副教授

郑俊华


研究方向数据驱动建模与应用,工业大数据,人工智能系统与应用
办公地址浙江省杭州市西湖区留和路318号浙江科技学院C1-313室
电子邮件jhzheng@zust.edu.cn

  • 个人简介

    郑俊华,博士,副研究员。2018年于浙江大学获得博士学位,主要从事数据驱动建模与应用,工业大数据,人工智能系统与应用。德国杜伊斯堡艾森大学访问学者,主持国家自然科学基金青年项目,发表高水平SCI论文20余篇,申请国家发明专利5项。


     

  • 教育经历

    2014.9 – 2018.3浙江大学 控制科学与工程 博士
  • 工作经历

    2018.3-2022.1 浙江大学控制科学与工程博士后
  • 科研方向

    数据驱动建模与应用,工业大数据,人工智能系统与应用
  • 科研项目

    1. 主持,国家自然科学基金青年项目:面向流程工业故障诊断的半监督数据建模方法研究, 2022.01-2024.12
  • 科研成果

    论文: 1)Junhua Zheng, Yangxuan Liu, Yi Liu, Beiping Hou, Yuan Yao, Le Zhou. Semi-supervised process data regression and application based on latent factor analysis model. IEEE Transactions on Instrumentation & Measurement, 2023, 72, 2527511. 2)Junhua Zheng, Yingkai Gong, Wei Liu, Le Zhou. Subspace Gaussian process regression model for ensemble nonlinear multivariate spectroscopic calibration. Chemometrics & Intelligent Laboratory Systems, 2022,230, 104673. 3)Junhua Zheng, Yue Liu, Zhiqiang Ge. Dynamic Ensemble Selection based Improved Random forests for Fault Classification in Industrial Processes. IFAC Journal of Systems and Control, 2022, 100189. 4)Junhua Zheng, Jinlin Zhu, Guangjie Chen, Zhihuan Song, Zhiqiang Ge.Dynamic Bayesian Network for Robust Latent variable modeling and Fault Classification. Engineering Applications of Artificial Intelligence, 2020, 89, 103475. 5)Junhua Zheng, Hongjian Wang, Zhihuan Song, Zhiqiang Ge. Ensemble semi-supervised Fisher discriminant analysis model for fault classification in industrial processes. ISA Transactions, 2019, 92, 109-117. 6)Junhua Zheng, Zhihuan Song. Mixture modeling for industrial soft sensor application based on semi-supervised probabilistic PLS. Journal of Process Control, 2019, 84, 46-55. 7)Junhua Zheng, Qiaojun Wen, Zhihuan Song. Recursive Gaussian mixture models for adaptive process monitoring. Industrial & Engineering Chemistry Research, 2019, 58, 6551-6561. 8)Junhua Zheng, Zhihuan Song. Semisupervised learning for probabilistic partial least squares regression model and soft sensor application. Journal of Process Control, 2018, 64, 123-131. 9)Junhua Zheng, Zhihuan Song. Linear subspace PCR model for quality estimation of nonlinear and multimode industrial processes. Industrial & Engineering Chemistry Research, 2017, 56, 6275-6285. 10)Junhua Zheng, Zhihuan Song.Two-level independent component regression model for multivariate spectroscopic calibration. Chemometrics & Intelligent Laboratory Systems, 2016,155, 160-169.

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