier
- Data
integration
Data
Acquisition
Physical Models
(digital twins)
Visualization
Edge
Device
Rule Based
Engine
Advanced
Analytics
Big Data
Analytics
The flow AI
AI
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clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is
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contextual anomalies
threshold
point anomaly
point anomaly
collective
anomalies
AI
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clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is
protected by international copyright laws.
start
end
anomalies
time
AI
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clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is
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AI
AI
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clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is
protected by international copyright laws.
AI
12/03/2019
37
AI
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clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is
protected by international copyright laws.
cycle
RULdegradation
t t + m
PDF
threshold
prediction at t
data
large uncertainty
small uncertainty
no uncertainty
AI
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clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is
protected by international copyright laws.
Industrial IoT - build your industry 4.0 @techitaly

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Industrial IoT - build your industry 4.0 @techitaly

  • 1. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 1 Giacomo Veneri • Author of Hands-On-Industrial-Internet-of-Things • Predix Influencer • Predix Certified • AWS • SCRUM Certified • Java Certified • Previous 19 years in Digital Industrial Domain • Author of Maven Build Customization https://www.linkedin.com/in/giacomoveneri/ https://github.com/venergiac https://stackoverflow.com/users/1645339/venergiac 20 articles
  • 2. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 2 AGENDA • Industry (2mins) • IoT vs I-IoT (2mins) • Edge (10mins) • Factory Data Flow • Level 0,1,2 • Edge Architecture • IoT Platforms (15mins) • IoT Paradygm • IoT General Purpose Market • IoT Platform Comparison • Analytics and AI (15mins) • Predictivity, CBM, Anomaly Detection,… Industry Edge Platform AI
  • 3. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 3 The internet of things, or IoT, is a system of interrelated computing devices, mechanical and digital machines, objects, animals or people that are provided with unique identifiers (UIDs) and the ability to transfer data over a network without requiring human-to-human or human- to-computer interaction.
  • 4. • Industry 4.0 • Process 2 mins
  • 5. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 5 Industry
  • 6. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 6 Industry
  • 7. INDUSTR IAL IOT VS IOT • IoT • Industrial IoT 2 mins
  • 8. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 8 IoT 1.000.000-10-100  1M devices  10 types of equipment  100 measures (tags) per equipment  Device Manager  Data Type: timeseries, events, images 1.000-100-1000  1K devices  100 types of equipment (asset)  1000 measures (tags) per equipment  Asset Registry  Data Type: timeseries, vibrations, events Industrial IoT
  • 9. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 9
  • 10. • Data Flow • Level 0,1,2 • EDGE 10 mins
  • 11. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 1 1 Industry
  • 12. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 1 2 LEVEL 1 - INDUSTRIAL PROTOCOLS Industrial Protocols are the drivers commonly used to exchange data between SCADA/DCS modules and the Assets. Below is a list with the main ones: • Modbus RTU/TCP ... 1979 (Modicon) • OPC (DA/AE, UA) ... OPC Foundation (1994 OPC DA/AE, 2015 OPC UA) • IEC 60870-5-101/4 … Automation Control System (1990 IEC – TC5) • DNP3 ... Telemetry and Automation Control System (1993 DNP.ORG) • IEC61850 … Electrical grid (2002 IEC – TC57) • MT Connect ... Numerical Control Standard Protocol (2006 AMT) • Focas Fanuc ... GE Fanuc proprietary protocol • S7 Protocol ... Siemens proprietary protocol It is also possible to collect data also through custom APIs provided by Machines Manufacturers (usually XML format) or consuming data from .csv, and .txt files stored in a shared folder. Industry Edge
  • 13. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 1 3 Typical Data Collectors In Industrial Automation usually there are two systems aimed to collect, store, and visualize data: o SCADA... Supervisor Control and Data Acquisition is a control system used in industrial domain to monitor and control industrial processes and physical assets. o DCS... Distributed Control System is a SCADA in which the database is shared among the SCADA and the PLC. According to the data exchanged, each PLC can set actions. Edge
  • 14. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 1 4 Edge
  • 15. CLOUD • Architecture • Predix • AWS • GCP • Azure • …more 15mins
  • 16. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 1 6
  • 17. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 17 WHICH ENVIRONMENT? Platform
  • 18. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 1 8 Platform
  • 19. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 1 9 Platform
  • 20. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 2 0 Array of • Time • Value • Quality • Attributes tag1: [ [07/03/2019, 18:00:00, 123 G], [07/03/2019, 18:00:01, 124 G], [07/03/2019, 18:00:02, 128 G] ]
  • 21. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 2 1 Platform
  • 22. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 2 2 Platform
  • 23. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 2 3
  • 24. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 2 4 Platform
  • 25. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 2 5 Platform
  • 26. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 2 6 Azure IoT AWS IoT Google IoT Predix + BHGED stack Edge Protocols OPC-DA, OPC-UA OPC-UA - EGD, OPC, common SCAD and DCS Edge Windows IoT GreenGrass, FreeRTOS Android Predix Edge Edge Analytics GreenGrass Predix Edge Device Manager IoT Hub GreenGrass Edge Manager Protocols MQTT, CoAP, HTTPS MQTT, HTTPS MQTT, HTTPS HTTPS, MQTT, CoAP Analytics Hot Path Azure Streaming Lambda DataFlow AI Factory Analytics Cold Path Azue ML SageMaker BigQuery, ML AI Factory Remote Storage Data Lake Store S3,DynamoDb BigTable Predix TS Asset Registry SQL Server relational relational Predix Asset Data Lake Data Lake Store S3 BigTable BlobStore (S3), Events HUB Big data Analytics HDInsight EMR, Athena, Elasticsearch BigQuery, ML Predix Insight Operations Power BI AWS QuickSight APM Platform
  • 27. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 2 7 Platform
  • 28. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. March 12, 2019 2 8 On Premise VPC Connection to on-premise data Connection intercloud • Choose the best technology for your use case and connect it. • Be cloud agnostic (docker+kubernetes). • Share security via standard Authentication framework (openid, oauth2). Platform
  • 29. • Reliability • Predictivity • RUL • Digital Twins • Optimization 15mins
  • 30. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. Signal Processing - Filtering - Pre- processing - Feature Extraction Condition Monitoring - Fuzzy - Threshold rule based Health Assessment - Diagnostic Reasoners - Feature extraction by asset Prognostics - Feature Based - Model Based Decision Support - Classifier - Data integration Data Acquisition Physical Models (digital twins) Visualization Edge Device Rule Based Engine Advanced Analytics Big Data Analytics The flow AI
  • 31. AI
  • 32. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. contextual anomalies threshold point anomaly point anomaly collective anomalies AI
  • 33. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. start end anomalies time AI
  • 34. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. AI
  • 35. AI
  • 36. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. AI
  • 38. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws. cycle RULdegradation t t + m PDF threshold prediction at t data large uncertainty small uncertainty no uncertainty AI
  • 39. All content included on this site, such as text, graphics, logos, page headers, button icons, images, audio clips, digital downloads, data compilations, and software, is the property of Packt Publishing Ltd, and is protected by international copyright laws.

Editor's Notes

  1. 45 secs I-IOT architectutre Differenze AWS, GCP, Azure, Predix, OEM