基于动态隐变量模型的工业过程动态软测量建模及应用

61703440
2017
F0306.自动化检测技术与装置
袁小锋
青年科学基金项目
教授
中南大学
26万元
隐变量模型;质量预测;动态过程;数据驱动建模;软测量
2018-01-01到2020-12-31
  • 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 Stacked isomorphic autoencoder based soft analyzer and its application to sulfur recovery unit 期刊论文 Yuan Xiaofeng;Wang Yalin;Yang Chunhua;Gui Weihua
2 Nonlinear Dynamic Soft Sensor Modeling With Supervised Long Short-Term Memory Network 期刊论文 Yuan Xiaofeng;Li Lin;Wang Yalin
3 A spatial-temporal LWPLS for adaptive soft sensor modeling and its application for an industrial hydrocracking process 期刊论文 Yuan Xiaofeng;Zhou Jiao;Wang Yalin
4 Deep Learning-based Inferential Sensor for Dynamic Industrial Processes with Spatial-Temporal Attention-based LSTM 奖励 袁小锋;李林;王雅琳;阳春华;桂卫华
5 Hierarchical Quality-Relevant Feature Representation for Soft Sensor Modeling: A Novel Deep Learning Strategy 期刊论文 Yuan Xiaofeng;Zhou Jiao;Huang Biao;Wang Yalin;Yang Chunhua;Gui Weihua
6 Layered online data reconciliation strategy with multiple modes for industrial processes 期刊论文 Xie Sen;Yang Chunhua;Yuan Xiaofeng;Wang Xiaoli;Xie Yongfang
7 Probabilistic Nonlinear Soft Sensor Modeling Based on Generative Topographic Mapping Regression 期刊论文 Yuan Xiaofeng;Chen Zhiwen;Wang Yalin
8 Deep learning for fault-relevant feature extraction and fault classification with stacked supervised auto-encoder 期刊论文 Yalin Wang;Haibing Yang;Xiaofeng Yuan;Yuri A.W. Shardt;Chunhua Yang;Weihua Gui
9 LDA-based deep transfer learning for fault diagnosis in industrial chemical processes 期刊论文 Wang Yalin;Wu Dongzhe;Yuan Xiaofeng
10 Temperature Prediction Model for Roller Kiln by ALD-Based Double Locally Weighted Kernel Principal Component Regression 期刊论文 Ning Chen;Jiayang Dai;Xiaofeng Yuan;Weihua Gui;Wenting Ren;Heikki N Koivo
11 A New Data Reconciliation Strategy Based on Mutual Information for Industrial Processes 期刊论文 Chunhua Yang;Sen Xie;Xiaofeng Yuan;Xiaoli Wang;Yongfang Xie
12 Supervised deep belief network for quality prediction in industrial processes 期刊论文 袁小锋;顾永杰;王雅琳
13 Soft sensor model for dynamic processes based on multichannel convolutional neural network 期刊论文 Yuan Xiaofeng;Qi Shuaibin;Shardt Yuri A. W.;Wang Yalin;Yang Chunhua;Gui Weihua
14 Deep Learning for Quality Prediction of Nonlinear Dynamic Process with Variable Attention-Based Long Short-Term Memory Network 奖励 袁小锋;李林;王雅琳;阳春华;桂卫华
15 A two-layer fuzzy synthetic strategy for operational performance assessment of an industrial hydrocracking process 期刊论文 Li Ling;Yuan Xiaofeng;Wang Yalin;Sun Bei;Wu Dongzhe
16 A data-driven adaptive multivariate steady state detection strategy for the evaporation process of the sodium aluminate solution 期刊论文 Xie Sen;Yang Chunhua;Wang Xiaoli;Yuan Xiaofeng;Xie Yongfang
17 Weighted Linear Dynamic System for Feature Representation and Soft Sensor Application in Nonlinear Dynamic Industrial Processes 期刊论文 Yuan Xiaofeng;Wang Yalin;Yang Chunhua;Ge Zhiqiang;Song Zhihuan;Gui Weihua
18 A Novel Sliding Window PCA-IPF Based Steady-State Detection Framework and Its Industrial Application 期刊论文 Wang Yalin;Sun Kenan;Yuan Xiaofeng;Cao Yue;Li Ling;Koivo Heikki N
19 A novel semi-supervised pre-training strategy for deep networks and its application for quality variable prediction in industrial processes 期刊论文 Yuan Xiaofeng;Ou Chen;Wang Yalin;Yang Chunhua;Gui Weihua
20 Temperature prediction for roller kiln based on hybrid first-principle model and data-driven MW-DLWKPCR model 期刊论文 Dai Jiayang;Chen Ning;Yuan Xiaofeng;Gui Weihua;Luo Langhao
21 一种加氢裂化过程的产品质量预测方法和系统 专利 袁小锋;周娇;王雅琳;阳春华
22 Stacked locality preserving autoencoder for feature extraction and its application for industrial process data modeling 期刊论文 Wang Yalin;Liu Chenliang;Yuan Xiaofeng
23 Locally weighted slow feature regression for nonlinear dynamic soft sensor modeling and its application to an industrial hydrocracking process 期刊论文 Yuan Xiaofeng;Zhou Jiao;Wang Yalin
24 A novel deep learning based fault diagnosis approach for chemical process with extended deep belief network 期刊论文 Wang Yalin;Pan Zhuofu;Yuan Xiaofeng;Yang Chunhua;Gui Weihua
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