颜学峰 收藏
( 任职于 信息科学与工程学院自动化系)
男，教授，博士生导师。1995年获浙江大学工学学士学位，2002年获浙江大学工学博士学位，2002年~至今在华东理工大学工作。2009年入选教育部新世纪优秀人才、2009年入选上海市曙光学者，2004年入选上海市科技启明星。总计发表学术论文200余篇，其中SCI收录论文100余篇、EI收录论文100余篇；相关研究成果共有11项通过省部级鉴定；获国家科技进步二等奖1项，省部级科技进步一等奖1项、二等奖2项、三等奖3项，省部级发明专利一等奖1项；拥有授权国家发明专利13项、国家软件著作权登记10项。现为中国自动化学会过程控制专业委员会第四届委员、中国系统仿真学会生命系统建模仿真第四届委员、中国... 详细>>
- 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)
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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)
- 质疑
- Multi-objective differential evolution with performance-metric-based self-adaptive mutation operator for chemical and biochemical dynamic optimization problems被引量：73收藏
- 作者：Fan, Qinqin Wang, Weili Yan, Xuefeng
- 机构： Logistics Research Center; Key Laboratory of Advanced Control and Optimization for Chemical Processes of Ministry of Education
- 来源：Applied Soft Computing Journal 2017
- 关键词：Problem solving - Decision making - Evolutionary algorithms
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
- Optimizing Enzyme-Constrained Metabolic Models by an Indicator Guided Bi-Surrogate Adaptive Multimodal Multiobjective Optimization Algorithm被引量：69收藏
- 作者：Wang, Le Fan, Xingcun Yan, Xuefeng
- 机构： East China University of Science and Technology
- 来源：IEEE Transactions on Evolutionary Computation 2025
- 关键词：Constrained optimization - Energy utilization - Fuel additives - Metabolic engineering - Metabolism - Multiobjective optimization
- 质疑
- 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)
- 质疑
- 自适应变异差分进化算法估计软测量参数被引量：67收藏
- 作者：颜学峰 余娟 钱锋
- 机构：华东理工大学自动化研究所
- 来源：《控制理论与应用》 2006
- 关键词：差分进化算法 自适应 对苯二甲酸 对羧基苯甲醛 参数估计
- 摘要：提出一种自适应变异差分进化算法(ADE),能根据搜索进展情况自适应地确定变异率,使算法在初期保持个体的多样性,避免早熟:在后期逐步降低变异率,保留优良信息,避免最优解遭到破坏,增加搜索到全局最优值的概率．与传统的差分进化...
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- 基于精英选择和个体迁移的多目标遗传算法被引量：66收藏
- 作者：祁荣宾 钱锋 杜文莉 颜学峰
- 机构：华东理工大学自动化研究所
- 来源：《控制与决策》 2007
- 关键词：多目标优化 遗传算法 Pareto最优解
- 摘要：提出基于遗传算法求解多目标优化问题的方法,将多目标问题分解成多个单目标优化问题,用遗传算法分别在每个单目标种群中并行搜索.在进化过程中的每一代,采用精英选择和个体迁移策略加快多个目标的并行搜索,提出了控制Pareto最优...
- 下载全文在线阅读质疑
- 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
- 质疑
- 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
- 质疑
- 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
- 质疑
