Nonlinear process monitoring based on decentralized generalized regression neural networks

作者：

Highlights：

• A novel nonlinear process monitoring method based on VGRNN is proposed.

• The feasibility of applying GRNN in nonlinear process monitoring is investigated.

• Comparisons demonstrated the superiority and effectiveness of the VGRNN method.

摘要

•A novel nonlinear process monitoring method based on VGRNN is proposed.•The feasibility of applying GRNN in nonlinear process monitoring is investigated.•Comparisons demonstrated the superiority and effectiveness of the VGRNN method.

论文关键词：Generalized regression neural network,Nonlinear process monitoring,Fault detection,Residual generation

论文评审过程：Received 4 August 2019, Revised 2 December 2019, Accepted 2 February 2020, Available online 4 February 2020, Version of Record 10 February 2020.

论文官网地址：https://doi.org/10.1016/j.eswa.2020.113273