Titlebook: Dynamic Modeling of Complex Industrial Processes: Data-driven Methods and Application Research; Chao Shang Book 2018 Springer Nature Singa

记忆法

https://doi.org/10.1007/978-3-642-47993-9 process data. In this chapter, we develop a new soft sensor model called probabilistic slow feature regression (PSFR). Slow features as temporally correlated LVs are first derived using probabilistic slow feature analysis (PSFA). Probabilistic slow features that evolve in a state-space form effecti

excursion

Rohstoffwirtschaftliche Entwicklungshilfeng process dynamics appropriately. Hence, a series of limitations in practice are incurred, such as sensitivity to temporal noises and inadequate descriptions to process dynamics. Because of these concerns, static models have been extended to dynamic counterparts such dynamic partial least squares (

阴谋小团体

Rohstoffwirtschaftliche Entwicklungshilfee whole model has a Wiener structure, in which nonlinearity and dynamics are described separately. In addition, a novel four-level Bayesian framework is developed to probabilistically illustrate and iteratively optimize the proposed model, which helps alleviating the over-fitting phenomenon automati

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坦白

一再困扰

2190-5053 ocesses in keeping with the slowness principle.Proposes an e.This thesis develops a systematic, data-based dynamic modeling framework for industrial processes in keeping with the slowness principle. Using said framework as a point of departure, it then proposes novel strategies for dealing with cont

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Problemstellung und Zielsetzung,ensor modeling is given. Third, the opportunities and challenges in advancing industrial applications of process data analytics are highlighted. Finally, the main contents and the layout of this thesis are provided.

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Book 2018framework as a point of departure, it then proposes novel strategies for dealing with control monitoring and quality prediction problems in industrial production contexts..The thesis reveals the slowly varying nature of industrial production processes under feedback control, and integrates it with p

强化

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