Understanding single-protein fouling in micro- and ultrafiltration systems via machine-learning-based models

• Main Authors: Tanudjaja, Henry Jonathan, Ng, Angie Qi Qi, Chew, Jia Wei
• Other Authors: School of Chemistry, Chemical Engineering and Biotechnology
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Chemical engineering; Database Systems; Forestry
• Online Access: https://hdl.handle.net/10356/170058
• Institution: Nanyang Technological University

Protein fouling is a complex mechanism. To enhance understanding on protein fouling of membranes, the target of this study is twofold: (i) to determine the relative influences of parameters via the Random Forest (RF) model and (ii) to evaluate the predictive capability of the Neural Network (NN) mod...