发明名称 MOTOR DRIVE APPARATUS EQUIPPED WITH FAN MOTOR PREVENTIVE MAINTENANCE FUNCTION
摘要 A motor drive apparatus equipped with a machine learning device comprises a fan motor and an alarm output unit which provides an indication that it is time to replace the fan motor, wherein the machine learning device comprises a state observing unit which observes the number of revolutions of the fan motor, a reward calculating unit which calculates a reward based on the time that the alarm output unit output an alarm and the time that the fan motor actually failed, an artificial intelligence which judges action value based on an observation result supplied from the state observing unit and on the reward calculated by the reward calculating unit, and a decision making unit which, based on the result of the judgment made by the artificial intelligence, determines whether or not to output an alarm from the alarm output unit.
申请公布号 US2017091672(A1) 申请公布日期 2017.03.30
申请号 US201615276882 申请日期 2016.09.27
申请人 FANUC CORPORATION 发明人 Sasaki Taku
分类号 G06N99/00;H02P29/40;H02P23/00;H02P29/68 主分类号 G06N99/00
代理机构 代理人
主权项 1. A motor drive apparatus equipped with a machine learning device, comprising: a fan motor; and an alarm output unit for providing an indication that it is time to replace the fan motor, and wherein: the machine learning device comprises: a state observing unit for observing the number of revolutions of the fan motor; a reward calculating unit for calculating a reward based on the time that the alarm output unit output an alarm and the time that the fan motor actually failed; an artificial intelligence for judging action value based on an observation result supplied from the state observing unit and on the reward calculated by the reward calculating unit; and a decision making unit for determining whether or not to output an alarm from the alarm output unit based on a result of the judgment made by the artificial intelligence.
地址 Yamanashi JP