Issue 40, 2025, Issue in Progress

FlowMat: a toolbox for modeling flow reactors using physics-based and machine learning approaches for modular simulation, parameter identification, and reactor optimization

Abstract

This paper introduces a versatile, open-source MATLAB/Simulink toolbox for modeling and optimizing flow reactors. The toolbox features a modular architecture and an intuitive drag-and-drop interface, supporting a range of different modeling approaches, including physics-based, data-driven, and hybrid models such as physics-informed neural networks. We detail the toolbox's implementation and demonstrate its capabilities through real-world applications, including the simulation of flow reactors, identification of reaction parameters using experimental data (e.g., transient data), and optimization of reactor operating points and configurations. Experimental validations illustrate the practical applicability and effectiveness of the toolbox, making it a valuable resource for researchers and engineers in the field with the potential of reducing the cost and time required for parameter determination and reactor optimization.

Graphical abstract: FlowMat: a toolbox for modeling flow reactors using physics-based and machine learning approaches for modular simulation, parameter identification, and reactor optimization

Supplementary files

Article information

Article type
Paper
Submitted
20 Aug 2025
Accepted
26 Aug 2025
First published
12 Sep 2025
This article is Open Access
Creative Commons BY license

RSC Adv., 2025,15, 33278-33296

FlowMat: a toolbox for modeling flow reactors using physics-based and machine learning approaches for modular simulation, parameter identification, and reactor optimization

S. Knoll, K. Silber, J. D. Williams, P. Sagmeister, C. A. Hone, C. O. Kappe, M. Steinberger and M. Horn, RSC Adv., 2025, 15, 33278 DOI: 10.1039/D5RA06173C

This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. You can use material from this article in other publications without requesting further permissions from the RSC, provided that the correct acknowledgement is given.

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