Physics-Informed Neural Network for monitoring the sulfate ion adsorption process using particle filter

Physics-Informed Neural Network for monitoring the sulfate ion adsorption process using particle filter

Abstract Fixed-bed columns are a well-established water purification technology. Several models have been constructed over the decades to scale up and predict the breakthrough curve of an adsorption column varying the flow rate, length, and initial concentration of solute. In this work, we proposed...

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Bibliographic Details
Main Authors: WANCLEY O. PEDRUZZI, CARLOS EDUARDO R. DALLA, WELLINGTON B. DA SILVA, DAMARIS GUIMARÃES, VERSIANE A. LEÃO, JULIO CESAR S. DUTRA
Format: Article
Language:English
Published: Academia Brasileira de Ciências 2024-11-01
Series:Anais da Academia Brasileira de Ciências
Subjects:
adsorption
PINN
machine learning
particle filter
fixed-bed column
Online Access:http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0001-37652024000601709&lng=en&tlng=en
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