LSTM Soft Sensor Development of Batch Processes With Multivariate Trajectory-Based Ensemble Just-in-Time Learning

IEEE Access ◽

10.1109/access.2020.2988668 ◽

2020 ◽

Vol 8 ◽

pp. 73855-73864

Author(s):

Feifan Shen ◽

Jiaqi Zheng ◽

Lingjian Ye ◽

Xiushui Ma

Keyword(s):

Soft Sensor ◽

Batch Processes ◽

Just In Time ◽

Sensor Development

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Soft sensor development based on improved just‐in‐time learning and relevant vector machine for batch processes

The Canadian Journal of Chemical Engineering ◽

10.1002/cjce.23848 ◽

2020 ◽

Vol 99 (1) ◽

pp. 334-344 ◽

Author(s):

Jianlin Wang ◽

Kepeng Qiu ◽

Yongqi Guo ◽

Rutong Wang ◽

Xinjie Zhou

Keyword(s):

Soft Sensor ◽

Batch Processes ◽

Just In Time ◽

Sensor Development

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Soft Sensor Development Based on Kernel Dynamic Time Warping and a Relevant Vector Machine for Unequal-length Batch Processes

Expert Systems with Applications ◽

10.1016/j.eswa.2021.115223 ◽

2021 ◽

pp. 115223

Author(s):

Kepeng Qiu ◽

Jianlin Wang ◽

Rutong Wang ◽

Yongqi Guo ◽

Liqiang Zhao

Keyword(s):

Dynamic Time Warping ◽

Soft Sensor ◽

Batch Processes ◽

Time Warping ◽

Sensor Development ◽

Dynamic Time ◽

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Adaptive Soft Sensor Development Based on Online Ensemble Gaussian Process Regression for Nonlinear Time-Varying Batch Processes

Industrial & Engineering Chemistry Research ◽

10.1021/acs.iecr.5b01495 ◽

2015 ◽

Vol 54 (30) ◽

pp. 7320-7345 ◽

Author(s):

Huaiping Jin ◽

Xiangguang Chen ◽

Li Wang ◽

Kai Yang ◽

Lei Wu

Keyword(s):

Gaussian Process ◽

Gaussian Process Regression ◽

Soft Sensor ◽

Batch Processes ◽

Time Varying ◽

Sensor Development

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Just-in-Time Kernel Learning with Adaptive Parameter Selection for Soft Sensor Modeling of Batch Processes

Industrial & Engineering Chemistry Research ◽

10.1021/ie201650u ◽

2012 ◽

Vol 51 (11) ◽

pp. 4313-4327 ◽

Author(s):

Yi Liu ◽

Zengliang Gao ◽

Ping Li ◽

Haiqing Wang

Keyword(s):

Soft Sensor ◽

Parameter Selection ◽

Batch Processes ◽

Kernel Learning ◽

Just In Time ◽

Adaptive Parameter ◽

Selection For ◽

Sensor Modeling

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Adaptive soft sensor modeling framework based on just-in-time learning and kernel partial least squares regression for nonlinear multiphase batch processes

Computers & Chemical Engineering ◽

10.1016/j.compchemeng.2014.07.014 ◽

2014 ◽

Vol 71 ◽

pp. 77-93 ◽

Author(s):

Huaiping Jin ◽

Xiangguang Chen ◽

Jianwen Yang ◽

Lei Wu

Keyword(s):

Least Squares ◽

Partial Least Squares ◽

Partial Least Squares Regression ◽

Soft Sensor ◽

Batch Processes ◽

Just In Time ◽

Least Squares Regression ◽

Modeling Framework ◽

Kernel Partial Least Squares ◽

Sensor Modeling

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Ensemble just-in-time learning framework through evolutionary multi-objective optimization for soft sensor development of nonlinear industrial processes

Chemometrics and Intelligent Laboratory Systems ◽

10.1016/j.chemolab.2018.12.002 ◽

2019 ◽

Vol 184 ◽

pp. 153-166 ◽

Author(s):

Huaiping Jin ◽

Bei Pan ◽

Xiangguang Chen ◽

Bin Qian

Keyword(s):

Soft Sensor ◽

Industrial Processes ◽

Just In Time ◽

Multi Objective Optimization ◽

Sensor Development ◽

Multi Objective ◽

Learning Framework

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Soft-sensor development using correlation-based just-in-time modeling

AIChE Journal ◽

10.1002/aic.11791 ◽

2009 ◽

Vol 55 (7) ◽

pp. 1754-1765 ◽

Author(s):

Koichi Fujiwara ◽

Manabu Kano ◽

Shinji Hasebe ◽

Akitoshi Takinami

Keyword(s):

Soft Sensor ◽

Just In Time ◽

Sensor Development ◽

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Soft Sensor Framework Based on Semisupervised Just-in-Time Relevance Vector Regression for Multiphase Batch Processes with Unlabeled Data

Industrial & Engineering Chemistry Research ◽

10.1021/acs.iecr.0c03806 ◽

2020 ◽

Vol 59 (44) ◽

pp. 19633-19642

Author(s):

Kepeng Qiu ◽

Jianlin Wang ◽

Xinjie Zhou ◽

Yongqi Guo ◽

Rutong Wang

Keyword(s):

Soft Sensor ◽

Unlabeled Data ◽

Batch Processes ◽

Just In Time ◽

Relevance Vector Regression

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Development of Soft Sensor Based on Sequential Kernel Fuzzy Partitioning and Just-in-time Relevance Vector Machine for Multiphase Batch Processes

IEEE Transactions on Instrumentation and Measurement ◽

10.1109/tim.2021.3077970 ◽

2021 ◽

pp. 1-1

Author(s):

Jianlin Wang ◽

Kepeng Qiu ◽

Rutong Wanga ◽

Xinjie Zhou ◽

Yongqi Guo

Keyword(s):

Relevance Vector Machine ◽

Soft Sensor ◽

Batch Processes ◽

Just In Time ◽

Fuzzy Partitioning

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Variable-Scale Probabilistic Just-in-Time Learning for Soft Sensor Development with Missing Data

Industrial & Engineering Chemistry Research ◽

10.1021/acs.iecr.9b06113 ◽

2020 ◽

Vol 59 (11) ◽

pp. 5010-5021 ◽

Author(s):

Haojie Huang ◽

Xin Peng ◽

Chao Jiang ◽

Zhi Li ◽

Weimin Zhong

Keyword(s):

Missing Data ◽

Soft Sensor ◽

Just In Time ◽

Sensor Development

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