Title: Using PI for Back Testing Usage-Based and Condition-Based Maintenance Strategies Prior to Deployment in Asset Management
1Using PI for Back Testing Usage-Based and
Condition-Based Maintenance Strategies Prior to
Deployment in Asset Management
Gopal GopalKrishnan, P.E. OSIsoft, Inc.
Larry Hruby
Basin Electric
Mark Blaszkiewicz
Sebastien Cournoyer, CMRP
DTE Energy
2Agenda
- About Basin Electric, About DTE Energy
- History of PI System at Basin Electric and DTE
Energy - History of maintenance systems
- Basin has Ventyx AssetSuite (aka Indus Passport)
- DTE has IBM Maximo
- Case studies for back-testing
- Usage-based strategies
- Condition-based strategies
- Q A
-
Sebastien Cournoyer, CMRP
DTE Energy
3What You Can Expect
- Talk is not product specific use several tools
available in the PI Infrastructure - Start with maintenance tasks and work backward to
see if data exists in operations history that can
be used - Collect additional equipment inspection data for
proactive maintenance - Use PI tools and in-house resources in small
increments without new capital outlay
4Coal-fired Power Plant
http//en.wikipedia.org/wiki/Fossil_fuel_power_pla
nt
5Basin Electric Power Cooperative
- HQ Bismarck, North Dakota, wholesale provider
(generation and transmission) of power to 126
Rural Electric Systems covering portions of 9
states - Operate coal, wind, gas, oil based power
generating facilities and a synthetic natural gas
production facility - Capacity
- 3623 MW (Base load)
- 405 MW (Peaking CTs)
- 136 MW (Wind)
6Basin - Leland Olds Station (LOS)
Fuel Lignite with PRB (Powder River Basin)
blending Unit 1 220 MW - 1966 Pulverized
Coal Boiler (Babcock Wilcox) Turbine, GE
DCS, Emerson Ovation 2007 upgrade Unit 2 440 MW
- 1975 Cyclone boiler (Babcock Wilcox)
Turbine, Alstom DCS, Emerson Ovation 2006
upgrade Under Construction Limestone
Scrubbers for SO2 capture (410MM capital
project)
Leland Olds, Stanton, North Dakota
7Leland Olds Station (LOS) Software Infrastructure
- OSIsoft PI (piloted in 2005)
- 20,000 tags
- Emerson Ovation DCS, Rockwell PLCs, GE relays
- Ventyx Asset Suite (previously Indus Passport)
- Started using in 1998 as Passport, has evolved
into Asset Suite in 2008 - Used for Work Management, PMs, Inventory,
Equipment specs history, Purchasing, Contracts
8Leland Olds Maintenance Initiatives
- Working toward condition based maintenance (CBM)
for years - Vibration, oil analysis, thermography etc.
- Investigated Rockwell and OSI PI as platform to
feed CBM and operational data to AssetSuite - PI data reviewed
- Standard PM work orders usage based
- Machine status work order management
- Sensor drift and calibration
- Control Loop Health
- Condition-based notification
9DTE Energy Detroit Edison
Detroit Edison
- Michigans largest electric utility with 2.2
million customers - Over 11,000 MW of power generation from 7 plants
- mostly coal fired - 54,000 GWh in electric sales
- 4.7 billion in revenue
DTE Energy - Detroit Edison
10DTE - Plants and Performance Center
11DTE History of PI and Maximo
- PI is a key infrastructure and technology enabler
for real-time operations data as part of the
Enterprise Business System at DTE - Additional details from a Nov. 2008 presentation
at - www.osisoft.com/osisoft/downloads/Regional_Seminar
s/Detroit/DTE20Energy20(John20Kapron).pps - IBM-Maximo is a key application for work
management as part of the Enterprise Business
System at DTE - Additional details at
- http//www-03.ibm.com/press/us/en/pressrelease/216
49.wss
12DTE Details of PI usage
- In use since 1998 started with a pilot at
Monroe in 1998 - Enterprise Agreement for corporate wide use
- PI is an infrastructure product magnitude of
use and functionality is expanding
Success!
13DTE - Total Fleet Management
14DTE - Control Technology Framework
People Making right decisions when it matters!
Fossil Generation Business Unit Strategy
ABB
Complete
15Link Operations and Maintenance
- Business goals
- Usage based maintenance (UBM) strategies
- Mostly, data is already in PI
- Condition-based maintenance (CBM) strategies
- When relevant data not in PI, collect equipment
inspection specifically designed to drive
maintenance benefits - Business justification
- Calendar-based maintenance strategy Amount of
maintenance will be same as last year - UBM and CBM Opportunities for savings
- Use PI history and Maintenance history to
- Back-test calendar based PM for conversion to UBM
- Back-test corrective work order (CM) events for
conversion to CBM
16Usage-based Criteria
- PI totalizer
-
- PI time-filtered conditional expressions
(time-weighted and event-weighted)
- Run-hours -
- Coal feed conveyor
- Pulverizer
- High pressure service water pumps
- Run-modes - number of starts, number of trips
Peaker CT blades - Run-weight - tonnage processed (mining industry),
flow-rate (time-integral) converted to volume
17Service Water Pump Usage Based
Pumps were off for extended period, however the
PM WO still went out - 28 PM hours
18Fuel Conditioner Usage Based
Equipment runs about 80 of total year usage
based maintenance can save 152 PM hours
19Coal Conveyor - Usage Based
Maintenance 60 PM hours per conveyor per year
22 conveyors per site, 6 sites Actual runhours
25 based on PI data, implies a 75
savings Projected savings 900 PM hours (approx.
45,000 at 50/hr) per year per site
20Pulverizer - Usage Based
Maintenance 160 PM hours per pulverizer per
year 16 pulverizers per site, 6 sites Actual
runhours 80 based on PI data, implies a 20
savings Projected savings 480 PM hours (approx.
25,000 at 50/hr) per year per site
21Condition-based Criteria
- Equipment failure is known to be correlated to a
slowly degrading metric that can be monitored - Temperature (Motor windings, Bearing)
- Pressure or DeltaP (heat-exchanger plugging,
filters) - Vibration Amplitude, FFT etc. Also interpret
along with operations data in PI - Instrument and transmitter calibration
- Control loop health
22Secondary Air Heater Plugging
Air heater tube plugging causes DeltaP (green
line) to increase over several months and is a
trigger for maintenance
23Boiler (convection section) Tubes - Plugging
Rapid rate of change of Delta P over several days
is a trigger for maintenance
24Steam Condenser Fouling
Steam condenser fouling causes condenser pressure
to rise (blue line), note the rapid rise in a
matter of few days. Threshold is 4 inHg. Green
line shows the inlet water temperature which is
relatively constant
25Vibration Conveyor Motor
- Note the rapid rise in vibration amplitude in
Jan. and Feb. also shown in the trend. -
Resolved by a shaft re-alignment see next slide
26Vibration Conveyor Motor
Shaft realignment resolves the vibration issue
27Instrument Drift O2 Analyzer U2-E
Based on redundant dual sensors
28Transmitter Drift
Boiler feedwater pump discharge pressure Based on
redundant triple transmitters (PressA, PressB and
PressC) XY Plot, PressA (X) vs. PressB (Y1),
PressC(Y2)
Good
Not Good
29Transmitter Drift U1 Spray Flow
Green Delta between the transmitters Blue
Unit 1 is at about 220 MW
30Firing Rate Control Loop Boiler Exit O2
O2 set point Approx. 3.2 Actual process value
(green line) Varies from 1 to 5.5
31Firing Rate Control Loop See Notes
At purple crosshair, air (red) peaks when coal
(yellow) dips causing O2 (green) to peak after
30-40 secs.
At white crosshair, air (red) dips when
coal (yellow) peaks causing O2 (green) to fall
below 1 after a lag of 30-40secs, and so on.
32Manual Inputs Operator Rounds in PI
Equipment inspection data collection specifically
designed to help maintenance tasks (data not
already in PI) Benefits Proactive maintenance
for increased MTBF (mean-time-between-failure)
Source www.aeec.com/conveyor/Belt_Cleaners/Vplow.
aspx (retrieved Jan 2009)
Operator Rounds V-PLOW status on a coal
conveyor belt
33Breaker Inspection Sheet
Equipment inspection data specifically designed
to help with maintenance tasks (data not already
in PI) Data collection includes numeric values
such as resistance, clearance etc.
34Manual Inputs Operator Rounds in PI
Equipment inspection data specifically designed
to help with maintenance tasks (data not already
in PI) Everything we visually inspect, measure
or observe can be recorded in PI to track, trend
and monitor
- Breaker inspection 80 attributes per breaker,
1000 breakers annual inspection or after a
trip - Dust Collector
- Screw conveyor
- Electric motor
- Reducer
- Bearings
- Transfer point / chute liner condition
- Limit-torque actuator
- Hydraulic cylinder, Pneumatic cylinder
- Pumps
- Mechanical seals
- Conveyor skirting
- Conveyor scraper, primary and secondary
- Idler, roll assembly
- Pulley
- Lube system
- Coupling
- Torque coupling
- Valve
35Findings
- Operations history and maintenance history can
validate and quantify benefits for usage-based
criteria prior to deployment - Use manual input data (Manual Logger) to
supplement condition-based strategies - Review control loops, including the instruments,
transmitters and calibrations - Vibration data combine with equipment operating
conditions for better diagnostics
36Enterprise Gateway
SOA (service oriented architecture) to exchange
information between the PI System and any
external system via web services.
37Questions?
38Thank you
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