TY - GEN
T1 - A Novel Health Assessment Approach for Multi-State Manufacturing Systems Based on Operational Quality Data
AU - Chen, Zhaoxiang
AU - He, Yihai
AU - Zhao, Yixiao
AU - Han, Xiao
AU - He, Zheng
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2019/1/4
Y1 - 2019/1/4
N2 - With the advent of Industry 4.0, the multi-state has been a typical feature of modern complex manufacturing systems. The traditional health assessment methods cannot accurately characterize the operating characteristics of a multi-state manufacturing system. It has become a bottleneck to limit the development of Prognostics and Health Management (PHM) for manufacturing systems. To solve this phenomenon, a novel health assessment approach for multi-state manufacturing system was proposed. Firstly, based on the operating characteristics of the manufacturing system, it is proposed that the health assessment for multi-state manufacturing systems should comprehensively analyze the machine performance state, task requirement state and Work In Process quality state. Secondly, based on the multi-state characteristic of the manufacturing system, the new health connotation of the manufacturing system is proposed, and the operational quality data could be used as a tool for the health assessment of manufacturing systems. Thirdly, the health assessment process of a multi-state manufacturing system with rework process is described based on operational quality data. Finally, a case of a cylinder head manufacturing system is used to demonstrate the effectiveness of the proposed method.
AB - With the advent of Industry 4.0, the multi-state has been a typical feature of modern complex manufacturing systems. The traditional health assessment methods cannot accurately characterize the operating characteristics of a multi-state manufacturing system. It has become a bottleneck to limit the development of Prognostics and Health Management (PHM) for manufacturing systems. To solve this phenomenon, a novel health assessment approach for multi-state manufacturing system was proposed. Firstly, based on the operating characteristics of the manufacturing system, it is proposed that the health assessment for multi-state manufacturing systems should comprehensively analyze the machine performance state, task requirement state and Work In Process quality state. Secondly, based on the multi-state characteristic of the manufacturing system, the new health connotation of the manufacturing system is proposed, and the operational quality data could be used as a tool for the health assessment of manufacturing systems. Thirdly, the health assessment process of a multi-state manufacturing system with rework process is described based on operational quality data. Finally, a case of a cylinder head manufacturing system is used to demonstrate the effectiveness of the proposed method.
KW - Health assessment
KW - Multi-state manufacturing systems
KW - Operational quality data
KW - PHM
UR - https://www.scopus.com/pages/publications/85061822010
U2 - 10.1109/PHM-Chongqing.2018.00107
DO - 10.1109/PHM-Chongqing.2018.00107
M3 - 会议稿件
AN - SCOPUS:85061822010
T3 - Proceedings - 2018 Prognostics and System Health Management Conference, PHM-Chongqing 2018
SP - 597
EP - 603
BT - Proceedings - 2018 Prognostics and System Health Management Conference, PHM-Chongqing 2018
A2 - Ding, Ping
A2 - Li, Chuan
A2 - Yang, Shuai
A2 - Ding, Ping
A2 - Sanchez, Rene-Vinicio
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2018 Prognostics and System Health Management Conference, PHM-Chongqing 2018
Y2 - 26 October 2018 through 28 October 2018
ER -