成果/Result
- Performance-Driven Distributed PCA Process Monitoring Based on Fault-Relevant Variable Selection and Bayesian Inference被引量：324收藏
- 作者：Jiang, Qingchao Yan, Xuefeng Huang, Biao
- 机构：E China Univ Sci & Technol;Univ Alberta
- 来源：IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS 2016
- 关键词：Bayesian inference distributed monitoring fault-relevant variable selection principal component analysis (PCA)
- Review and Perspectives of Data-Driven Distributed Monitoring for Industrial Plant-Wide Processes被引量：255收藏
- 作者：Jiang, Qingchao Yan, Xuefeng Huang, Biao
- 机构：East China Univ Sci & Technol;Univ Alberta
- 来源：INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 2019
- 关键词：Decomposition - Statistical process control - Multivariant analysis - Industrial plants
- Parallel PCA-KPCA for nonlinear process monitoring被引量：170收藏
- 作者：Jiang, Qingchao Yan, Xuefeng
- 机构：East China Univ Sci & Technol
- 来源：CONTROL ENGINEERING PRACTICE 2018
- 关键词：Nonlinear process monitoring Fault detection Parallel PCA-KPCA Randomized algorithm Genetic algorithm
- Self-Adaptive Differential Evolution Algorithm With Zoning Evolution of Control Parameters and Adaptive Mutation Strategies被引量：165收藏
- 作者：Fan, Qinqin Yan, Xuefeng
- 机构：E China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON CYBERNETICS 2016
- 关键词：Control parameter adaptation differential evolution (DE) algorithm mutation strategy adaptation zoning evolution
- Imbalanced Classification Based on Minority Clustering Synthetic Minority Oversampling Technique With Wind Turbine Fault Detection Application被引量：150收藏
- 作者：Yi, Huaikuan Jiang, Qingchao Yan, Xuefeng Wang, Bei
- 机构：East China Univ Sci & Technol;Tongji Univ;Shanghai Elect Wind Power Grp
- 来源：IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS 2021
- 关键词：Classification imbalanced data K-means algorithm synthetic minority oversampling technique (SMOTE) wind turbine fault detection
- Data-Driven Batch-End Quality Modeling and Monitoring Based on Optimized Sparse Partial Least Squares被引量：118收藏
- 作者：Jiang, Qingchao Yan, Xuefeng Yi, Hui Gao, Furong
- 机构：East China Univ Sci & Technol;Nanjing Univ Technol;Hong Kong Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS 2020
- 关键词：Predictive models Monitoring Input variables Batch production systems Optimization Mathematical model Analytical models Batch-end quality prediction batch processes optimized sparse partial least square (OSPLS) soft sensing sparse modeling
- Dynamic process fault detection and diagnosis based on dynamic principal component analysis, dynamic independent component analysis and Bayesian inference被引量：112收藏
- 作者：Huang, Jian Yan, Xuefeng
- 机构：E China Univ Sci & Technol
- 来源：CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS 2015
- 关键词：Process monitoring J-B test Dynamic principal component analysis Dynamic independent component analysis Bayesian Inference
- Plant-wide process monitoring based on mutual information-multiblock principal component analysis被引量：111收藏
- 作者：Jiang, Qingchao Yan, Xuefeng
- 机构：E China Univ Sci & Technol
- 来源：ISA TRANSACTIONS 2014
- 关键词：Plant-wide process monitoring Mutual information Multiblock PCA Support vector data description
- Data-Driven Distributed Local Fault Detection for Large-Scale Processes Based on the GA-Regularized Canonical Correlation Analysis被引量：107收藏
- 作者：Jiang, Qingchao Ding, Steven X. Wang, Yang Yan, Xuefeng
- 机构：East China Univ Sci & Technol;Univ Duisburg Essen;Univ Duisburg Essen;Shanghai Dianji Univ;Shanghai Univ
- 来源：IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS 2017
- 关键词：Canonical correlation analysis (CCA) distributed fault detection genetic algorithm (GA) large-scale processes
- Local-Global Modeling and Distributed Computing Framework for Nonlinear Plant-Wide Process Monitoring With Industrial Big Data被引量：103收藏
- 作者：Jiang, Qingchao Yan, Shifu Cheng, Hui Yan, Xuefeng
- 机构：East China Univ Sci & Technol;Tongji Univ
- 来源：IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 2021
- 关键词：Monitoring Kernel Computational modeling Fault detection Correlation Principal component analysis Big Data Deep neural network (DNN) distributed computing industrial big data local-global modeling nonlinear plant-wide processes
- Fault Detection and Diagnosis in Chemical Processes Using Sensitive Principal Component Analysis被引量：100收藏
- 作者：Jiang, Qingchao Yan, Xuefeng Zhao, Weixiang
- 机构：E China Univ Sci & Technol;Natl Grid
- 来源：INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 2013
- 关键词：Process control - Process monitoring - Chemical detection - Fault detection
- Just-In-Time Reorganized PCA Integrated with SVDD for Chemical Process Monitoring被引量：95收藏
- 作者：Jiang, Qingchao Yan, Xuefeng
- 机构：E China Univ Sci & Technol
- 来源：AICHE JOURNAL 2014
- 关键词：Process monitoring - Data description - Chemical analysis - Process control
- Monitoring multi-mode plant-wide processes by using mutual information-based multi-block PCA, joint probability, and Bayesian inference被引量：91收藏
- 作者：Jiang, Qingchao Yan, Xuefeng
- 机构：E China Univ Sci & Technol
- 来源：CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS 2014
- 关键词：Multi-mode plant-wide process Multi-block principal component analysis Joint probability Bayesian inference Mutual information
- Self-adaptive differential evolution algorithm with discrete mutation control parameters被引量：90收藏
- 作者：Fan, Qinqin Yan, Xuefeng
- 机构：E China Univ Sci & Technol
- 来源：EXPERT SYSTEMS WITH APPLICATIONS 2015
- 关键词：Evolutionary computation Differential evolution algorithm Discrete mutation parameters Control parameter adaptation Mutation strategy adaptation
- GMM and optimal principal components-based Bayesian method for multimode fault diagnosis被引量：88收藏
- 作者：Jiang, Qingchao Huang, Biao Yan, Xuefeng
- 机构：Univ Alberta;E China Univ Sci & Technol
- 来源：COMPUTERS & CHEMICAL ENGINEERING 2016
- 关键词：Gaussian mixture model Principal component analysis Bayesian method Process monitoring Fault diagnosis
- Optimizing the echo state network with a binary particle swarm optimization algorithm被引量：85收藏
- 作者：Wang, Heshan Yan, Xuefeng
- 机构：E China Univ Sci & Technol
- 来源：KNOWLEDGE-BASED SYSTEMS 2015
- 关键词：Echo state network Reservoir computing Artificial neural network Binary particle swarm optimization algorithm Time-series prediction
- Nonlinear plant-wide process monitoring using MI-spectral clustering and Bayesian inference-based multiblock KPCA被引量：84收藏
- 作者：Jiang, Qingchao Yan, Xuefeng
- 机构：E China Univ Sci & Technol
- 来源：JOURNAL OF PROCESS CONTROL 2015
- 关键词：Nonlinear plant-wide process monitoring Multiblock kernel principal component analysis Mutual information-spectral clustering Bayesian inference
- Multimode Process Monitoring Using Variational Bayesian Inference and Canonical Correlation Analysis被引量：77收藏
- 作者：Jiang, Qingchao Yan, Xuefeng
- 机构：East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING 2019
- 关键词：Monitoring Bayes methods Correlation Fault detection Indexes Gaussian mixture model Canonical correlation analysis (CCA) fault detection multimode process monitoring variational Bayesian Gaussian mixture model (GMM)
- Quality Relevant and Independent Two Block Monitoring Based on Mutual Information and KPCA被引量：72收藏
- 作者：Huang, Junping Yan, Xuefeng
- 机构：East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS 2017
- 关键词：Kernel principal component analysis (KPCA) mutual information (MI) nonlinear process monitoring quality-independent monitoring quality-relevant monitoring
- Whole Process Monitoring Based on Unstable Neuron Output Information in Hidden Layers of Deep Belief Network被引量：70收藏
- 作者：Yu, Jianbo Yan, Xuefeng
- 机构：East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON CYBERNETICS 2020
- 关键词：Neurons Feature extraction Deep learning Fault detection Data mining Deep belief network (DBN) deep learning process monitoring unstable neuron
- Data-Driven Mode Identification and Unsupervised Fault Detection for Nonlinear Multimode Processes被引量：70收藏
- 作者：Wang, Bei Li, Zhichao Dai, Zhenwen Lawrence, Neil Yan, Xuefeng
- 机构：East China Univ Sci & Technol;Shanghai Elect Windpower Grp;Univ Sheffield
- 来源：IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS 2020
- 关键词：Monitoring Hidden Markov models Data models Biological system modeling Fault detection Adaptation models Indexes Data-driven process monitoring Dirichlet process Gaussian mixed model (DPGMM) fault detection multimode systems nonlinear dimensionality reduction
- An adaptive multimode process monitoring strategy based on mode clustering and mode unfolding被引量：70收藏
- 作者：Tong, Chudong Palazoglu, Ahmet Yan, Xuefeng
- 机构：E China Univ Sci & Technol;Univ Calif Davis
- 来源：JOURNAL OF PROCESS CONTROL 2013
- 关键词：Fault detection Clustering Principal component analysis Multimode processes
- A Novel Decentralized Process Monitoring Scheme Using a Modified Multiblock PCA Algorithm被引量：67收藏
- 作者：Tong, Chudong Yan, Xuefeng
- 机构：Ningbo Univ;East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING 2017
- 关键词：Bayesian inference contribution plots decentralized process monitoring fault detection multiblock principal component analysis (MBPCA)
- Related and independent variable fault detection based on KPCA and SVDD被引量：66收藏
- 作者：Huang, Jian Yan, Xuefeng
- 机构：E China Univ Sci & Technol
- 来源：JOURNAL OF PROCESS CONTROL 2016
- 关键词：Independent variables Related variables Process monitoring Kernel principal component analysis Support vector data description
- Solving Multimodal Multiobjective Problems Through Zoning Search被引量：65收藏
- 作者：Fan, Qinqin Yan, Xuefeng
- 机构：Shanghai Maritime Univ;Shanghai Jiao Tong Univ;East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS 2021
- 关键词：Pareto optimization Search problems Sociology Fans Task analysis Broad search deep search evolutionary computation multimodal multiobjective optimization (MMO) search space segmentation
- Distributed-ensemble stacked autoencoder model for nonlinear process monitoring被引量：65收藏
- 作者：Li, Zhichao Tian, Li Jiang, Qingchao Yan, Xuefeng
- 机构：East China Univ Sci & Technol
- 来源：INFORMATION SCIENCES 2021
- 关键词：Stacked autoencoder Process monitoring Distributed ensemble Joint feature
- Distributed Statistical Process Monitoring Based on Four-Subspace Construction and Bayesian Inference被引量：63收藏
- 作者：Tong, Chudong Song, Yu Yan, Xuefeng
- 机构：E China Univ Sci & Technol
- 来源：INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 2013
- 关键词：Multivariant analysis - Bayesian networks - Statistical process control - Inference engines - Principal component analysis - Fault detection
- Learning Deep Correlated Representations for Nonlinear Process Monitoring被引量：60收藏
- 作者：Jiang, Qingchao Yan, Xuefeng
- 机构：East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS 2019
- 关键词：Monitoring Feature extraction Optimization Correlation Fault detection Data mining Kernel Canonical correlation analysis (CCA) deep neural network (DNN) multiobjective evolutionary optimization (MEO) nonlinear process monitoring
- Multivariate Statistical Monitoring of Key Operation Units of Batch Processes Based on Time-Slice CCA被引量：59收藏
- 作者：Jiang, Qingchao Gao, Furong Yi, Hui Yan, Xuefeng
- 机构：Hong Kong Univ Sci & Technol;East China Univ Sci & Technol;Nanjing Univ Technol
- 来源：IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY 2019
- 关键词：Batch processes canonical correlation analysis (CCA) key operation unit monitoring multivariate statistical process monitoring
- Data-Driven Two-Dimensional Deep Correlated Representation Learning for Nonlinear Batch Process Monitoring被引量：59收藏
- 作者：Jiang, Qingchao Yan, Shifu Yan, Xuefeng Yi, Hui Gao, Furong
- 机构：East China Univ Sci & Technol;Nanjing Univ Technol;Hong Kong Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS 2020
- 关键词：Batch process monitoring data-driven fault detection deep correlated representation learning (DCRL) two-dimensional (2-D) modeling
