Robust adaptive boosted canonical correlation analysis for quality-relevant process monitoring of wastewater treatment

Learning soft sensors using time difference–based multi-kernel relevance vector machine with applications for quality-relevant monitoring in wastewater treatment

(2020) Jing Wu et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Rebooting data-driven soft-sensors in process industries: A review of kernel methods

(2020) Yiqi Liu et al.   JOURNAL OF PROCESS CONTROL

Adaptive Transfer Learning of Cross-Spatiotemporal Canonical Correlation Analysis for Plant-Wide Process Monitoring

(2020) Hongchao Cheng et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

A novel fault identification and root-causality analysis of incipient faults with applications to wastewater treatment processes

(2019) Hongchao Cheng et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Plant-wide process monitoring by using weighted copula–correlation based multiblock principal component analysis approach and online-horizon Bayesian method

(2019) Ying Tian et al.   ISA TRANSACTIONS

A Mixture of Variational Canonical Correlation Analysis for Nonlinear and Quality-Relevant Process Monitoring

(2018) Yiqi Liu et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Fault Detection for Non-Gaussian Processes Using Generalized Canonical Correlation Analysis and Randomized Algorithms

(2018) Zhiwen Chen et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Data-Driven Distributed Local Fault Detection for Large-Scale Processes Based on the GA-Regularized Canonical Correlation Analysis

(2017) Qingchao Jiang et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Robust Principal Component Pursuit for Fault Detection in a Blast Furnace Process

(2017) Yijun Pan et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Prediction of Filamentous Sludge Bulking using a State-based Gaussian Processes Regression Model

(2016) Yiqi Liu et al.   Scientific Reports

Canonical variate analysis-based contributions for fault identification

(2015) Benben Jiang et al.   JOURNAL OF PROCESS CONTROL

Multiblock Concurrent PLS for Decentralized Monitoring of Continuous Annealing Processes

(2014) Qiang Liu et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Statistical Monitoring of Wastewater Treatment Plants Using Variational Bayesian PCA

(2014) Yiqi Liu et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Plant-wide process monitoring based on mutual information–multiblock principal component analysis

(2014) Qingchao Jiang et al.   ISA TRANSACTIONS

Review of Recent Research on Data-Based Process Monitoring

(2013) Zhiqiang Ge et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Robust Recovery of Subspace Structures by Low-Rank Representation

(2012) Guangcan Liu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

ICA and me – A subjective review

(2012) Gustaf Olsson   WATER RESEARCH

Robust principal component analysis?

(2011) Emmanuel J. Candès et al.   JOURNAL OF THE ACM

Reconstruction-based contribution for process monitoring

(2009) Carlos F. Alcala et al.   AUTOMATICA