Explore industrial processes, devices, and protocols
Design and implement the I-IoT network flow
Gather and transfer industrial data in a secure way
Get to grips with popular cloud-based platforms
Understand diagnostic analytics to answer critical workforce questions
Discover the Edge device and understand Edge and Fog computing
Implement equipment and process management to achieve business-specific goals
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Industrial IoT - build your industry 4.0 @techitaly
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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.
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March 12, 2019 5
Industry
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March 12, 2019 6
Industry
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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
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March 12, 2019
1
1
Industry
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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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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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4
Edge
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6
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March 12, 2019 17
WHICH ENVIRONMENT?
Platform
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8
Platform
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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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2
1
Platform
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2
2
Platform
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2
3
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4
Platform
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5
Platform
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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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7
Platform
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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
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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
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contextual anomalies
threshold
point anomaly
point anomaly
collective
anomalies
AI
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start
end
anomalies
time
AI
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AI
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AI
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cycle
RULdegradation
t t + m
PDF
threshold
prediction at t
data
large uncertainty
small uncertainty
no uncertainty
AI
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