TY - JOUR
T1 - Dynamic Process Modeling and Real-Time Performance Evaluation of Rework Production System With Small-Lot Order
AU - Jia, Zhiyang
AU - Ni, Zejun
AU - Ma, Chiye
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2023/5/1
Y1 - 2023/5/1
N2 - Rework production system is a typical structure in practical manufacturing, where the defective parts detected by the inspection machine are sent to rework rather than being directly scrapped. Due to the special structure, more complex coupling phenomena between machines and buffers are introduced, especially when machines are unreliable and buffers are finite. In addition, under the intelligent manufacturing environment, customized demands trigger small-lot orders become a common occurrence, which lead to traditional steady-state analysis inapplicable. Therefore in this letter, we study dynamic process modeling and real-time performance evaluation problems of the rework system. Practical issues, such as unreliable machines, finite buffers, and small-lot orders are taken into account. Specifically, a novel dynamic decomposition and aggregation algorithm is proposed. The proposed method is validated to have a precise performance measures prediction effect, as well as an efficient computational performance.
AB - Rework production system is a typical structure in practical manufacturing, where the defective parts detected by the inspection machine are sent to rework rather than being directly scrapped. Due to the special structure, more complex coupling phenomena between machines and buffers are introduced, especially when machines are unreliable and buffers are finite. In addition, under the intelligent manufacturing environment, customized demands trigger small-lot orders become a common occurrence, which lead to traditional steady-state analysis inapplicable. Therefore in this letter, we study dynamic process modeling and real-time performance evaluation problems of the rework system. Practical issues, such as unreliable machines, finite buffers, and small-lot orders are taken into account. Specifically, a novel dynamic decomposition and aggregation algorithm is proposed. The proposed method is validated to have a precise performance measures prediction effect, as well as an efficient computational performance.
KW - Manufacturing system
KW - performance evaluation
KW - process modeling
KW - rework production
UR - http://www.scopus.com/inward/record.url?scp=85151546515&partnerID=8YFLogxK
U2 - 10.1109/LRA.2023.3262175
DO - 10.1109/LRA.2023.3262175
M3 - Article
AN - SCOPUS:85151546515
SN - 2377-3766
VL - 8
SP - 2874
EP - 2881
JO - IEEE Robotics and Automation Letters
JF - IEEE Robotics and Automation Letters
IS - 5
ER -