Hitachi, Ltd.

Aniruddha Rajendra Rao

Chetan Kumar Gupta

Haiyan Wang

Qiyao Wang

Hamed Khorasgani

Huijuan Shao

In example implementations described herein, there are systems and methods for processing sensor data from an equipment over a period of time to generate sensor time series data; processing the sensor time series data in a kernel weight layer configured to generate weights to weigh the sensor time series data; providing the weighted sensor time series data to fully connected layers configured to conduct a correlation on the weighted sensor time series data with predictive maintenance labels to generate an intermediate predictive maintenance label; and providing the intermediate predictive maintenance label to an inversed kernel weight layer configured to inverse the weights generated by the kernel weight layer, to generate a predictive maintenance label for the equipment.

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State College, PA, United States of America

Aniruddha Rajendra Rao