Enabling IT/OT Convergence: Operations Data and Advanced ... · Title: OSIsoft Corporate PowerPoint...
Transcript of Enabling IT/OT Convergence: Operations Data and Advanced ... · Title: OSIsoft Corporate PowerPoint...
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Daniel Chaves, Systems Engineer
10 September 2019
Enabling IT/OT Convergence:
Operations Data and
Advanced Analytics
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Introduction
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019 © Copyright 2019 OSIsoft, LLC
▪ Wants to drive and enable operations
▪ Deep expertise in engineering
▪ Wants trusted, purpose built and reliable
Intro into Operations
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019 © Copyright 2019 OSIsoft, LLC
▪Deep expertise in info systems
▪Focused on digital transformation
▪Early adopter of new technology
Intro to IT
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019 © Copyright 2019 OSIsoft, LLC
DataManagement
&Integration
Challenges of Integrating OT & IT Data
OT data is from a variety of
dynamic sources
✓The PI System standardizes &
normalizes OT data
OT data requires context to
compare fleets of assets
OT data is variable,
continuous and time based
✓ Data Management with AF/EF
& PI Integrator reduces time &
complexity of analysis
✓Operations data needs to be
prepared for use in IT tools
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Time-series Data is Not Naturally Aligned or Contextualized
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Extending Your Opportunity Bring Operations Insights to the Enterprise
Insights
Operations
Data
scientists
IT
Expertise
ITOperations
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019 © Copyright 2019 OSIsoft, LLC
An ERP is not suited to operate your plant,
a PI System is not suited to be your ERP
It’s a better together story…
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Cloud Strategy
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
10
0 20 40 60 80 100 120 140 160
T H E P I S YS T E M
MI C R O S O F T A Z U R E
S A P
I D O N ' T K N OW
O T H E R
ESR I AR C G I S
AW S
H A D O O P
I B M W A T SO N
G O O G L E C L O U D P L A T F O R M
S P A R K / D A T A B R I C KS
What Technologies are Needed for Enterprise Analytics?
*OSIsoft survey to
214 customers
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019 © Copyright 2019 OSIsoft, LLC
OSIsoft has a multi-cloud strategy designed for
repeatable patterns with major cloud vendors
It’s a better together story…
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019 © Copyright 2019 OSIsoft, LLC
DataScience
Virtualized PI System
Architecting for IoT
An Enterprise Data Management & Integration strategy is necessary for success
Repeatable Patterns for Extending into Cloud
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
PLC
SCADA
DCS
Data
Lake
Data
WarehouseData
Hub
Business
Intelligence
PI Server
PI Integrator for Business Analytics
Streaming
Analytics
Primary Network ingress
Machine
Learning
Streaming &
ML Insights
DataScience
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
PLC
SCADA
DCS
Data
Lake
Data
WarehouseData
Hub
Business
Intelligence
PI Server
PI Integrator for Business Analytics
Streaming
Analytics
Primary Network ingress
Machine
Learning
Virtualized PI System
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
PLC
SCADA
DCS
Data
Lake
Data
WarehouseData
Hub
Business
Intelligence
PI Server
PI Integrator for Business Analytics
Streaming
Analytics
Primary Network ingress
Machine
Learning
IoT Devices
Secondary
Network
ingress
Architecting for IoT
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Advanced Analytics
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Success When Used to Augment Decisions
Greater Operational
Efficiency
Better Environmental
Protection
Enhanced Ability to
Prevent Costly Failures
Henkel (with pmOne) predict
when a transition occurs for
an exothermic reaction, saving
5% of process time.
United Utilities proved an ability
to accurately predict
combined sewer overflows 6
hours before an incident.
Invenergy (with SparkCognition)
predict catastrophic gearbox
failures at least one month in
advance.
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Five Considerations Before Starting with Advanced Analytics
1. Gaps in data collection
2. Poor data quality
3. Low # of modes
4. Unknown relationships
5. Natural skepticism
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
How does the PI Integrator help you with these obstacles?
1. Gaps in data collection – filter or interpolate
2. Poor data quality – filter unreasonable values
3. Low # of modes – determine modes by indexing on events
4. Unknown relationships – work with data experts, no code needed
5. Natural skepticism – involve SME in iterative training without requiring
a lot of their time
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
How do you reduce
the uncertainty of
what can be achieved
with advanced analytics ?
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Adopt Iterative Workflows that Include SMEs
Discover Explore Implement
… and use technology that support these workflows
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Discover
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Data preparation capabilities that accelerate
training algorithms or creating views for BI
Tools:
• Common nomenclature
• Aligned data
• Normalized measurements across assets
• Complex filtering by
• Asset type
• Event type
Discover
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Discover
Begin from common
nomenclature & hierarchy
Pick from measurements
that shape the model or view
Filter based on
similar assets
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Discover
Select all data from a
particular event type
Quickly preview events
after applying filter
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Discover
Include multiple
filters to clean
data
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Discover
Find all operational data
associated with all curtailment events
Remove outliers
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Operational data of an asset that is usable by
algorithms or BI Tools!!
• Asset Context
• Data Alignment
• Asset Normalization
• Filtered on a Curtailment Event Type
• Filtered for T > -273.15 C
Discover
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Discover
Select where you
want to publish
One-time bulk or
incrementally
push
Benefit from native integration to
AWS, Azure, Hadoop, and SAP HANA
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Discover
What if you want to
analyze events
relative to each other?
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Discover
Index views
of operational
data by
events
Compare
events on a
timescale
relative to
start of the
event
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Explore
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Explore
Adjust a new
view starting from
the previous view
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Implement
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Implement
Create a stream
of features for
your algorithm
Begin from the
shape of your
training data
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Implement
Adjust object if
needed and
determine how it
updates
Pick a messaging
hub to stream to
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Summary
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Capabilities That Streamline
Advanced Analytics
• Context
• Normalization
• Event Marking
• Iterative Workflows
• Operationalization
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
Summary
• Advanced Analytics
– Start with a small project that involves SMEs
– Use an iterative approach to your projects
• PI Integrators
– Support analytics workflows with drag-and-drop data
preparation for SMEs
– Provide native integration to a variety of advanced analytics
platforms and BI Tools
– Sends curated data via bulk and incremental uploads and
streams
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
PI System Accelerates and Operationalises Advanced Analytics
Automation SystemsAssets Edge Devices / Sensors IoT solutions
data warehouse
stream
processor
data lake
machine learning
business
intelligence tool
Operational Data Infrastructure
1
1
0
0
0
1
1
0
1
0
0
1
0
1
0
1
0
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0
push trained algorithm
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019
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© Copyright 2019 OSIsoft, LLCPerth Seminar 2019© Copyright 2019 OSIsoft, LLCPerth Seminar 2019