基于栈式自编码器的精对苯二甲酸生产装置质量相关过程分散监测

21878081
2018
B0806.介科学与智能化工
颜学峰
面上项目
教授
华东理工大学
65万元
分散监测;质量相关过程监测;精对苯二甲酸生产装置;智能监控;栈式自编码器
2019-01-01到2022-12-31
  • 中英文摘要
  • 结题摘要
  • 结题报告
  • 项目成果
  • 项目参与人
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序号 标题 类型 作者
1 Deep model based on mode elimination and Fisher criterion combined with self-organizing map for visual multimodal chemical process monitoring 期刊论文 Weipeng Lu;Xuefeng Yan
2 Monitoring of quality-relevant and quality-irrelevant blocks with characteristic-similar variables based on self-organizing map and kernel approaches 期刊论文 Shifu Yan;Junping Huang;Xuefeng Yan
3 Whole Process Monitoring Based on Unstable Neuron Output Information in Hidden Layers of Deep Belief Network 期刊论文 Jianbo Yu;Xuefeng Yan
4 Deep unLSTM network: Features with Memory Information Extracted from Unlabeled Data and their Application on Industrial Unsupervised Industrial Fault Detection 期刊论文 Jianbo Yu;Xuefeng Yan
5 Using Labeled Autoencoder to Supervise Neural Network Combined with k-Nearest Neighbor for Visual Industrial Process Monitoring 期刊论文 Shifu Yan;Xuefeng Yan
6 Fault detection in dynamic plant-wide process by multi-block slow feature analysis and support vector data description. 期刊论文 Jian Huang;Okan K Ersoy;Xuefeng Yan
7 燃料乙醇生产状态可视化在线监控方法 专利 颜学峰;卢伟鹏;庄英萍;邓立康;田晓俊;刘晓峰;刘小辰;张志凌;田锡炜;董裕峰;王冠;孙新通;范新龙;刘新颖;从志会
8 Active features extracted by deep belief network for process monitoring 期刊论文 Yu Jianbo;Yan Xuefeng
9 工业对特辛基苯酚合成反应多组分预测模型的分步建模方法 专利 颜学峰;罗娜;颜世福;骆楠;卢伟鹏;王家川;潘俞;朱明杰;袁敏健;刘沛;严卿;董栋;Zhang Ning
10 生物乙醇智能生产关键技术及产业化 奖励 林海龙;刘劲松;岳国君;柳树海;温广瑞;庄英萍;田晓俊;邓立康;张志芬;颜学峰
11 L∞ metric based Multi-objective Differential Evolution Algorithm and Its Industrial Application 期刊论文 Zhan Guo;Okan K. Ersoy;Xuefeng Yan
12 Distributed-ensemble stacked autoencoder model for nonlinear process monitoring 期刊论文 Li Zhichao;Tian Li;Jiang Qingchao;Yan Xuefeng
13 Local-Global Modeling and Distributed Computing Framework for Nonlinear Plant-Wide Process Monitoring With Industrial Big Data 期刊论文 Qingchao Jiang;Shifu Yan;Hui Cheng;Xuefeng Yan
14 Deep relevant representation learning for soft sensing 期刊论文 Yan Xuefeng;Wang Jie;Jiang Qingchao
15 A probabilistic principal component analysis-based approach in process monitoring and fault diagnosis with application in wastewater treatment plant 期刊论文 Bei Wang;Zhichao Li;Zhenwen Dai;Neil Lawrence;Xuefeng Yan
16 Potential-based Differential Evolution Algorithm with Joint Adaptation of Parameters and Strategies 期刊论文 Li Tian;Zhichao Li;Xuefeng Yan
17 基于局部-整体相关特征的多单元化工过程分层监测 期刊论文 姜庆超;颜学峰
18 Data-driven quality prediction of batch processes based on minimal-redundancy-maximal-relevance integrated convolutional neural network 期刊论文 Yufeng Dong;Yingping Zhuang;Xuefeng Yan
19 Multimode Process Monitoring Using Variational Bayesian Inference and Canonical Correlation Analysis 期刊论文 Qingchao Jiang;Xuefeng Yan
20 Novel Model Based on Stacked Autoencoders with Sample-Wise Strategy for Fault Diagnosis 期刊论文 Diehao Kong;Xuefeng Yan
21 基于改进最大相关最小冗余的选择性集成分类器 期刊论文 吴倩楠;颜学峰
22 Nonlinear quality-relevant process monitoring based on maximizing correlation neural network 期刊论文 Shifu Yan;Xuefeng Yan
23 Ensemble model of wastewater treatment plant based on rich diversity of principal component determining by genetic algorithm for status monitoring 期刊论文 Zhichao Li;Xuefeng Yan
24 Review and Perspectives of Data-Driven Distributed Monitoring for Industrial Plant-Wide Processes 期刊论文 Qingchao Jiang;Xuefeng Yan;Biao Huang
25 PTA氧化单元异常运行状态溯源诊断方法 专利 颜学峰;于健博
26 基于机理和数据驱动的燃料乙醇发酵过程菌丝体浓度、乙醇浓度和葡萄糖浓度时间序列预测方法 专利 颜学峰;李欣喆;董裕峰;王冠;常璐;陈力凡;田锡炜;庄英萍
27 Data-Feature-Driven Nonlinear Process Monitoring Based on Joint Deep Learning Models with Dual-Scale 期刊论文 Jianbo Yu;Xuefeng Yan
28 Stacked sparse autoencoders that preserve the local and global feature structures for fault detection 期刊论文 Jie Yin;Xuefeng Yan
29 Quality-relevant fault detection based on adversarial learning and distinguished contribution of latent variables to quality 期刊论文 Shifu Yan;Xuefeng Yan
30 Soft Sensor Modeling Method by Maximizing Output-Related Variable Characteristics Based on a Stacked Autoencoder and Maximal Information Coefficients 期刊论文 Yanzhen Wang;Xuefeng Yan
31 Quality-Driven Principal Component Analysis Combined With Kernel Least Squares for Multivariate Statistical Process Monitoring 期刊论文 Junping Huang;Xuefeng Yan
32 Visualizing high-dimensional industrial process based on deep reinforced discriminant features and a stacked supervised t-distributed stochastic neighbor embedding network 期刊论文 Weipeng Lu;Xuefeng Yan
33 Industrial process deep feature representation by regularization strategy autoencoders for process monitoring 期刊论文 Diehao Kong;Xuefeng Yan
34 Adaptive parameter tuning stacked autoencoders for process monitoring 期刊论文 Diehao Kong;Xuefeng Yan
35 Joint monitoring of multiple quality-related indicators in nonlinear processes based on multi-task learning 期刊论文 Shifu Yan;Xuefeng Yan
36 Design teacher and supervised dual stacked auto-encoders for quality-relevant fault detection in industrial process 期刊论文 Shifu Yan;Xuefeng Yan
37 一种原料不确定下的酚醛树脂产品质量预测方法 专利 罗娜;骆楠;颜学峰;颜世福;卢伟鹏;王家川;潘俞;朱明杰;袁敏健;刘沛;严卿;董栋;Zhang Ning
38 液化气氢含量预测模型训练、氢含量预测方法及装置 专利 王阳峰;颜学峰;林宸雨;杨建东;张英
39 燃料乙醇发酵过程工业知识图谱构建方法 专利 颜学峰;康叶茗;董裕峰;卢伟鹏;庄英萍;邓立康;田晓俊;刘晓峰;刘小辰;张志凌;田锡炜;王冠;孙新通;范新龙;刘新颖;从志会
40 Learning Deep Correlated Representations for Nonlinear Process Monitoring 期刊论文 Qingchao Jiang;Xuefeng Yan
41 Data-Driven Batch-End Quality Modeling and Monitoring Based on Optimized Sparse Partial Least Squares 期刊论文 Jiang Qingchao;Yan Xuefeng;Yi Hui;Gao Furong
42 Novel Ensemble Modeling Method for Enhancing Subset Diversity Using Clustering Indicator Vector Based on Stacked Autoencoder 期刊论文 Yanzhen Wang;Xuefeng Yan
43 Quality-relevant dynamic process monitoring based on dynamic total slow feature regression model 期刊论文 Shifu Yan;Qingchao Jiang;Haiyong Zheng;Xuefeng Yan
44 Deep Double Supervised Embedding Neural Network Enhancing Class Separation for Visual High-Dimensional Industrial Process Monitoring 期刊论文 Lu Weipeng;Yan Xuefeng
45 Mutual Information-Weighted Principle Components Identified From the Depth Features of Stacked Autoencoders and Original Variables for Oil Dry Point Soft Sensor 期刊论文 Jie Wang;Xuefeng Yan
46 Fault-Relevant Optimal Ensemble ICA Model for Non-Gaussian Process Monitoring 期刊论文 Zhichao Li;Xuefeng Yan
47 High-performance differential evolution algorithm guided by information from individuals with potential 期刊论文 Li Tian;Zhichao Li;Xuefeng Yan
48 Data-driven Mode Identification and Unsupervised Fault Detection for Nonlinear Multimode Processes 期刊论文 Bei Wang;Zhichao Li;Zhenwen Dai;Neil Lawrence;Xuefeng Yan
49 Quality-Driven Kernel Projection to Latent Structure Model for Nonlinear Process Monitoring 期刊论文 Qingchao Jiang;Xuefeng Yan
50 Quality relevant dynamic process monitoring based on mutual information multiblock slow feature analysis 期刊论文 Haiyong Zheng;Qingchao Jiang;Xuefeng Yan
51 Balanced multiple weighted linear discriminant analysis and its application to visual process monitoring 期刊论文 Lu Weipeng;Yan Xuefeng
52 A multi-objective differential evolutionary algorithm with angle-based objective space division and parameter adaption for solving sodium gluconate production process and benchmark problems 期刊论文 Zhan Guo;Okan K.Ersoy;Xuefeng Yan
53 Modeling Large-Scale Industrial Processes by Multiple Deep Belief Networks with Lower-Pressure and Higher-Precision for Status Monitoring 期刊论文 Jianbo Yu;Xuefeng Yan
54 Fault Diagnostic Method Based on Deep Learning and Multimodel Feature Fusion for Complex Industrial Processes 期刊论文 Li Zhichao;Tian Li;Jiang Qingchao;Yan Xuefeng
55 PTA工艺流程中氧化工段生产运行状态空间监测方法 专利 颜学峰;于健博
56 Visual high dimensional industrial process monitoring based on deep discriminant features and t-SNE 期刊论文 Weipeng Lu;Xuefeng Yan
57 基于数据驱动的燃料乙醇发酵罐早停止方法 专利 颜学峰;尹杰;卢伟鹏
58 汽油氢含量预测模型训练、氢含量预测方法及装置 专利 王阳峰;颜学峰;林宸雨;杨建东;王红涛
59 Complex dynamic process monitoring method based on slow feature analysis model of multi-subspace partitioning 期刊论文 Zhichao Li;Xuefeng Yan
60 A Novel Deep Quality-Supervised Regularized Autoencoder Model for Quality-Relevant Fault Detection 期刊论文 Zhichao Li;Li Tian;Xuefeng Yan
61 Variable-weighted FDA combined with t-SNE and multiple extreme learning machines for visual industrial process monitoring 期刊论文 Weipeng Lu;Xuefeng Yan
62 Mutual Information–Dynamic Stacked Sparse Autoencoders for Fault Detection 期刊论文 Jie Yin;Xuefeng Yan
63 Visual Monitoring of Industrial Operation States Based on Kernel Fisher Vector and Self-organizing Map Networks 期刊论文 Lu Wei Peng;Yan Xue Feng
64 Industrial process data visualization based on a deep enhanced t-distributed stochastic neighbor embedding neural network 期刊论文 Weipeng Lu;Xuefeng Yan
65 Process Monitoring of Nonlinear Uncertain Systems Based on Part Interval Stacked Autoencoder and Support Vector Data Description 期刊论文 Qiqi Wu;Weipeng Lu;Xuefeng Yan
66 Extracting Dissimilarity of Slow Feature Analysis between Normal and Different Faults for Monitoring Process Status and Fault Diagnosis 期刊论文 Haiyong Zheng;Xuefeng Yan
67 Multiscale intelligent fault detection system based on agglomerative hierarchical clustering using stacked denoising autoencoder with temporal information 期刊论文 Jianbo Yu;Xuefeng Yan
68 Learning output relevant features by joint autoencoder 期刊论文 Shifu Yan;Xuefeng Yan
69 Stacked Sparse Autoencoders Monitoring Model Based on Fault-Related Variable Selection 期刊论文 Jie Yin;Xuefeng Yan
70 Robust multi-layer extreme learning machine using bias-variance tradeoff 期刊论文 Yu Tianjun;Yan Xuefeng
71 Deep Fisher Autoencoder Combined with Self-Organizing Map for Visual Industrial Process Monitoring 期刊论文 Weipeng Lu;Xuefeng Yan
72 A New Deep Model Based on the Stacked Autoencoder with Intensified Iterative Learning Style for Industrial Fault Detection 期刊论文 Jianbo Yu;Xuefeng Yan
73 Robust Chemical Process Monitoring Based on CDC-MVT-PCA Eliminating Outliers and Optimally Selecting Principal Component 期刊论文 Junping Huang;Shifu Yan;Xuefeng Yan
74 Quality-Driven Autoencoder for Nonlinear Quality-Related and Process-Related Fault Detection Based on Least-Squares Regularization and Enhanced Statistics 期刊论文 Yan Shifu;Yan Xuefeng
75 Performance-driven ensemble ICA chemical process monitoring based on fault-relevant models 期刊论文 Zhichao Li;Xuefeng Yan
76 基于数据驱动燃料乙醇发酵罐中乙醇浓度的在线预测方法 专利 颜学峰;卢伟鹏
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