University of Cincinnati

Mazak Corporation

Pin Li

Jay Lee

Fei Li

Keita Yamaguchi

Marcella Miller

Joseph Frank Sanders, Jr

Vibhor Pandhare

Jaskaran Singh

Moslem Azamfar

Hossein Davari

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

Cincinnati, OH, United States of America

Pin Li