ISA transactions
A bimodal framework for nonstationary process monitoring via collaborative contrastive and adversarial unsupervised learning.
Jian Huang, Hang Ruan, Jianbo Yu, Qingchao Jiang, Xiaofeng Yang
Published: 202510.1016/j.isatra.2025.12.006
Abstract
Recognizing nonstationarity is pivotal for trustworthy industrial process monitoring. Existing methods address this issue from a unimodal perspective, which struggles to capture intrinsic heterogeneity. To resolve this, we introduce a novel unsupervi…
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