How Material Science Helps Operators with End of Warranty Inspections
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Transcript of How Material Science Helps Operators with End of Warranty Inspections
How Prognostics Provides Accurate “Fleet Risk Assessment”Matt Hostetler, Industrial Internet Solutions Manager
Host
Natalie HilsMarketing Revenue [email protected]
+1 716.807.8655
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
Webinar Series
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Fleet Risk Assessment | Property of Sentient Science Corporation
Webinar Instructions
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Introductions
Matt HostetlerIndustrial Internet Solutions Manager
[email protected]+1 716.445.4125
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
Uniquely built with operators – Trusted 3rd Party
Funded $25M from the World’s Largest Operator
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
How We Apply Material Science
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
Turbine Selection Optimization - $0.50/MWhLower Premiums - $0.50/MWh
Fleet Risk Assessment - $0.70-$2/MWh
Computational Root Cause Analysis - $1/MWh
Cumulative COE Savings for Your Fleet
Sentient Value Growth
Pre-COD Operation Extended Pro-Forma
-2 -1 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
Lifetime of Asset (years)
Warranty
Life Extension - $1/MWh
Main Bearing - $0.20/MWhGearbox Replacement - $0.45/MWh
Uptower Repairs- $0.85/MWh
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
Sites under OEM Service/Warranty have information disadvantage
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
→ OEM’s have the most turbine information…→ Learning that information through O&M experience increases
cost of energy and reduces asset life
→ Where do Operator’s gain the information advantage?
OEMISP Self
Perform
Operator O&M Strategy
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Risk
Cost
Sites that choose OEM services pay ~20-30% Premium• Market asking for data sources to help make this decision• Largely based on perceived risk• 3rd Party service providers eager to partner
$9.80 OEM- $9.10 ISP=$ .70 VALUE
$7.50/MWh
$9.80/MWh
$9.10/MWh
Fleet Risk Assessment | Property of Sentient Science Corporation
$/MWh per year on avg. over 20yr period for 1.5MW turbine spend on Planned and Unplanned Maintenance
Using DigitalClone® for Asset Management Decision Support
Fleet Risk Analysis
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Fleet Risk Assessment | Property of Sentient Science Corporation
1. Expert End of Warranty Inspection• Sentient+ service partner to gather all data needed during end of warranty
inspections:o BOMo Component Healtho Site Operational history
• Lubricants, repairs, rebuild information, etc.• Analyze error code trends• Work with operators to Estimate Repair costs
2. Computational RCA+• RCA analysis through DigitalClone®• Network shares recommendations• Improved components available to network• ROI available through software
3. Material Science-based Prediction• Fleet risk report
o Expected major correctives over the next 5 yearso Risk by turbine type, gearbox manufacturer, component failure rates
• ROI of Sentient suggested life extension solutions• Revised Pro-Forma based on expected repair costs and Sentient+ suggested parts• Benchmark report of site vs. similar sites
Standard 1.5MW Wind Turbine~2% Failure Rate
Industry assumes failure rates by Turbine TypeAre all Gearboxes Created Equal?
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
All Gearboxes are NOT Created Equal
20%4% Failure
30%2% Failure
50%1% Failure
Sentient looks at Failure Rates by Gearbox Manufacturer
*Sites have gearboxes from different manufacturers
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
Supplier CSupplier BSupplier A
…and individual component configurations
All Gearboxes are NOT Created Equal
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
Component Supplier Life
HSS_BRG1
Supplier C > 20 yrs
Supplier B > 20 yrs
Supplier D > 20 yrs
HSS_BRG2
Supplier C > 20 yrs
Supplier B > 20 yrs
Supplier D > 20 yrs
Supplier D > 20 yrs
PS_BRG2Supplier A 10.1 yrs
Supplier B 19.2 yrs
Component Supplier Life
LSIS_BRG1Supplier A > 20 yrs
Supplier B > 20 yrs
LSIS_BRG2Supplier A > 20 yrs
Supplier B > 20 yrs
HSIS_BRG1
Supplier C > 20 yrs
Supplier B > 20 yrs
Supplier D > 20 yrs
HSIS_BRG2
Supplier C 10.3 yrs
Supplier B 13.8 yrs
Supplier D 7.6 yrs
Fleet Health Assessment
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DigitalClone® provides Operators insight into Fleet Health
Fleet Risk Assessment | Property of Sentient Science Corporation
• Site Statistics - for ROI Optimization and Tracking
• Most Critical WTG’s
• Critical Site List - Most Critical WTG’s and Components
• 5 year forecast of gearbox and bearing failures
Fleet Risk Report
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• Recommended Service - Reduce risk by choosing service providers with DigitalClone® experience
FSA Extension vs. Third Party Service Providers
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FSA
Unplanned Maintenance
Planned Maintenance
Insurance (Property & Plant)
Balance of Plant (BOP)
Material Science reduces Operators risk choosing lower cost service solutions
20-30% O&M Savings over 5 years
Pric
e/ye
ar
6 7 8 9 10
OEM FSA
6 7 8 9 10
ISP
Not just prediction… tying ROI to the life extension solution
Sentient’s Unique Value
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
1. Predict Wind Turbine Failure -> Prognostics• Which system will fail?• Which components in the system are at risk?• When they will fail?
2. Life Extension Prescription/Recommendations• What changes can we make to operation/configuration to extend life?• Trade-off decision support for component replacement options• Supply chain planning for forward purchases• Operation and environment specific upgrade/replacement solutions
Sentient has full usage rights for over 30 Gearbox and MB models
Sentient’s Unique Value
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
1. Sentient can provide system level gearbox and main bearing RCA analysis• Sentient is capable of providing gearbox and drivetrain analysis on most
wind turbines• Sentient can further provide supplier lifing analysis and upgrade options
to support third party O&M efforts
2. Today, Sentient is a partner with other OEMs and Service Providers providing third party services and upgrades across the Americas and in Europe
3. Sentient can support Operator’s efforts to provide life extension upgrades on wind turbines
Aggregating data from multiple partners expands value creation for operators
Valuable Knowledge Base
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
Suppliers
Asse
t Ope
rato
rs
Repair ShopsThird Party
Service Providers
Site Operations
SourcingEnable Buy on Life® decision-
support
OPSEvaluate system &
component replacement &
upgrade benefit
AssetManagementExtend asset life
Forecast accurate budget
DigitalClone®
Trusted 3rd Party
Business Management
Uncover alternate business strategies
Site Technicians
Site
Financial ProForma
Global Fleet
Input
Input
SCADA Output
Asset Management Solution
DigitalClone®
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
1. Sentient Science – Material Science-based Failure PredictionOver 18,000 wind turbines with “DigitalClone®”
• Quantify - major component risk• Compare - life vs. price (know ROI)• Ensure - your site achieves lowest possible LCOE
2. Software assets – Connect Operations to ValueBenchmark for sharing Global best practices
• Global Fleet - value for small and large operators• Visibility - from Operator to Boardroom• Knowledge - immediate benefit with no hardware
3. Enterprise Value – Wind Operator SpecificImpact across organization
• Operators - confidence in planning and decision making• Asset Managers - optimize O&M spend• Financial Models - reduced capital risk reserve
Questions?
Matt HostetlerIndustrial Internet Solutions Manager
[email protected]+1 716.445.4125
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
Natalie HilsMarketing Revenue [email protected]
+1 716.807.8655
Thank You!
8/17/16Fleet Risk Assessment | Property of Sentient Science Corporation
Upcoming Webinars
1. Chinese International Bearing Industry ExhibitionSeptember 20 – 23, 2016 – Shanghai, China
2. Wind Energy Hamburg September 27-30, 2016 – Hamburg, Germany
3. China WINDPOWER October 19 – 21, 2016 – Beijing, China
Meet the Team
1. Advanced Prognostics to Detect Early Failure & Extend Asset LifeAugust 24th 8AM & 2PM EDT
2. Assessing the Impact of Lubrication Solutions to Extend Asset Life – Featuring REWITEC Case StudySeptember 7th 8AM & 2PM EDT