introduction to analytics with the pi system...introduction to analytics with the pi system...
TRANSCRIPT
#PIWorld ©2019 OSIsoft, LLC
Introduction to Analytics with the PI System
Carlos Villanúa Fernández
Systems Engineer
1
#PIWorld ©2019 OSIsoft, LLC
Where are we in the PI System Introduction
01 02 03 04
PI System & the Greater Operational Data Landscape
Landscape
Technical Crash Course on the PI System
Crash
CourseIntro to Asset Monitoring and Condition-based Maintenance with the PI System
Asset
MonitoringIntroduction to Analytics with the PI System
Analytics
2
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𝑑[𝑃]
𝑑𝑡= 𝑘 𝑇 [𝐴]𝑛[𝐵]𝑚
“Analytics” offer many choices…
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Where do I start?or
Where are the quick wins?
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Small projects propel success for a large project
5
Must-have project characteristics
• Subject matter expert included
• Sufficient business value
• Related to larger initiative
RO
I
time
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Plant Manager
“What is our current
capacity factor?”
Live KPIs for quick decisionsKnow availability for the grid
Additional supporting dataAsset-based data object
Drill down for granularityEquipment-level visibility
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Plant Operator
“What is occurring during
turbine curtailments?”
Self-service event
comparison
No waiting on a central team
Quick event comparisons
Find longest curtailment
Insights without coding
Just learn to drag-and-drop
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Ad hoc event comparison inherits event & asset structure enabling easy event comparison
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PI Interfaces
&
PI Connectors
Da
ta S
ou
rce
s
Store & Enhance
Asset
Framework
Asset Analytics
Event Frames
Collect
11
Visualization PI DataLink
PI Vision
Cloud Services
PI System Access
PI Manual Logger
PI ProcessBook
PI WebParts
Custom applications
Business systems
PI Cloud Connect
</>
Deliver
PI Integrators
Business Analytics
SAP HANA
Amazon Web Services
Notifications
PI Server
Data
Archive
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PI System Infrastructure
PI Data Archive
PI
Inte
rfaces &
PI
Connecto
rs
Collect
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Analytics
PI Asset Framework
PI Data Archive
PI
Inte
rfaces &
PI
Connecto
rs
PI Server
PI System Infrastructure
Enhance &
Contextualize
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1
4
BGE003 FI-111 02T100AF_FLOW3 02:T103 AT401
ACEDemo.Unit1.Output
TI-178 B352_W778 0_CMP_SVLV_PCT
02F104 CD:F161
GE01_DT 409510395_Wind Speed QI-109GE01_DT Cooling Fan-711.Feed Rate
1-8.Net
Volume03LBA32CT0
01-2
DC.SJ.ITLoad.P
WR
TI-145FR2001
TI-178
GE04_OS
FT9001
FT9001FR5001
AF_NOISE
DC.SJ.PUE TI-102 DC.Zero DY-108DC.SJ.C1.Z3.R3.PDU1.PF GE01_A_DT
GE04_Status
02:F101.C
FIC-14402F100 fasttag
FI-1510_ENG_AUX_STS
AQUA2-SI005.PV GE02_Energy0_ENG_MODE_STSFI-151 02T103.QDC.Z1R
0_CMP_HDR
GE05_Energy C1:14AT5 AC03.Air FlowFeedBin.Cmt Boiler Cold Reheat Pressure
B737_FG117 DC.TimeLoad
D-110.Tank Pressure.PVGE04_DT QI-121 GE03_V_WIN
DC.Rk07RDC.Srv06R GE04_Energy
TI-121 FT9001
FAC.OAK.Power-Kh-Val.PV
fic1001.C GE02_OT
02F102.1HR
AVGBGT001
PI-111facility_output
DM-05:BW.R
DC.SJ.C1.Z1.R1.Rk06.S2.O03.PWR
QI-111FinalProductBin.On
94:GRDIDX.ProdIDBoiler-209.Fuel
Gas Flow
GE01_A_DT
fic1001.C
02:F101.C
FR2001 TIC-121
Aso AT401 DC.Srv01R
TI-178
asset1_outputActive Meters
GE01_A_DT aso
AF_NOISE PI-115DM-05:BW.R
FI-101Volume
0_CLR_FINAL_OUT_B_TMP F506_E990339511775_Clear SkyGlobalHoriz GE01_DT
FI-111
% CO2GE05_ES T
GE01_CONAlarmTest.Input.
Float32.1
DC.NY.Actual.PWR.day.Tot
80-5.Net VolumeGE01_A_DT
45-2.Net Volume
Boiler-209.Fuel Gas
Flow DC.Srv01R
94:GRDIDX.Tr
trigger
AC09.Power
403511195_Wind
Speed
DC.C2Z1.Pwr.Rippl
e GE01_A_DT
AF_NOISE
1-16.Net VolumeCB1992_MS
0_CMP_FLOW_TOTAL
FT9001
fasttag
FeedBin.Cmt
DC.Zone1.Number
FT9001
AlarmTest.Input.Float32.1
FT9001
DC.Srv01RBoiler-
125.Fuel Gas
Volume
1-13.Net
VolumeB045_FG978
AT401
Anacortes Refinery.Alkylation.Asset
Problems B210_FG005.KPIExcursion
D-110.Tank
Pressure.P
V Boiler Feed
Pump #1
94:BW.R TI-101F723_E889
369512185-TempCompressor-439.Feed Rate
DC.CH.DCE FIC-172:210
FI-121 AF_FLOW3
0_ENG_MODE_STS
GE03_Q
DY-131:166 GE01_TD
Boiler-334.Feed Rate
GE04_OSAsset1.Problems QI-122 FI-151
DC.SJ.SiteRealTim
eITLoad.PR FT9001
Weather
Conditions
Relative Humidity: 34%
Current Temp: 85 F
High: 92
Low: 57 F
Wind: 8 mph/N
Crude Furnace
Draft Pressure: -0.5 WC
Stack Temp: 316 F
Oxygen: 2.5%
Outlet Temp: 840 F
Cold Oil Velocity: 6 ft/sec
Crude Desalter
Operating Pressure: 110 psi
Charge Rate: 14 gph
Mix Valve Pressure: 8 psi
Water Rate: 8%
fic1001.C FR5001
AQUA2-TI-201.PV
TIC-181
BGE003 FI-111 02T100
AF_FLOW3 02:T103
ACEDemo.Unit1.Output
TI-178 B352_W7780_CMP_SVLV_PCT
02F104 CD:F161
AQUA2-SI005.PV GE02_Energy
0_ENG_MODE_STSFI-151 02T103.Q
DC.Z1R 0_CMP_HDR_SUC_PRS
DM-05:BW.R
DC.SJ.C1.Z1.R1.R
k06.S2.O03.PWR
QI-111FinalProductBin.On
94:GRDIDX.ProdID Boiler-
209.Fuel GasFlow
FI-101 bf5e1d1d-
39c9-4b5b-b3d3-
c2ce05fa3a26DM-05:BW.R AT401
AT401
DailyTrigger FrqPrbCost_ER
GE01_DT 409510395_Wind Speed
QI-109 GE01_DT Cooling Fan
AlarmTest.Input.Float32.10
364511575-AC Power
DY-101 02:F101.C
0_CLR_FINAL_OUT_B_TMP F506_E990
339511775_Clear Sky Global
Horiz GE01_DT
80-13.Net
DY-131DC.SJ.PUE
AlarmTest.Input.Float32.1
GE01_DT
FI-101 bf5e1d1d-39c9-
4b5b-b3d3-c2ce05fa3a26DM-05:BW.R AT401
4-36.NetVolumeAC04.Air Flow
02T100 03LBB02CT001-2
DC.SJ.SiteRealTim
eITLoad.PR FT9001
02F102.1HRAVGBGT001
PI-111 facility_output
AQUA2-SI005.PV GE02_Energy
0_ENG_MODE_STS FI-151
02T103.Q DC.Z1R 0_CM P_ H D R _SU C _ PRS
403511195_Wind Speed
GE02_Energy
FI-101 bf5e1d1d-39c9- 4b5b-b3d3-c2ce05f
Map raw data to the physical worldand normalize it across the enterprise
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Status
Power
Overall Efficiency
Total Power
Unit % Uptime
Status
Power Power
Status
Make raw data decision-ready
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PI Event Frames
Analytics
PI Asset Framework
PI Data Archive
PI
Inte
rfaces &
PI
Connecto
rs
PI Server
PI System Infrastructure
16
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Identify discrete events within continuous data streams
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Discover Event Interrelationships
Compare Assets
Compare Events
Simplify Data Analysis
Name Max
EF1 122.47
EF2 112.73
EF3 98.61
EF4 125.24
DowntimeRunning XYZ
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Integrate with other systems
Send data back to the PI System
18
#PIWorld ©2019 OSIsoft, LLC
PI Interfaces
&
PI Connectors
Da
ta S
ou
rce
s
Store & Enhance
PI Server
Notifications
Data
Archive
Asset
Framework
Asset Analytics
Event Frames
Collect
19
Visualization PI DataLink
PI Vision
Cloud Services
PI System Access
PI Manual Logger
PI ProcessBook
PI WebParts
Custom applications
Business systems
PI Cloud Connect
</>
Deliver
PI Integrators
Business Analytics
SAP HANA
Amazon Web Services
#PIWorld ©2019 OSIsoft, LLC
BI Tools & Algorithms
expect time-aligned data
Data Scientists & Business Analysts
need that data contextualized
20
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Time-series Data is Not Naturally Aligned or Contextualized
21
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Advanced Analytics Workflows areIterative and Need SMEs
… use technology that support this approach
Discover Explore Implement
22
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Discover
Begin from common
nomenclature & hierarchy
Pick from measurements
that shape the model or view
Filter based on
similar assets
23
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Discover
Various ways
to clean the
data
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Discover
Select all data from a
particular event type
Quickly preview events
after applying filter
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Discover
Include multiple
filters to clean
data
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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
27
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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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Advanced Analytics Workflows areIterative and Need SMEs
… use technology that support this approach
Discover Explore Implement
29
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Explore
Adjust a new
view starting from
the previous view
30
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PI System integrates to a variety of advanced analytics components
Automation SystemsAssets Edge Devices / Sensors IoT solutions
data
warehousemessaging
hub
data
lake
machine
learning
business
intelligence
tool
Enterprise Operations Infrastructure
train algorithm
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Takeaways
• Obtain quick value by providing data to experts
• Start small to de-risk advanced analytics projects
• PI System enables you to accelerate your analytics withcontext and normalization layered on top of raw operational data
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Data ScientistInvestigate how
PI Integrators can
save you time
preparing data
Engineer/OperatorSee how PI Vision can
give a full view of your
processes and systems
General ManagerSpeak to our customers
about the value they
gain from PI System
and checkout industry
tracks
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Contact us for more information…
Carlos Villanúa Ferná[email protected]
Systems Engineer
OSIsoft España SL
33
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Questions?
Please wait for
the microphone
State your
name & company
Please remember to…
Complete Survey!Navigate to this session in
mobile agenda for survey
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34
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Day 1 AFTERNOON TRACKS
•Enterprise Infrastructure
•Product Updates
•Best Practices
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DOWNLOAD THE MOBILE APP
Search “OSIsoft” in your app store
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