University of Cincinnati

Mazak Corporation

Keita Yamaguchi

Jay Lee

Fei Li

Joseph Frank Sanders, Jr

Marcella Miller

Hossein Davari

Vibhor Pandhare

Pin Li

Moslem Azamfar

Jaskaran Singh

Systems, methods, and computer program products for monitoring a health condition of a tool. Operational data is collected from a machine while the machine is operating in a predetermined manner with the tool in each of at least two known health conditions. A plurality of features is extracted from the operational data, a training dataset is generated from the extracted features, and an analytic model is trained using the training dataset. The analytic model can then be used to determine the health condition of the tool by providing features extracted from operational data received from one or more field machines to the analytic model. The analytic model may then determine a health condition of the tool in the field machine based on like features extracted from the operational data from the one or more field machines.

Tool condition monitoring system

Growing community of inventors

Aichi, Japan

Keita Yamaguchi