公开(公告)号：US20240176341A1

公开(公告)日：2024-05-30

申请号：US18431393

申请日：2024-02-02

Applicant: CUMMINS INC.

Inventor： Thomas Lynn McKinley ,  Neha Kichambare ,  Zigmund W. Meluskey ,  Meghana Somwanshi ,  Hari Vedam ,  Devawrat S. Bhave ,  Archana Sahu ,  David C. Hall ,  Tanvi Rao ,  Mrunal Chaudhary

IPC: G05B23/02

CPC classification number: G05B23/0283 ,  G05B23/024

Abstract: Systems and apparatuses include one or more processing circuits comprising one or more memory devices configured to store instructions thereon that cause one or more processors to: receive electronic field performance analytics (eFPA) information related to a component of the vehicle; receive vehicle information including operating conditions and historical vehicle information of the vehicle; receive fleet information including fleet usage and fleet vehicle types of the fleet of vehicles; develop a prognostic model using a machine learning engine that receives the eFPA information, the vehicle information, and the fleet information; determine a failure probability using the prognostic model; compare the failure probability to a predetermined threshold; determine a remaining life of the component when the failure probability is equal to or greater than the threshold; and generate a report identifying the component and the remaining life.