Hybrid Diagnosis Approach unit: ppm | C1 State | C2 State | C3 State | C4 State | |||||||
Testing | H2 | CH4 | C2H6 | C2H4 | C2H2 | CO | State | ||||
128 | 25 | 5 | 81 | 288 | 143 | ||||||
The ANSI/IEEE C57.104 Standard Rule | H2 Content Value’s Result | At | At | At | At | N | |||||
CH4 Content Value’s Result | N | At | Ab | At | N | ||||||
C2H6 Content Value’s Result | N | At | D | At | N | ||||||
C2H4 Content Value’s Result | At | D | D | D | N | ||||||
C2H2 Content Value’s Result | D | Ab | N | N | N | ||||||
CO Content Value’s Result | N | N | N | At | N | ||||||
The Linear SVM Discriminant Formual Diagnosis | Abnormal | −2114 | −270 | −85 | −55 | 3 | |||||
Abnormal | −3228 | −311 | −49 | −38 | 2 | ||||||
Overheating | 26 | −9 | 0 | −3 | 1 | ||||||
Electric arc | −17 | 9 | 8 | 10 | 5 | ||||||
Overheating + Discharge | 49 | 26 | −3 | 9 | 2 | ||||||
Oil mixes in | 8 | 41 | 56 | 16 | −5 | ||||||
The Roger & Doernenbeg Combination Diagnosis | T1 (Thermal Fault < 300˚C) | False | False | True | False | False | |||||
T2 (Thermal Fault 300˚C - 700˚C) | False | False | False | False | False | ||||||
T3 (Thermal Fault > 700˚C) | False | True | False | True | False | ||||||
D1 (Low Energy Partial Discharge) | False | False | False | False | False | ||||||
D2 (High Energy Discharge) | True | False | False | False | False | ||||||
The Key Gas Method Diagnosis | Overheating | False | True | True | True | False | |||||
Corna | True | False | False | False | False | ||||||
Arcing | False | False | False | False | False | ||||||
Paper-fiber Overheating | False | False | False | False | False |