Rebooting data-driven soft-sensors in process industries: A review of kernel methods

• Published in: Journal of process control Vol. 89; pp. 58 - 73
• Main Authors: Liu, Yiqi, Xie, Min
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.05.2020
• Subjects: Data-driven; Kernel; Process industries; Soft-sensors; Soft-sensors; Process industries; Data-driven; Kernel

•Kernel learning is investigated for data pre-processing, sample selection, variable selection.•Online, multi-output, small-data, multi-step and semi-supervised soft-sensors are investigated.•Soft-sensors to achieve fault diagnosis and advanced control of process industries are discussed.•Potential...