A Robust Numerical Framework for Hollow-Fiber Membrane Module Simulation and Solver Performance Analysis
Diego Queiroz Faria de Menezes1, Marília Caroline Cavalcante de Sá1, Nayher Andres Clavijo Vallejo1
1Programa de Engenharia Química, Instituto Alberto Luiz Coimbra de Pós-Graduação e Pesquisa de Engenharia (COPPE), Universidade Federal do Rio de Janeiro, Rio de Janeiro 21941-972, RJ, Brazil.
Membranes
|April 27, 2026
Summary
A new numerical framework simulates hollow-fiber membrane modules, optimizing real-time monitoring. The steady-state Newton-Raphson method offers the best performance for efficient and accurate membrane separation simulations.
Area of Science:
- Chemical Engineering
- Computational Science
Background:
- Robust numerical frameworks are crucial for simulating, designing, monitoring, and controlling membrane-based separation units.
- Industrially relevant conditions often involve highly nonlinear operating parameters.
Purpose of the Study:
- To develop and validate a comprehensive phenomenological and numerical framework for simulating hollow-fiber membrane modules.
- To investigate the performance of steady-state and pseudotransient numerical solution strategies for real-time applications.
Main Methods:
- Governing equations for coupled mass, momentum, and energy transport were discretized using orthogonal collocation.
- Two numerical solution strategies were compared: Newton-Raphson (steady-state) and pseudotransient formulation.
- A novel numerical treatment for energy balance at boundaries with zero permeate flow was introduced.
Main Results:
- The steady-state Newton-Raphson approach demonstrated superior computational efficiency, robustness, and accuracy with appropriate initial estimates.
- A linear initial guess and four collocation points provided an optimal balance for convergence speed and accuracy.
- The pseudotransient formulation served as a reliable auxiliary strategy under extreme operating conditions.
Conclusions:
- The proposed framework offers a reliable basis for simulation and assessing computational feasibility for in-line and real-time monitoring.
- The steady-state Newton-Raphson method is recommended for most monitoring applications due to its efficiency.
- Further work will explore digital-twin integration, online parameter updating, and closed-loop control.
Keywords:
hollow fiber membranesmembrane modelingnatural gas separationorthogonal collocationpseudotransient method

