基于时间序列的因果推断及其在故障溯源中的应用

61873142
2018
F0310.人工智能驱动的自动化
杨帆
面上项目
副教授
清华大学
67万元
异常工况诊断;因果推断;时间序列;因果拓扑;根原因分析
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 中国仪器仪表学会第二十二届青年学术会议优秀论文 奖励 郁枫;熊琦珞;杨帆
2 Temporal self-attention-based Conv-LSTM network for multivariate time series prediction 期刊论文 En Fu;Yinong Zhang;Fan Yang;Shuying Wang
3 Stable soft sensor modeling based on causality analysis 期刊论文 Feng Yu;Qiluo Xiong;Liang Cao;Fan Yang
4 Anomaly detection for network traffic of I&C systems based on neural network 会议论文 Wen Si;Jianghai Li;Ronghong Qu;Xiaojin Huang
5 Dynamic soft sensor based on impulse response template and deep neural network for industrial processes 会议论文 Lei Liu;Kangcheng Wang;Chao Shang;Fan Yang;Wenxiang Lyu;Dexian Huang
6 Causal feature extraction using the dynamic-inner model for process monitoring 会议论文 Feng Yu;Weiyang Li;Fan Yang;Dexian Huang;Zhihua Xiong
7 Dynamic soft sensor development based on convolutional neural networks 期刊论文 Kangcheng Wang;Chao Shang;Lei Liu;Yongheng Jiang;Dexian Huang;Fan Yang
8 Generalized grouped contributions for hierarchical fault diagnosis with group Lasso 期刊论文 Chao Shang;Hongquan Ji;Xiaolin Huang;Fan Yang;Dexian Huang
9 皮带运输系统的故障检测方法、装置以及电子设备 专利 郭振宇;杨帆;赵浩;蓝青;赵海利;张海洋;王本策
10 基于CCF-PLS的通讯系统异常根因分析 期刊论文 郁枫;杨帆;熊智华
11 Integrated risk analysis of function safety and cyber security on I&C system of HTP-PM with STPA-SafeSec 会议论文 Yukun Tian;Jianghai Li;Xiaojin Huang
12 Data augmentation for industrial multivariate time series via a spatial and frequency domain knowledge GAN 会议论文 Jui Chien Lin;Fan Yang
13 Assessment of alarm systems for mixture processes and intermittent faults 期刊论文 Mohsen Asaadi;Iman Izadi;Amin Hassanzadeh;Fan Yang
14 Features extraction based on deep analysis of network packets in industrial control systems 期刊论文 Wen Si;Jianghai Li;Xiaojin Huang
15 张钟俊院士优秀论文奖 奖励 郭岑;胡文凯;杨帆;黄德先
16 Application of wavelets for evaluation of soft sensors under irregular sampling of output measurements 会议论文 Andrei Torgashov;Anton Goncharov;Fan Yang
17 A data-driven robust optimization approach to scenario-based stochastic model predictive control 期刊论文 Chao Shang;Fengqi You
18 A soft sensor with light and efficient multi-scale feature method for multiple sampling rate in industrial processing 期刊论文 Dezheng Wang;Yinglong Wang;Fan Yang;Liyang Xu;Yinong Zhang;Yiran Chen;Ning Liao
19 通信系统的故障根因分析方法、系统和计算机存储介质 专利 韩静;张百胜;陈力;刘建伟;董辛酉;杨帆;曹亮;郁枫;李维杨;王德政
20 中国仪器仪表学会第二十一届青年学术会议优秀论文 奖励 郁枫;杨帆
21 A process fault diagnosis method using multi-time scale dynamic feature extraction based on convolutional neural network 期刊论文 Xinrui Gao;Fan Yang;Enbo Feng
22 Data analytics and machine learning for smart process manufacturing: Recent advances and perspectives in the big data era 期刊论文 Chao Shang;Fengqi You
23 Feature based causality analysis and its applications in soft sensor modeling 期刊论文 Feng Yu;Liang Cao;Weiyang Li;Fan Yang;Chao Shang
24 数据分析方法、装置及电子设备 专利 郭振宇;杨帆;赵浩;蓝青;邹国斌;谢杰;陈伟;汪晓刚
25 中国仪器仪表学会第二十三届青年学术会议优秀学术成果 奖励 李维杨;杨帆
26 Accelerated multiple alarm flood sequence alignment for abnormality pattern mining 期刊论文 Shiqi Lai;Fan Yang;Tongwen Chen;Liang Cao
27 2019中国智能控制与自动化装备学术会议优秀论文 奖励 郁枫;杨帆;熊智华
28 Detection of cause-effect relations based on information granulation and transfer entropy 期刊论文 Xiangxiang Zhang;Wenkai Hu;Fan Yang
29 Best Paper Award 奖励 尚超;黄晓霖;杨帆;黄德先
30 Anomaly detection for network traffic of I&C systems based on neural network 会议论文 Wen Si;Jianghai Li;Xiaojin Huang
31 A holistic probabilistic framework for monitoring nonstationary dynamic industrial processes 期刊论文 David Scott;Chao Shang;Biao Huang;Dexian Huang
32 The application of the hybrid digital twin for time characteristic assessment of the control system 期刊论文 Jianghai Li;Olga Promyslova;Vitaly Promyslov;Kirill Semenkov
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