流程工业生产要素多维数据表征方法与结构化组织机理研究

92067107
2020
F0302.控制系统与应用
袁小锋
重大研究计划
教授
中南大学
79万元
流程工业;数据建模;工业互联网
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 吴文俊人工智能优秀青年奖 奖励 袁小锋
2 Layer-wise feature extraction approaches with deep PLS for quality prediction in industrial process 会议论文 Xiaofeng Yuan;Weiwei Xu;Kai Wang;Yalin Wang
3 有色冶金过程动态工况分析与智能调控理论及应用 奖励 阳春华;孙备;袁小锋;周晓君;杜城龙
4 Deep Learning for Data Modeling of Multirate Quality Variables in Industrial Processes 期刊论文 Yuan Xiaofeng;Feng Lu;Wang Kai;Wang Yalin;Ye Lingjian
5 Online Adaptive Modeling Framework for Deep Belief Network-Based Quality Prediction in Industrial Processes 期刊论文 Xiaofeng Yuan;Jiawei Rao;Yongjie Gu;Lingjian Ye;Kai Wang;Yalin Wang
6 Industrial soft sensor prediction based on multi-model integrated method 会议论文 Xiaofeng Yuan
7 Virtual Sensor Modeling for Nonlinear Dynamic Processes Based on Local Weighted PSFA 期刊论文 Xiaofeng Yuan;Jiawei Rao;Yalin Wang;Lingjian Ye;Kai Wang
8 A classification-driven neuron-grouped SAE for feature representation and its application to fault classification in chemical processes 期刊论文 Zhuofu Pan;Yalin Wang;Xiaofeng Yuan;Chunhua Yang;Weihua Gui
9 A SIA-LSTM based virtual metrology for quality variables in irregular sampled time sequence of industrial processes 期刊论文 Xiaofeng Yuan;Zhenzhen Jia;Lin Li;Kai Wang;Lingjian Ye;Yalin Wang;Chunhua Yang;Weihua Gui
10 Quality prediction model for multi-fusion correlation feature learning method based on active-inert variable separation CNN 会议论文 Chen Wang;Xiaofeng Yuan;Kai Wang;Chunhua Yang;Weihua Gui;Yalin Wang
11 Attention-Based Interval Aided Networks for Data Modeling of Heterogeneous Sampling Sequences With Missing Values in Process Industry 期刊论文 Xiaofeng Yuan
12 Multiscale Dynamic Feature Learning for Quality Prediction Based on Hierarchical Sequential Generative Network 期刊论文 Xiaofeng Yuan;Lingfeng Huang;Lin Li;Kai Wang;Yalin Wang;Lingjian Ye;Feifan Shen
13 Quality Variable Prediction for Nonlinear Dynamic Industrial Processes Based on Temporal Convolutional Networks 期刊论文 Yuan Xiaofeng;Qi Shuaibin;Wang Yalin;Wang Kai;Yang Chunhua;Ye Lingjian
14 复杂流程制造过程不规则数据分析与建模方法 奖励 王雅琳;袁小锋;葛志强;陈志文;宋执环;王凯
15 Quality-Driven Regularization for Deep Learning Networks and Its Application to Industrial Soft Sensors 期刊论文 Chen Ou;Hongqiu Zhu;Yuri A. W. Shardt;Lingjian Ye;Xiaofeng Yuan;Yalin Wang;Chunhua Yang
16 Sampling-Interval-Aware LSTM for Industrial Process Soft Sensing of Dynamic Time Sequences With Irregular Sampling Measurements 期刊论文 Yuan Xiaofeng;Li Lin;Wang Kai;Wang Yalin
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