The typical way to conduct data-driven prognosis is to train a degradation model with historical data, then apply the model to predict failure for in-service units. Most existing works …
Profile monitoring is a widely used tool in quality control. The rapid development of sensor technology has created unprecedented opportunities for multi-channel profile data …
K Wang, Z Song - IEEE Transactions on Industrial Informatics, 2023 - ieeexplore.ieee.org
Modern large-scale manufacturing systems typically involve joint efforts of multiple plants to finish the final product. The advances of information technologies, on the other hand, enable …
D Li, K Wang - IISE Transactions, 2024 - Taylor & Francis
In complex manufacturing systems, materials are processed by machines sequentially before final products are obtained, forming a Multistage Manufacturing Process (MMP). In a …
D Li, K Wang - Journal of Quality Technology, 2024 - Taylor & Francis
Complex manufacturing systems usually contain a large number of variables. Dominated by certain engineering mechanisms, these variables show complicated relationships that …
Thanks to the advances in data collection and storage systems, data-rich environments are widely available. Examples of these data acquisition systems are GM's OnStar, Amazon Go …
C Wang, S Zhou - Journal of Manufacturing Systems, 2021 - Elsevier
Key performance indicators (KPIs) modeling and control is important for efficient design and operation of complex manufacturing production systems. This paper proposes to implement …