Device for diagnosing electric motor, method for diagnosing electric motor, and device for inferring indication of abnormality in electric motor
A diagnosis device for an electric motor driven by an inverter includes a current detection circuit for detecting current of an electric motor, and a calculation processing unit which receives an output of the current detection circuit and performs winding short-circuit abnormality determination for the electric motor. The calculation processing unit includes an operation state determination unit for performing determination for an operation state of the electric motor, an initial negative-phase-sequence current analysis unit for analyzing initial negative-phase-sequence current in a normal state, and an inverter driving frequency calculation unit, and performs electric motor winding short-circuit determination in accordance with an inverter driving frequency using, as an evaluation value, difference between initial negative-phase-sequence current and negative-phase-sequence current calculated from electric motor current during driving. Thus, short-circuit failure in stator windings of the electric motor can be detected accurately.
1 . A diagnosis device for electric motor, comprising:
a current detection circuit for detecting current of an electric motor driven by an inverter; and
a calculation processor which receives an output of the current detection circuit and performs determination for winding short-circuit abnormality of the electric motor, wherein
the calculation processor includes
an operation state determination circuitry which calculates a current effective value from the current of the electric motor and performs determination for an operation state,
an inverter driving frequency calculation circuitry which calculates an inverter driving frequency,
an initial negative-phase-sequence current analysis circuitry which analyzes initial negative-phase-sequence current in a normal state in accordance with the calculated inverter driving frequency,
an evaluation value analysis circuitry which calculates an evaluation value for winding short-circuit from a difference between negative-phase-sequence current calculated from the current of the electric motor during driving and the initial negative-phase-sequence current corresponding to the inverter driving frequency calculated during driving, and
a winding short-circuit determination circuitry which performs determination for winding short-circuit of the electric motor through comparison between the calculated evaluation value and a predetermined evaluation threshold.
2 . The diagnosis device for electric motor according to claim 1 , wherein
the inverter driving frequency calculation circuitry calculates the inverter driving frequency from a waveform of the current detected by the current detection circuit or calculates the inverter driving frequency using a signal received from the inverter.
3 . The diagnosis device for electric motor according to claim 1 , wherein
the initial negative-phase-sequence current analysis circuitry stores, in a map form, the initial negative-phase-sequence current corresponding to the inverter driving frequency.
4 . The diagnosis device for electric motor according to claim 1 , wherein
the winding short-circuit determination circuitry changes the evaluation threshold in accordance with the inverter driving frequency or the current effective value calculated during driving.
5 . The diagnosis device for electric motor according to claim 1 , further comprising a voltage detection circuit for detecting voltage of the electric motor, wherein
the calculation processor includes
the operation state determination circuitry which calculates the current effective value and a voltage effective value from the current and the voltage of the electric motor, respectively, and performs determination for the operation state,
a voltage imbalance rate determination circuitry which calculates a voltage imbalance rate from the voltage of the electric motor, compares the calculated voltage imbalance rate and a set voltage imbalance rate threshold, and determines whether or not to perform winding short-circuit determination,
the initial negative-phase-sequence current analysis circuitry which, in a case where the voltage imbalance rate determination circuitry determines that winding short-circuit determination is to be performed, analyzes the initial negative-phase-sequence current in the normal state in accordance with the inverter driving frequency calculated by the inverter driving frequency calculation circuitry,
the evaluation value analysis circuitry which, in a case where the voltage imbalance rate determination circuitry determines that winding short-circuit determination is to be performed, calculates the evaluation value for winding short-circuit from the difference between the negative-phase-sequence current calculated from the current of the electric motor during driving and the initial negative-phase-sequence current corresponding to the inverter driving frequency, and
the winding short-circuit determination circuitry which performs determination for winding short-circuit of the electric motor through comparison between the evaluation value and the predetermined evaluation threshold.
6 . The diagnosis device for electric motor according to claim 5 , wherein
the inverter driving frequency calculation circuitry calculates the inverter driving frequency from a waveform of the current detected by the current detection circuit or calculates the inverter driving frequency using a signal received from the inverter.
7 . The diagnosis device for electric motor according to claim 5 , wherein
the initial negative-phase-sequence current analysis circuitry stores at least one of a map in which the voltage imbalance rate, the inverter driving frequency, and the initial negative-phase-sequence current are associated with each other, a map in which the voltage imbalance rate, the voltage effective value, and the initial negative-phase-sequence current are associated with each other, and a map in which the voltage imbalance rate, positive-phase-sequence voltage of the electric motor, and the initial negative-phase-sequence current are associated with each other.
8 . The diagnosis device for electric motor according to claim 5 , wherein
the winding short-circuit determination circuitry changes the evaluation threshold, using any of the inverter driving frequency, the voltage effective value, and positive-phase-sequence voltage of the electric motor, calculated during driving.
9 . The diagnosis device for electric motor according to claim 1 , the diagnosis device being configured integrally with the inverter which drives the electric motor.
10 . An abnormality indication inference device for electric motor, used with the diagnosis device for electric motor according to claim 1 , the abnormality indication inference device comprising:
a learning device including a data acquisition circuitry which acquires training data including the evaluation value and a winding short-circuit determination result corresponding to the evaluation value, from the diagnosis device for electric motor, and a model generation circuitry which generates a trained model for inferring an abnormality indication inference result for the electric motor from data of the evaluation value of the diagnosis device for electric motor, using the training data; and
an inference device including an inference circuitry which outputs an abnormality indication inference result for the electric motor from data of the evaluation value of the diagnosis device for electric motor, using the trained model.
11 . A diagnosis method for electric motor, comprising the steps of:
detecting current of an electric motor driven by an inverter;
calculating an effective value from the current of the electric motor and performing determination for an operation state of the electric motor;
calculating an inverter driving frequency for driving the electric motor;
analyzing initial negative-phase-sequence current in a normal state in accordance with the calculated inverter driving frequency;
calculating an evaluation value for winding short-circuit from a difference between negative-phase-sequence current calculated from the current of the electric motor during driving and the initial negative-phase-sequence current corresponding to the inverter driving frequency calculated during driving; and
performing determination for winding short-circuit of the electric motor through comparison between the calculated evaluation value and a predetermined evaluation threshold.
12 . A diagnosis method for electric motor according to claim 11 , wherein
in the step of performing determination for the winding short-circuit, the evaluation threshold is changed in accordance with the inverter driving frequency during driving.