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Titlebook: Data-Driven Fault Detection and Reasoning for Industrial Monitoring; Jing Wang,Jinglin Zhou,Xiaolu Chen Book‘‘‘‘‘‘‘‘ 2022 The Editor(s) (i

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樓主: concord
21#
發(fā)表于 2025-3-25 04:44:13 | 只看該作者
22#
發(fā)表于 2025-3-25 10:41:46 | 只看該作者
Global Plus Local Projection to Latent Structures,time delay (Ding .; Aumi et?al. .; Peng et?al. .; Zhang et?al. .; Yin et?al. .). Monitoring the process variables related to the quality variables is significant for finding potential harm that may lead to system shutdown with possible enormous economic loss.
23#
發(fā)表于 2025-3-25 14:13:18 | 只看該作者
24#
發(fā)表于 2025-3-25 19:28:37 | 只看該作者
Locality-Preserving Partial Least Squares Regression,principal components of . and ., two conditions must satisfy: (1) . and . retain the most information about the local nonlinear structure of their respective data sets. (2) The correlation between . and . is the largest. Finally, a quality-related monitoring strategy is established based on LPPLS.
25#
發(fā)表于 2025-3-25 22:21:11 | 只看該作者
Locally Linear Embedding Orthogonal Projection to Latent Structure,m shutdowns and thus possibly huge economic losses. Maximum correlation was extracted between quality variables and process variables by partial least squares analysis (PLS) (Kruger et?al. .; Song et?al. .; Li et?al. .; Hu et?al. .; Zhang et?al. .).
26#
發(fā)表于 2025-3-26 01:09:07 | 只看該作者
New Robust Projection to Latent Structure,ainty part, just as the nonlinearity can be used to represent the uncertainty of a system (Wang et?al. .). So this chapter also focuses on how to deal with the nonlinearity in PLS series method, but starts from an different view, i.e., robust PLS. Here the system nonlinearity is considered as uncertainty and a new robust .-PLS is proposed.
27#
發(fā)表于 2025-3-26 06:47:10 | 只看該作者
28#
發(fā)表于 2025-3-26 09:20:03 | 只看該作者
A Further Improvement on?Approximating TTP-2d of a batch. Therefore, the complete batch trajectory must be estimated real time, or alternatively only the measured values at the current moment are used for online diagnosis. Moreover, the above approaches do not consider the problem of inconsistent production cycles.
29#
發(fā)表于 2025-3-26 16:25:39 | 只看該作者
30#
發(fā)表于 2025-3-26 18:48:35 | 只看該作者
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