考虑反馈控制的工业过程分层数据建模与多维故障诊断方法

62003373
2020
F0301.控制理论与技术
王凯
青年科学基金项目
副教授
中南大学
24万元
工业过程;数据驱动;反馈控制;故障诊断;闭环系统
2021-01-01到2023-12-31
  • 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 Nonlinear Dynamic Feature Extraction for Quality Prediction Based on Spatiotemporal Neighborhood Preserving SAE 期刊论文 Liu Chenliang;Wang Kai;Wang Yalin;Xie Shengli;Yang Chunhua
2 一种基于局部约束的串级CSTH性能评估与诊断方法 专利 王凯;王丹蓉;王雅琳;袁小锋;阳春华
3 Supervised and semi-supervised probabilistic learning with deep neural networks for concurrent process-quality monitoring 期刊论文 Wang Kai;Yuan Xiaofeng;Chen Junghui;Wang Yalin
4 Deep learning with nonlocal and local structure preserving stacked autoencoder for soft sensor in industrial processes 期刊论文 Liu Chenliang;Wang Yalin;Wang Kai;Yuan Xiaofeng
5 基于深度学习的周期性工业视频片段关键帧两阶段提取方法 专利 王雅琳;戚雨栋;袁小锋;王凯;刘晨亮;郭静宇;刘柢炬;桂卫华
6 A multi-source transfer learning method for new mode monitoring in industrial processes 会议论文 Kai Wang;Wenxuan Zhou;Chenliang Liu;Xiaofeng Yuan;Yalin Wang
7 Online reconstruction and diagnosibility analysis of multiplicative fault models for process-related faults 期刊论文 Kai Wang;Zhiying Guo;Yalin Wang;Xiaofeng Yuan
8 Dynamic historical information incorporated attention deep learning model for industrial soft sensor modeling 期刊论文 Yalin Wang;Diju Liu;Chenliang Liu;Xiaofeng Yuan;Kai Wang;Chunhua Yang
9 A neighborhood-adaptive state transition algorithm for operational optimization of residue hydrogenation fractionation process 期刊论文 Wang Yalin;Yi Kemin;Wang Kai;Yuan Xiaofeng
10 Deep Neural Network-Embedded Stochastic Nonlinear State-Space Models and Their Applications to Process Monitoring 期刊论文 Kai Wang;Junghui Chen;Zhihuan Song;Yalin Wang;Chunhua Yang
11 Neuron-Compressed Deep Neural Network and Its Application in Industrial Anomaly Detection 期刊论文 Kai Wang;Caoyin Yan;Yanfang Mo;Xiaofeng Yuan;Yalin Wang;Chunhua Yang
12 A reduced nonstationary discrete convolution kernel for multimode process monitoring 期刊论文 Kai Wang;Caoyin Yan;Xiaofeng Yuan;Yalin Wang;Chenliang Liu
13 基于机器视觉的工业矿料运输皮带少料异常监测方法 专利 王雅琳;邱律典;袁小锋;戚雨栋;王凯;刘晨亮;郭静宇;谭栩杰;阳春华
14 A fault reconstruction strategy for fault diagnosis of state-related multiplicative faults 会议论文 Kai Wang;Zhiying Guo;Yalin Wang
15 Learning deep multi-manifold structure feature representation for quality prediction with an industrial application 期刊论文 Chenliang Liu;Kai Wang;Yalin Wang;Xiaofeng Yuan
16 New mode cold start monitoring in industrial processes: A solution of spatial–temporal feature transfer 期刊论文 Kai Wang;Wenxuan Zhou;Yanfang Mo;Xiaofeng Yuan;Yalin Wang;Chunhua Yang
17 Common and specific deep feature representation for multimode process monitoring using a novel variable-wise weighted parallel network 期刊论文 Wang Kai;Guo Zhiying;Wang Yalin;Yuan Xiaofeng;Yang Chunhua
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