Partial discharge signal processing method and apparatus employing neural network
US-2016116520-A1 · Apr 28, 2016 · US
US11448682B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-11448682-B2 |
| Application number | US-201815910106-A |
| Country | US |
| Kind code | B2 |
| Filing date | Mar 2, 2018 |
| Priority date | Mar 2, 2017 |
| Publication date | Sep 20, 2022 |
| Grant date | Sep 20, 2022 |
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A method of detecting a partial discharge in an electrical asset includes sensing of a discharge current in the electrical asset using a transducer and responsively providing a transducer output; processing the transducer output by comparing the transducer output to a baseline; calculating an accumulated amount by which the transducer output exceeds the baseline; decreasing the accumulated amount with time; detecting partial discharge in the electrical asset based upon the accumulated amount; and providing an output related to detected partial discharge. A partial discharge detection system for detecting a partial discharge in an electrical asset includes a transducer configured to receive a signal from the electrical asset generated due to an occurrence of partial discharging in the electrical asset and responsively providing a transducer output. Processing circuitry compares the transducer output to a baseline, calculates an accumulated amount by which the transducer output exceeds the baseline, decreases the accumulated amount with time, and detects partial discharge in the electrical asset based upon the accumulated amount. Output circuitry provides an output related to detected partial discharge.
Opening claim text (preview).
What is claimed is: 1. A method of detecting damage caused by partial discharge in an electrical asset, comprising: sensing a signal from the electrical asset due to an occurrence of a partial discharge using a transducer and responsively providing a transducer output wherein the signal is a radio frequency signal received by the transducer caused by a partial discharge in the electrical asset; processing the transducer output by comparing the transducer output to a baseline, calculating an accumulated amount by which the transducer output exceeds the baseline, decreasing the calculated accumulated amount with time, and detecting damage caused by partial discharge in the electrical asset based upon the calculated accumulated amount; and providing an output related to detected damage. 2. The method of claim 1 wherein processing the transducer output includes decimating the transducer output. 3. The method of claim 1 wherein processing the transducer output includes filtering out large events in the transducer output having a short duration. 4. The method of claim 1 wherein processing the transducer output includes normalizing a deviation. 5. The method of claim 1 wherein processing the transducer output includes compensating for accumulated deviations with a variable sampling time scale. 6. The method of claim 1 including pausing detecting damage when the electrical asset is not in use. 7. The method of claim 1 including performing a partial discharge self test. 8. The method of claim 7 wherein the self test is used to establish normalization. 9. The method of claim 4 including establishing normalization using the baseline. 10. The method of claim 4 including establishing the normalization using statistical parameters of the transducer output. 11. The method of claim 1 including suppressing false positives prior to calculating a deviation. 12. The method of claim 1 wherein detecting damage includes detecting accumulated damage. 13. The method of claim 1 wherein detecting damage includes detecting critical damage based upon a rate of increase in the transducer output. 14. The method of claim 1 including receiving a second signal sensed from the electrical asset and the step of processing includes combining the signal and the second signal to create an aggregate data set. 15. The method of claim 1 including recognizing a pattern in the transducer output and responsively classifying the partial discharge. 16. The method of claim 15 wherein classifying partial discharge includes classifying internal partial discharge. 17. The method of claim 15 wherein classifying includes classifying corona discharge. 18. The method of claim 1 including calculating a deviation of the transducer output by detecting an increase in the transducer output above the baseline. 19. The method of claim 1 wherein calculating an accumulated amount includes creating an accumulative sum of partial discharge events in the transducer output that exceed the baseline. 20. The method of claim 1 wherein detecting damage includes identifying new damage. 21. The method of claim 1 wherein processing the transducer output includes providing a higher weight to recent events in the transducer output. 22. The method of claim 7 including pausing detecting during the partial discharge self test. 23. The method of claim 1 including using the transducer outputs from neighboring assets to suppressing false positives. 24. The method of claim 15 wherein classifying includes classifying surface discharge. 25. A partial discharge damage detection system for detecting damage caused by partial discharge in an electrical asset, comprising: one or more transducers configured to receive one or more signals from the electrical asset generated due to an occurrence of partial discharge in an electrical asset and responsively providing a transducer output wherein the signals are radio frequency signals received by the transducers; processing circuitry configured to compare the transducer output to a baseline, calculate an accumulated amount by which the transducer output exceeds the baseline, decrease the calculated accumulated amount with time, and detect damage caused by partial discharge in the electrical asset based upon the calculated accumulated amount; and output circuitry configured to provide an output related to damage. 26. The partial discharge damage detection system of claim 25 wherein the processing circuitry decimates the transducer output. 27. The partial discharge damage detection system of claim 25 wherein the processing circuitry filters out large events in the transducer output having a short duration. 28. The partial discharge damage detection system of claim 25 wherein the processing circuitry normalizes a deviation. 29. The partial discharge damage detection system of claim 25 wherein the processing compensates for accumulated deviations with a variable sampling time scale. 30. The partial discharge damage detection system of claim 25 wherein the processing circuitry pauses damage detection when the electrical asset is not in use. 31. The partial discharge damage detection system of claim 25 wherein the processing circuitry performs a partial discharge self test. 32. The partial discharge damage detection system of claim 31 wherein the self test is used to establish normalization. 33. The partial discharge damage detection system of claim 25 including establishing normalization using the baseline. 34. The partial discharge damage detection system of claim 25 wherein the processing circuitry establishes a normalization using statistical parameters of the transducer output. 35. The partial discharge damage detection system of claim 25 wherein the processing circuitry suppresses false positives prior to calculating a deviation. 36. The partial discharge damage detection system of claim 25 wherein the processing circuitry detects damage includes detecting accumulated damage. 37. The partial discharge damage detection system of claim 25 wherein the processing circuitry detects critical damage based upon a rate of increase in the transducer output. 38. The partial discharge damage detection system of claim 25 wherein the processing circuitry receives a second signal sensed from the electrical asset and combines the signal and the second signal to create an aggregate data set. 39. The partial discharge damage detection system of claim 25 wherein the processing circuitry recognizes a pattern in the transducer output and responsively classifies the partial discharge. 40. The partial discharge damage detection system of claim 25 wherein the processing circuitry calculates a deviation of the transducer output by detecting an increase in the transducer output above the baseline. 41. The partial discharge damage detection system of claim 25 wherein the processing circuitry calculates an accumulated amount by creating an accumulative sum of partial discharge events in the transducer output that exceed the baseline. 42. The partial discharge damage detection system of claim 25 wherein the proce
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