Browsing by Author "Chukhrova, Nataliya"
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An ensemble neural network framework for improving the detection ability of a base control chart in non-parametric profile monitoring
Yeganeh, Ali; Abbasi, Saddam A.; Pourpanah, Farhad; Shadman, Alireza; Johannssen, Arne; Chukhrova, Nataliya... more authors ... less authors ( Elsevier , 2022 , Article)Profile monitoring is a challenging issue in statistical process control (SPC). It aims to use a functional relationship between a response variable and one or more explanatory variable(s) to summarize the quality of a ... -
Employing machine learning techniques in monitoring autocorrelated profiles
Yeganeh, Ali; Johannssen, Arne; Chukhrova, Nataliya; Abbasi, Saddam Akber; Pourpanah, Farhad ( Springer Science and Business Media Deutschland GmbH , 2023 , Article)In profile monitoring, it is usually assumed that the observations between or within each profile are independent of each other. However, this assumption is often violated in manufacturing practice, and it is of utmost ...