On load tap changer (OLTC) plays an important role in regulating reactive power and stabilizing grid voltage in power system. It is the key component and the only movable part of on load tap changer. According to statistics, OLTC induced transformer faults account for more than 20% of its total faults, and mechanical faults account for more than 90%. In addition, the high-voltage direct current transmission system has higher requirements for its reliability, such as the frequent voltage regulation operation of OLTC for converter. It is necessary to study a reasonable and effective method of mechanical feature extraction of OLTC, and find the hidden trouble in the process of OLTC operation as early as possible, which is of great significance to ensure the reliable operation of transformer.<br>
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