Real-time capable nonlinear distributed parameter observer considering two-phase flow in PEM fuel cells

Kravos, Andraž (author), Vrlić, Martin (author), Hametner, Christoph (author), Jakubek, Stefan (author), Katrašnik, Tomaž (author)

This paper presents a breakthrough in real-time capable nonlinear distributed parameter observation of spatially resolved intra-PEMFC states, which is achieved by developing an innovative PEMFC observer framework based on the Unscented Kalman Filter, novel method for determining physically motivated constraints for corrective actions, and real-time capable state-of-the-art spatially resolved physio-chemically consistent distributed parameter model considering two-phase flow. The proposed framework enables unprecedented real-time insight into the spatially distributed dynamics of water in liquid and gaseous states, as well as phase transformation, membrane water uptake, and into the impact of gas crossover effects on the mixed potential of PEMFCs just from lumped voltage, serving as an output, and current trace serving as an input. These advanced functionalities were formally confirmed by observability and comparative analysis using experimental results obtained from a segmented PEMFC and achieving very high R$^2$ values between 0.9976 to 0.9987, hence, confirming computationally-efficient beyond state-of-the-art control functionality.

• Language: English
• Keywords: fuel cell, proton exchange membrane fuel cell, modelling, two-phase flow, nonlinear distributed observer, diagnostics
• Work type: Article
• Typology: 1.01 - Original Scientific Article
• Organization: FS - Faculty of Mechanical Engineering
• Publication status: Published
• Publication version: Version of Record
• Year: 2025
• Number of pages: Str. 181–197
• Numbering: Vol. 134
• PID: 20.500.12556/RUL-169120
• UDC: 620.9
• ISSN on article: 1879-3487
• DOI: 10.1016/j.ijhydene.2025.04.321
• COBISS.SI-ID: 235672835
• Publication date in RUL: 13.05.2025

Record is a part of a journal

• Title: International journal of hydrogen energy
• Publisher: Elsevier, Hydrogen Energy Publications
• ISSN: 1879-3487
• COBISS.SI-ID: 23007749

Licences

• License: CC BY-NC 4.0, Creative Commons Attribution-NonCommercial 4.0 International
• Link: http://creativecommons.org/licenses/by-nc/4.0/
• Description: A creative commons license that bans commercial use, but the users don’t have to license their derivative works on the same terms.

Secondary language

• Language: Slovenian
• Keywords: gorivna celica s protonsko izmenjevalno membrano, modeliranje, dvofazni tok, nelinearni porazdeljeni opazovalec, diagnostika