MVSG-GS: A metaheuristic virtual sample generation method for soft sensor modeling based on guidelines sharing

• Published in: Expert systems with applications Vol. 290; p. 128427
• Main Authors: Peng, Yu, Li, Erchao
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 25.09.2025
• Subjects: Metaheuristic; Neuroevolution; Soft sensors; Virtual sample generation; Wastewater treatment process; Virtual sample generation; Metaheuristic; Soft sensors; Wastewater treatment process; Neuroevolution

In the modern chemical industry, obtaining a sufficient number of samples for developing soft sensors can be challenging due to physical limitations and the high cost of measurements. The scarcity and uneven distribution of modeling data significantly hinder the widespread application of data-driven...