TY - JOUR
T1 - Binary decision diagram-based reliability modeling of phased-mission manufacturing system processing multi-type products
AU - Ke, Yongwei
AU - Wang, Xin
AU - Ye, Zhenggeng
AU - Zhang, Shuai
AU - Cai, Zhiqiang
N1 - Publisher Copyright:
© 2023 International Chinese Association of Quantitative Management.
PY - 2024
Y1 - 2024
N2 - The development of science and technology drives phased-mission manufacturing systems to be increasingly complex, which poses significant challenges to system reliability analysis. Although it has been considered that machine degradation is the key factor affecting system reliability, very little has been done to explore the effect of multi-type products on machine degradation, where the dependency of phases processing multi-type products further increases the difficulty in reliability modeling. Focusing on the phased-mission manufacturing system processing multi-type products, this paper presents a novel machine reliability model to investigate the mixed degradation process caused by multi-type products, which characterizes the dynamics of machine reliability. Further, given the proposed dynamic machine reliability model dealing with phase dependency, a binary-decision-diagram-model-based algorithm is proposed to analyze the reliability of phased-mission manufacturing systems when processing multi-type products. Finally, the experimental result verifies the effectiveness of the proposed method, and the accuracy is validated by the traditional Monte Carlo method. Also, the proposed method shows great potential to provide decision support for the operation management of phased-mission manufacturing systems.
AB - The development of science and technology drives phased-mission manufacturing systems to be increasingly complex, which poses significant challenges to system reliability analysis. Although it has been considered that machine degradation is the key factor affecting system reliability, very little has been done to explore the effect of multi-type products on machine degradation, where the dependency of phases processing multi-type products further increases the difficulty in reliability modeling. Focusing on the phased-mission manufacturing system processing multi-type products, this paper presents a novel machine reliability model to investigate the mixed degradation process caused by multi-type products, which characterizes the dynamics of machine reliability. Further, given the proposed dynamic machine reliability model dealing with phase dependency, a binary-decision-diagram-model-based algorithm is proposed to analyze the reliability of phased-mission manufacturing systems when processing multi-type products. Finally, the experimental result verifies the effectiveness of the proposed method, and the accuracy is validated by the traditional Monte Carlo method. Also, the proposed method shows great potential to provide decision support for the operation management of phased-mission manufacturing systems.
KW - binary decision diagram
KW - machine degradation
KW - multi-type product
KW - phased-mission system
KW - System reliability
UR - http://www.scopus.com/inward/record.url?scp=85177637500&partnerID=8YFLogxK
U2 - 10.1080/16843703.2023.2286410
DO - 10.1080/16843703.2023.2286410
M3 - 文章
AN - SCOPUS:85177637500
SN - 1684-3703
VL - 21
SP - 1058
EP - 1075
JO - Quality Technology and Quantitative Management
JF - Quality Technology and Quantitative Management
IS - 6
ER -