Partial derivative-based dynamic sensitivity analysis expression for non-linear auto regressive with exogenous (NARX) modelcase studies on distillation columns and model's interpretation investigation

Constructing the reliable dynamic sensitivity profile for the output variable using the machine learning model is a challenging task; however, the dynamic sensitivity trends are helpful to understand the impact of the input variables on the system's performance. In this paper, we have derived t...

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Bibliographic Details
Main Authors: Waqar Muhammad Ashraf, Vivek Dua
Format: Article
Language:English
Published: Elsevier 2024-05-01
Series:Chemical Engineering Journal Advances
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666821124000231