Multi-rate Gaussian Bayesian network soft sensor development with noisy input and missing data

Journal of Process Control ◽

10.1016/j.jprocont.2021.07.003 ◽

2021 ◽

Vol 105 ◽

pp. 48-61

Author(s):

Anudari Khosbayar ◽

Jayaram Valluru ◽

Biao Huang

Keyword(s):

Missing Data ◽

Bayesian Network ◽

Soft Sensor ◽

Sensor Development ◽

Noisy Input ◽

Gaussian Bayesian Network

Download Full-text

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 ◽

Cited By ~ 1

Author(s):

Haojie Huang ◽

Xin Peng ◽

Chao Jiang ◽

Zhi Li ◽

Weimin Zhong

Keyword(s):

Missing Data ◽

Soft Sensor ◽

Just In Time ◽

Sensor Development

Download Full-text

A Probabilistic Just-in-Time Learning Framework for Soft Sensor Development With Missing Data

IEEE Transactions on Control Systems Technology ◽

10.1109/tcst.2016.2579609 ◽

2017 ◽

Vol 25 (3) ◽

pp. 1124-1132 ◽

Cited By ~ 61

Author(s):

Xiaofeng Yuan ◽

Zhiqiang Ge ◽

Biao Huang ◽

Zhihuan Song

Keyword(s):

Missing Data ◽

Soft Sensor ◽

Just In Time ◽

Sensor Development ◽

Learning Framework

Download Full-text

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 ◽

Unequal Length

Download Full-text

Bayesian network for dynamic variable structure learning and transfer modeling of probabilistic soft sensor

Journal of Process Control ◽

10.1016/j.jprocont.2021.02.004 ◽

2021 ◽

Vol 100 ◽

pp. 20-29

Author(s):

Lingquan Zeng ◽

Zhiqiang Ge

Keyword(s):

Bayesian Network ◽

Structure Learning ◽

Variable Structure ◽

Soft Sensor ◽

Dynamic Variable

Download Full-text

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 ◽

Cited By ~ 35

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

Download Full-text

A meta-Gaussian approach to learning non-Gaussian Bayesian network structure

SMC 2000 Conference Proceedings. 2000 IEEE International Conference on Systems, Man and Cybernetics. 'Cybernetics Evolving to Systems, Humans, Organizations, and their Complex Interactions' (Cat. No.00CH37166) ◽

10.1109/icsmc.2000.886399 ◽

2002 ◽

Author(s):

H. Zhu ◽

P.A. Beling

Keyword(s):

Bayesian Network ◽

Network Structure ◽

Approach To Learning ◽

Bayesian Network Structure ◽

Non Gaussian ◽

Gaussian Bayesian Network

Download Full-text

Towards Gaussian Bayesian Network Fusion

Lecture Notes in Computer Science - Symbolic and Quantitative Approaches to Reasoning with Uncertainty ◽

10.1007/978-3-319-20807-7_47 ◽

2015 ◽

pp. 519-528

Author(s):

Irene Córdoba-Sánchez ◽

Concha Bielza ◽

Pedro Larrañaga

Keyword(s):

Bayesian Network ◽

Gaussian Bayesian Network

Download Full-text

Soft sensor design and fault detection using Bayesian network and probabilistic principal component analysis

Journal of Advanced Manufacturing and Processing ◽

10.1002/amp2.10027 ◽

2019 ◽

Vol 1 (4) ◽

Cited By ~ 2

Author(s):

Ahad Mohammadi ◽

Reza Zarghami ◽

Dimitri Lefebvre ◽

Shahab Golshan ◽

Navid Mostoufi

Keyword(s):

Principal Component Analysis ◽

Fault Detection ◽

Bayesian Network ◽

Principal Component ◽

Component Analysis ◽

Soft Sensor ◽

Sensor Design ◽

Probabilistic Principal Component Analysis

Download Full-text

Output-relevant Variational autoencoder for Just-in-time soft sensor modeling with missing data

Journal of Process Control ◽

10.1016/j.jprocont.2020.05.012 ◽

2020 ◽

Vol 92 ◽

pp. 90-97 ◽

Cited By ~ 1

Author(s):

Fan Guo ◽

Wentao Bai ◽

Biao Huang

Keyword(s):

Missing Data ◽

Soft Sensor ◽

Just In Time ◽

Variational Autoencoder ◽

Sensor Modeling

Download Full-text

VIRTUAL METROLOGY MODELING BASED ON GAUSSIAN BAYESIAN NETWORK

2018 Winter Simulation Conference (WSC) ◽

10.1109/wsc.2018.8632485 ◽

2018 ◽

Author(s):

Wei-Ting Yang ◽

Jakey Blue ◽

Agnes Roussy ◽

Marco S. Reis ◽

Jacques Pinaton

Keyword(s):

Bayesian Network ◽

Virtual Metrology ◽

Gaussian Bayesian Network

Download Full-text