Comprehensive Analysis on Machine Learning Approaches for Interpretable and Stable Soft Sensors
IEEE Transactions on Instrumentation and Measurement,
Liang Cao, Jingyi Wang, Jianping Su, Yi Luo, Yankai Cao, Richard D. Braatz, R. Bhushan Gopaluni
Abstract
This paper provides a comprehensive analysis of machine learning approaches for developing interpretable and stable soft sensors in industrial applications, addressing key challenges in model reliability and transparency.