导师简介——宋执环

2025/06/04 09:33:22    人浏览

名:宋执环

别:

最高学位/职称:博士/教授(二级)

学科专业领域:控制科学与工程;电子信息-控制工程/人工智能

研究方向:数据驱动的故障诊断、工业大数据分析与应用、工业过程控制与优化、工业智能与机器学习

主讲本科生课程:控制论DSP系统设计

主讲研究生课程:预测控制

主要荣誉:浙江省新世纪151人才工程;浙江省自然科学二等奖2项、湖南省自然科学二等奖1项、教育部科技进步二等奖1项;浙江省教学成果一等奖1项、二等奖1项。

学术兼职:中国仪器仪表学会智能化仪表及其控制网络分会副理事长、中国仪器仪表学会微机应用分会副主任委员;中国自动化学会过程控制业委员会委员、中国自动化学会技术过程故障诊断与安全性专业委员会委员、中国自动化学会数据驱动的控制、学习与优化专业委员会委员;中国再生资源产业技术创新战略联盟专家委员会委员

出版著作及代表性论文:(著作、论文分别填写,代表作限填10篇)

[01]Zhiqiang Ge, Zhihuan Song*. Multivariate Statistical Process ControlProcess Monitoring Methods and Applications, Springer-Verlag London, Jan. 2013

[02]Jinchuan Qian; Chihang Wei*; Zhihuan Song*; A Novel Sequence Discriminative Feature Extraction Network and Its Application in Offline Industrial Fault Pattern Clustering, IEEE Transactions on Industrial Informatics, 2024, 20(2): 025-3033

[03]Zhenqin Yin; Xinmin Zhang; Zhihuan Song*; Zhiqiang Ge*; Adversarial Learning From Imbalanced Data: A Robust Industrial Fault Classification Method, IEEE Transactions on Information Forensics and Security, 2024, 19: 1870-1882

[04] Yiran Ma, Zhichao Chen, Zeyu Yang, Xinmin Zhang* and Zhihuan Song*. Heat Equation Stein Variational Ensemble: Rethinking and Advancing Uncertainty-Aware Soft Sensor Modeling, IEEE Transactions on Industrial Informatics, 2024, 20(12): 13996-14005

[05]Weiming Shao; Chihang Wei; Zhihuan Song*; Virtual Sensor Development for Multioutput Nonlinear Processes Based on Bilinear Neighborhood Preserving Regression Model With LocalizedConstruction, IEEE Transactions on Industrial Informatics, 2021, 17(4): 2500-2510

[06]Xinming Zhang; Hongyi Zhang; Zhihuan Song*; Feature-aligned Stacked Autoencoder: A Novel Semi-supervised Deep Learning Model for Pattern Classification of Industrial Faults, IEEE Transactions on Artificial Intelligence, 2023, 4(4): 592-601

[07] Fan, Saite; Zhang, Xinmin*; Song, Zhihuan*; Imbalanced Sample Selection with Deep Reinforcement Learning for Fault Diagnosis, IEEE Transactions on Industrial Informatics, 2022, 18(4): 2518-2527

[08]Chihang Wei; Liyun Zuo; Xinmin Zhang; Zhihuan Song ; Hessian Semisupervised Scatter Regularized Classification Model With Geometric and Discriminative Information for Nonlinear Process, IEEE Transactions on Cybernetics, 2022, 52(9): 8862-8875

[09] Qian Jinchuan, Wei Chihang, Zhang Qinghua, Song Zhihuan*. Adaptive Positive Semidefinite Matrix-Based Contribution for Nonlinear Process Diagnosis[J]. Industrial & Engineering Chemistry Research, 2021,60: 7868-7882

[10]Wei, Chihang; Shao, Weiming; Song, Zhihuan*; Virtual Sensor Development for Multioutput Nonlinear Processes Based on Bilinear Neighborhood Preserving Regression Model With Localized Construction, IEEE Transactions on Industrial Informatics, 2021, 17(4)2500-2510

5年主持承担科研项目及经费:

[01]国家自然科学基金面上项目(62473103):工业互联网大数据分布式学习及石化过程应用验证,60万元,2025.01--2028.12在研,主持

[02]国家自然科学基金重点项目(61833014):面向故障诊断的流程工业大数据分析与分布式建模方法,339.2万元,2019.01--2023. 12,结题,主持

[03]国家自然科学基金重点项目(61933013)大型石化装置异常工况智能诊断、预测与维护,2020.01-2024.12106/359万元,结题,参加(3/10

[04]国家重点研发计划课题2017YFB0304203:多品种小批量棒线材智能化定制及应用示范,45.4/454万元,2017.07-2021.06结题,参加2/30

[05]浙江省重点研发计划项目2022C01206:基于工业互联网的智能发电及网络安全管控一体化平台研发与应用,80/350万元,2022.01--2024.12结题,参加(2/10