Bivariate quality control using two-stage intelligent monitoring scheme
作者:
Highlights:
• The 2S-IMS was designed for efficient monitoring–diagnosis in bivariate QC.
• Design involves special input data, Synergistic-ANN, and two-stage monitoring.
• 2S-IMS gave superior results: ARL1 = 3.18–16.75, ARL0 = 335.01–543.93, RA = 89.5–98.5%.
• Two industrial cases were discussed for validation.
摘要
•The 2S-IMS was designed for efficient monitoring–diagnosis in bivariate QC.•Design involves special input data, Synergistic-ANN, and two-stage monitoring.•2S-IMS gave superior results: ARL1 = 3.18–16.75, ARL0 = 335.01–543.93, RA = 89.5–98.5%.•Two industrial cases were discussed for validation.
论文关键词:Balanced monitoring,Bivariate quality control,Statistical features,Synergistic artificial neural network,Two-stage monitoring
论文评审过程:Available online 5 June 2014.
论文官网地址:https://doi.org/10.1016/j.eswa.2014.05.042