Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF...

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Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis Luiz Cheim and Lan Lin ABB Inc.

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Page 1: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012

IEEE C57.104 Revision (Nov 2011)

TF Database Analysis Luiz Cheim and Lan LinABB Inc.

Page 2: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Building the Database

+ HQ= 521,700 records

Page 3: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Transformers Age Groups

Page 4: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Transformers Power Ratings

Page 5: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Transformers Voltage Classes

Page 6: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Transformers Oil Preservation Type

Page 7: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Reason for DGA

Page 8: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Percentiles of Hydrocarbons (all data)

%

ppm

Page 9: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Percentiles of CO,CO2 and TDCG (all data)

%

ppm

Page 10: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Percentiles of H2, C2H2 and CO vs. Age Groups

%

ppm

Page 11: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Percentiles of H2, C2H2 and CO vs. Voltage Class

%

ppm

Page 12: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Percentiles of H2, C2H2 and CO vs. Power Ratings

%

ppm

Page 13: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Percentiles of H2, C2H2 and CO vs. Source of Data

%

ppm

Page 14: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Percentiles of All Gases (Suspicious Units)

%

ppm

Page 15: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Percentiles of H2, C2H2 and CO vs. Power Ratings(Suspicious Units)

%

ppm

Page 16: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Percentiles of H2, C2H2 and CO vs. Voltage Class(Suspicious Units)

%

ppm

Page 17: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Percentiles of H2, C2H2 and CO vs. Oil Preservation

%

ppm

Page 18: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Annual Rate of Gas Formation (ppm/year)Percentiles of All Gases

%

ppm

Page 19: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

After that…

1. HQ Data incorporated2. Discussed unknown oil preservation system3. Question of Rate of Gas Formation vs Levels

Page 20: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Montreal Meeting (May 2o12)

Revisited Percentiles with Following Condition:

O2/ (N2 + O2) < 5% and N2 > 70,000 => N2 Blanket5 – 15% Membrane/Rubber Bag> 15% Open Breather

Page 21: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Legend (next slides)

IEEE Condition 1 LimitCigre Typical Value (Brochure SCD1.32, 2010)AFMo Arc Furnace, 90th Percentile (mineral oil)AFSi Arc Furnace, 90th Percentile (Silicon oil)

Page 22: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

H2 – All Data

IEEE

AFMo

AFSi

Cigre

Page 23: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

CH4 – All Data

IEEE

AFMo

AFSi Cigre

Page 24: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

C2H2 – All Data

IEEE

AFMo

AFSi

Cigre

Page 25: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

C2H4 – All Data

IEEE

AFMo

AFSi

Cigre

Page 26: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

C2H6 – All Data

IEEE

AFMo AFSi

Cigre

Page 27: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

CO – All Data

IEEE

AFMo

AFSi = 1936

Cigre

Page 28: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

CO2 – All Data

IEEE

AFMo

AFSi = 25,387

Cigre

Page 29: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

TDCG – All Data

IEEE

AFMo

AFSi = 2,160

Cigre

Page 30: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Further Breakdown…

Given a type of oil preservation (say, N2 Blanket)

What happens to Gas Levels vs Voltage Class, MVA, Age?

Page 31: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

H2, 90th Percentile – Per Voltage Class

IEEE

AFMo

AFSi

Cigre

Page 32: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

H2, 90th Percentile – Per MVA Rating

IEEE

AFMo

AFSi

Cigre

Page 33: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

H2, 90th Percentile – Per Age Group

IEEE

AFMo

AFSi

Cigre

Page 34: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

C2H6, 90th Percentile – Per Voltage Class

Cigre

Page 35: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rate Subject

1. Should we calculate rates percentiles for all gases?

2. Should we associate rates to levels? How?3. Cigre recent experience

Page 36: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisCigre Levels vs Sampling Intervals

Cigre SCD1.32 Brochure, December 2010

Page 37: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisCigre Rates vs Sampling Intervals

Cigre SCD1.32 Brochure, December 2010

Page 38: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisCigre SCD1.32 Brochure December 2010

Page 39: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisProposal Under Discussion – Level vs Rate

Frequency of DGA

Page 40: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisProposal Under Discussion – Level vs Rate

Severity of Fault (?)

Page 41: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rates (IEEE Database)

t

ppm

Page 42: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rates (IEEE Database)

Page 43: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rate Issues

72

115

133 days

dayppmt

ppm/323.0

133

72115

Page 44: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rate Issues

72

115

133 days

yearppmt

ppm/118

133

72115

Page 45: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rate Issues ± 15% Cigre Typical Lab Accuracy

133 days

yearppmt

ppm/41

133

8398

Page 46: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rate Issues

72

115

343 days

yearppmt

ppm/50

343

11568

68

?

Page 47: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rate Issues

yearppmt

ppm/5.13

Page 48: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisAnother Example

Page 49: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisAnother Example

27 ppm/year

500 ppm/year

Page 50: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisInherent Uncertainty in Trend Calculation

1. Multiple Laboratories2. Lab Variations (repeatability, reproducibility, accuracy)

3. Seasonal variations (temperature, etc)

4. Sampling errors (humans, sample contamination, etc)

5. Type of Transformer (N2, etc…)

6. Sampling interval??

Page 51: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisDistribution of DGA Sampling Interval

Page 52: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisDistribution of DGA Sampling Interval

Page 53: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisDistribution of DGA Sampling Interval

Page 54: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rates Distribution vs DGA Sampling Interval

Page 55: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rates Distribution vs DGA Sampling Interval

Page 56: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rates Distribution vs DGA Sampling Interval

Page 57: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rates Distribution vs DGA Sampling Interval

Page 58: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rates Distribution vs DGA Sampling Interval

Page 59: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rates Distribution vs DGA Sampling Interval

Page 60: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisGas Rates Distribution vs DGA Sampling Interval

38%

Page 61: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisRates Distribution vs DGA Sampling Interval

Page 62: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data Analysis

53

204

Page 63: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data Analysis

Page 64: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data Analysis

Page 65: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data Analysis

Page 66: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data Analysis

Page 67: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisFood for Thought!

Page 68: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisProposal for Discussion – Level vs Rate

Severity of Fault (N2 Blanket, etc)

90th | t 95th | t …

Table conditioned to t = Sampling Interval

Page 69: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisRate of Gas Increase vs Sampling Interval???

Page 70: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisRate of Gas Increase vs Sampling Interval???

Page 71: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.

Revision C57.104 – TF on Data AnalysisRate of Gas Increase vs Sampling Interval???

Food for Thought…

Page 72: Luiz Cheim, Lan Lin - IEEE Fall Meeting - Milwaukee 10/23/2012 IEEE C57.104 Revision (Nov 2011) TF Database Analysis TF Database Analysis Luiz Cheim and.