Interpretable

Comprehensive Analysis on Machine Learning Approaches for Interpretable and Stable Soft Sensors
Soft sensors play a vital role in industrial process monitoring and control by estimating difficult-to-measure quality variables. While …
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Interpretable Data-Driven Capacity Estimation of Lithium-ion Batteries
Battery degradation poses a significant challenge for the usage of Lithium-ion batteries, making accurate capacity estimation crucial …
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Interpretable Industrial Soft Sensor Design Based on Informer and Shap
Deep learning models have been widely employed in various domains, yet they have certain limitations when it comes to industrial …
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Interpretable Soft Sensors using Extremely Randomized Trees and Shap
Tree-based ensemble models are easy to implement and have been widely used in various fields. However, they have limitations in …
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