Process expert knowledge is essential in creating value from data-driven industrial soft sensors

Tim Offermans,Ewa Szymańska, Francisco A.A. Souza,Jeroen J. Jansen

Computers & Chemical Engineering（2024）

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摘要

•Process variable selection greatly improves industrial soft-sensors.•Expert knowledge-based selections outperform purely data-driven selections.•Data-driven selections can be improve expert knowledge-based selections.•A new human-centered data modelling oppertunity (Industry 5.0) is described.

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关键词

Statistical modelling,Soft-sensoring,Optimization,Industry 5.0

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