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Estimating Useful Life of Solar Inverter


Golnaz Sanaie
Fred Schenkelberg
Schneider Electric – the global specialist
in energy management
                            Balanced geographies – FY 2011sales

billion € sales                                           Western
                                North                     Europe
(last twelve months)                                      32%
                                America
                                23%
                                                                    Asia
                                                                    Pacific
                                                  Rest of           27%
of sales in new economies                         World
(last twelve months)                              18%



                             Diversified end markets – FY 2011 sales
people in 100+ countries
                                 Utilities & Infrastructure           24%
                                 Industrial & machines              22%
                                 Data centres            16%
                                 Non-residential buildings                  29%
                                 Residential      9%
of sales devoted to R&D
                                                                                  2
Renewable energy such as PV helps in
answering the energy demand.




                                       3
Estimating Solar Inverter Useful Life
Why?
 Increased confidence in expected product life cycle cost leading to
 lower risk on extended service contracts.
 Higher confidence in predicted availability over time

How?
1. Establish reliability block diagram (RBD) and calculate theoretical
   Availability
2. Review field data and determine aging trends
3. Select critical parts for ALT based on reviewing: DFMEA, component
   derating, reliability predictions, and field data
4. Design ALT plans
5. Based on ALT results update RBD and estimate availability at 10 years


Note: This study was done on GT500MV as pilot project
                                                                        4
Content


     Establish reliability block diagram (RBD) and calculate theoretical
 1
     Availability

 2   Review field data

 3   Select critical parts for ALT

 4   Design ALT plans


 5   Summary & conclusion




                                                                           5
System Reliability Block Diagram



 Select critical parts for detailed reliability calculation based on:
    Component derating calculations
    Design analysis with engineering
    Reviewing vendor data
    Reviewing DFMEA
Critical blocks: Fans, AC/DC caps, IGBT’s




                                                                         6
Detailed reliability calculations
                                          t
                                        ( ) 
                                          
                            R(t )  e
●Inductor cooling fans:
L10@Ttest of 40C is 59,300 hours
Measured fan temp @45C =66C
L10 @Tuse of 66C is 34,652 hours
                                               T T                        t
-> η = 73,367 hours, β= 3                     ( test use )
                                    AF  1.5 10
                                                                   
                                                                         ln( R (t ))
R(10 years) = 94%
(Similar calculations for power bridge /circulating fans)


●For DC bus capacitors:                                       Ea  1
                                                                 
                                                                  T T
                                                                       1   
                                                                           
                                                                                EM   
                                                                                           7

                                                 L  LB  e                          
                                                              k  U    M   
-> η = 292,000 hours, β= 7                                                      E     
                                                                                 U    
(Similar calculation for AC capacitors)
●For IGBT’s:
                                                     L1  10 11.359 (T C) 3.81
-> η = 2,116,824 hours, β= 2.3
                                                                                               7
System Availability
Calculate Availability based on:

a) Detailed Weibull reliability calculation for critical parts
b) Exponential assumption for all other parts based on their MTBF
c) Average Mean-Time-To-Repair for each blocks (field data)

                            t
             A(t )  R(t )   R(t  u )m(u )du
                            0

Availability in 10 Years = 99.97%




                                                                    8
Content


     Establish reliability block diagram (RBD) and calculate theoretical
 1
     Availability

 2   Review field data

 3   Select critical parts for ALT

 4   Design ALT plans


 5   Summary & conclusion




                                                                           9
Review Field Data
(Based on 85 samples and 9 months field data)
Non-repairable systems analysis using Weibull++:
   ● Time to failure analysis resulted in β <1
   ● Time to repair analysis indicated improving trend


 Repairable systems: time between failures increasing




                                           Failure Rate




                 MCF vs. Time

Therefore, no aging trend is found
                                                          Time

                                                                 10
Content


     Establish reliability block diagram (RBD) and calculate theoretical
 1
     Availability

 2   Review field data

 3   Select critical parts for ALT

 4   Design ALT plans


 5   Summary & conclusion




                                                                           11
Select Critical Parts for ALT
 Selection was made based on:
    Detailed reliability calculations
   Component derating calculations
   Design analysis with engineering
   Reviewing vendor data,
   Reviewing DFMEA


IGBT and DC Buss capacitors were identified as main drivers of
 product aging




                                                                  12
Content


     Establish reliability block diagram (RBD) and calculate theoretical
 1
     Availability

 2   Review field data

 3   Select critical parts for ALT

 4   Design ALT plans


 5   Summary & conclusion




                                                                           13
Design ALTs for Subsystems and System
 Inverter bridge ALT based on IGBT aging mechanism (temperature
 cycling is the driving factor for aging)
                                               Nu    Tu 3.831
    Coffin-Manson equation                AF     (     )
                                               Nt    Tt
  ● Ontario was chosen as representative environment:

               Environment ΔTc at 480Vdc           AF B=-3.831    Test cycles for 10 years

             Ontario ΔTc 90th percentile, 69.6°C       34                   108
             Ontario ΔTc 50th percentile, 63.5°C      48.6                  75


 System ALT testing based on DC buss capacitor aging mechanism
    Peck’s equation                                RHu 3.0  Ea 1 1 
                                            AF  (     ) exp (  )
  ● Ontario weather data:                          RHt       k Tu Tt 

                       Ontario Weather                       AF       Test hours for 10 years

                 90th percentile, 30°C/90% RH                19                  4,660
                 50th percentile, 15°C/70% RH               241                   364
                                                                                                14
ALT Plan Execution




      Test setup for Bridge ALT   Bridge shown inside HALT
                                  chamber




      Test setup for System ALT   Inverter System shown
                                  inside the walk-in chamber
                                                               15
ALT Reliability Statements
 Confidence level:
                                          ln(1  C )
                                       n
                                            ln( R)
 Sample Limitation: 2 samples of system and 6 samples of Inverter
 bridge. Therefore, ALT plans are stated as:
    Testing 6 Bridges within a test chamber set to cycle from -40°C to 90°C for 108 cycles
    simulates 10 years of temperature cycling at Ontario’s 90th percentile weather
    conditions, which if the unit operates without failure demonstrates 80% reliability with
    74% confidence.
    Testing 2 samples of Inverter Systems at 60°C and 85%RH for 326 hours simulates 10
    years (8 hours per day) usage at Ontario’s nominal weather conditions, which if the unit
    operates without failure would demonstrate a 80% system reliability with 36%
    confidence.
   Note: this project is focused on providing the approach for life prediction and low
    confidence level is due to sample size

                                                                                          16
Content


     Establish reliability block diagram (RBD) and calculate theoretical
 1
     Availability

 2   Review field data

 3   Select critical parts for ALT

 4   Design ALT plans


 5   Summary & conclusion




                                                                           17
Summary and Conclusion
Based on completion of system level ALT, an availability of 99.97% is
 valid over a 10 year period according to Southern Ontario weather as
 the representative environment with less than 36% confidence.

 This project provides a real life example of using ALT to:
   Estimate long term product availability
   Gain assurance in product life cycle cost
   Reduce risk on extended service contracts
   Increase customer satisfaction




                                                                         18
Questions?
Make the most of your
energy™ schneider-electric.com




                                 19

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Using Reliability Modeling and Accelerated Life Testing to Estimate Solar Inverter Useful Life

  • 1. Estimating Useful Life of Solar Inverter Golnaz Sanaie Fred Schenkelberg
  • 2. Schneider Electric – the global specialist in energy management Balanced geographies – FY 2011sales billion € sales Western North Europe (last twelve months) 32% America 23% Asia Pacific Rest of 27% of sales in new economies World (last twelve months) 18% Diversified end markets – FY 2011 sales people in 100+ countries Utilities & Infrastructure 24% Industrial & machines 22% Data centres 16% Non-residential buildings 29% Residential 9% of sales devoted to R&D 2
  • 3. Renewable energy such as PV helps in answering the energy demand. 3
  • 4. Estimating Solar Inverter Useful Life Why?  Increased confidence in expected product life cycle cost leading to lower risk on extended service contracts.  Higher confidence in predicted availability over time How? 1. Establish reliability block diagram (RBD) and calculate theoretical Availability 2. Review field data and determine aging trends 3. Select critical parts for ALT based on reviewing: DFMEA, component derating, reliability predictions, and field data 4. Design ALT plans 5. Based on ALT results update RBD and estimate availability at 10 years Note: This study was done on GT500MV as pilot project 4
  • 5. Content Establish reliability block diagram (RBD) and calculate theoretical 1 Availability 2 Review field data 3 Select critical parts for ALT 4 Design ALT plans 5 Summary & conclusion 5
  • 6. System Reliability Block Diagram  Select critical parts for detailed reliability calculation based on: Component derating calculations Design analysis with engineering Reviewing vendor data Reviewing DFMEA Critical blocks: Fans, AC/DC caps, IGBT’s 6
  • 7. Detailed reliability calculations t ( )   R(t )  e ●Inductor cooling fans: L10@Ttest of 40C is 59,300 hours Measured fan temp @45C =66C L10 @Tuse of 66C is 34,652 hours T T t -> η = 73,367 hours, β= 3 ( test use ) AF  1.5 10   ln( R (t )) R(10 years) = 94% (Similar calculations for power bridge /circulating fans) ●For DC bus capacitors: Ea  1   T T 1     EM  7 L  LB  e   k  U M  -> η = 292,000 hours, β= 7 E   U  (Similar calculation for AC capacitors) ●For IGBT’s: L1  10 11.359 (T C) 3.81 -> η = 2,116,824 hours, β= 2.3 7
  • 8. System Availability Calculate Availability based on: a) Detailed Weibull reliability calculation for critical parts b) Exponential assumption for all other parts based on their MTBF c) Average Mean-Time-To-Repair for each blocks (field data) t A(t )  R(t )   R(t  u )m(u )du 0 Availability in 10 Years = 99.97% 8
  • 9. Content Establish reliability block diagram (RBD) and calculate theoretical 1 Availability 2 Review field data 3 Select critical parts for ALT 4 Design ALT plans 5 Summary & conclusion 9
  • 10. Review Field Data (Based on 85 samples and 9 months field data) Non-repairable systems analysis using Weibull++: ● Time to failure analysis resulted in β <1 ● Time to repair analysis indicated improving trend  Repairable systems: time between failures increasing Failure Rate MCF vs. Time Therefore, no aging trend is found Time 10
  • 11. Content Establish reliability block diagram (RBD) and calculate theoretical 1 Availability 2 Review field data 3 Select critical parts for ALT 4 Design ALT plans 5 Summary & conclusion 11
  • 12. Select Critical Parts for ALT  Selection was made based on:  Detailed reliability calculations Component derating calculations Design analysis with engineering Reviewing vendor data, Reviewing DFMEA IGBT and DC Buss capacitors were identified as main drivers of product aging 12
  • 13. Content Establish reliability block diagram (RBD) and calculate theoretical 1 Availability 2 Review field data 3 Select critical parts for ALT 4 Design ALT plans 5 Summary & conclusion 13
  • 14. Design ALTs for Subsystems and System  Inverter bridge ALT based on IGBT aging mechanism (temperature cycling is the driving factor for aging) Nu Tu 3.831 Coffin-Manson equation AF  ( ) Nt Tt ● Ontario was chosen as representative environment: Environment ΔTc at 480Vdc AF B=-3.831 Test cycles for 10 years Ontario ΔTc 90th percentile, 69.6°C 34 108 Ontario ΔTc 50th percentile, 63.5°C 48.6 75  System ALT testing based on DC buss capacitor aging mechanism Peck’s equation RHu 3.0  Ea 1 1  AF  ( ) exp (  ) ● Ontario weather data: RHt  k Tu Tt  Ontario Weather AF Test hours for 10 years 90th percentile, 30°C/90% RH 19 4,660 50th percentile, 15°C/70% RH 241 364 14
  • 15. ALT Plan Execution Test setup for Bridge ALT Bridge shown inside HALT chamber Test setup for System ALT Inverter System shown inside the walk-in chamber 15
  • 16. ALT Reliability Statements  Confidence level: ln(1  C ) n ln( R)  Sample Limitation: 2 samples of system and 6 samples of Inverter bridge. Therefore, ALT plans are stated as:  Testing 6 Bridges within a test chamber set to cycle from -40°C to 90°C for 108 cycles simulates 10 years of temperature cycling at Ontario’s 90th percentile weather conditions, which if the unit operates without failure demonstrates 80% reliability with 74% confidence.  Testing 2 samples of Inverter Systems at 60°C and 85%RH for 326 hours simulates 10 years (8 hours per day) usage at Ontario’s nominal weather conditions, which if the unit operates without failure would demonstrate a 80% system reliability with 36% confidence. Note: this project is focused on providing the approach for life prediction and low confidence level is due to sample size 16
  • 17. Content Establish reliability block diagram (RBD) and calculate theoretical 1 Availability 2 Review field data 3 Select critical parts for ALT 4 Design ALT plans 5 Summary & conclusion 17
  • 18. Summary and Conclusion Based on completion of system level ALT, an availability of 99.97% is valid over a 10 year period according to Southern Ontario weather as the representative environment with less than 36% confidence.  This project provides a real life example of using ALT to: Estimate long term product availability Gain assurance in product life cycle cost Reduce risk on extended service contracts Increase customer satisfaction 18
  • 19. Questions? Make the most of your energy™ schneider-electric.com 19