黃健(北京科技大學自動控制研究所教師博士後)

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黃健,女,北京科技大學自動化學院自動控制研究所教師博士後。

人物經歷,研究方向,代表論著,

人物經歷

2009.09-2013.06華東理工大學信息科學與工程學院自動化學士
2013.09-2018.07華東理工大學控制科學與工程博士
2016.08-2017.08美國普渡大學(Purdue University)聯合培養博士研究生
2018.07-至今北京科技大學自動控制研究所教師博士後

研究方向

過程監測與故障診斷
多元統計
機器學習

代表論著

(1)Jian Huang, Xuefeng Yan*. Gaussian and non-Gaussian Double Subspace Statistical Process Monitoring Based on Principal Component Analysis and Independent Component Analysis.Industrial & Engineering Chemistry Research, 54(3)pp:1015-1027,2015
(2)Jian Huang, Xuefeng Yan*. Dynamic process fault detection and diagnosis based on dynamic principal component analysis, dynamic independent component analysis and Bayesian inference.Chemometrics and Intelligent Laboratory Systems, 148, pp:115-127,2015.
(3)Jian Huang, Xuefeng Yan*. Relevant and independent variable fault detection based on KPCA and SVDD. Journal of Process Control 39,pp:88–99,2016
(4)Jian Huang, Xuefeng Yan*. Angle-Based Multiblock Independent Component Analysis Method with a New Block Dissimilarity Statistic for Non-Gaussian Process Monitoring. Industrial & Engineering Chemistry Research, 55(17),pp:4997-5005,2016.
(5)Jian Huang, Okan K. Ersoy, and Xuefeng Yan*. "Slow feature analysis based on online feature reordering and feature selection for dynamic chemical process monitoring." Chemometrics and Intelligent Laboratory Systems 169,pp:1-11,2017.

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