Synergy of (L1, H2, H∞) Norms for Nonlinear Optimal PEMFC Dynamic MIMO Model Reduction using a Novel ANN-BBO Approach

In this work, we present an optimal reduced order nonlinear dynamic model for proton exchange membrane fuel cell (PEMFC) using the minimization of error between original and reduced order models via (L1, H2, H∞) norms synergy optimized with biogeography-based optimization (BBO) Algorithm. The data necessary to form the autoregressive exogenous (ARX) artificial neural network (ANN) model are generated by the simulation of the dynamic model of the nonlinear PEMFC500w differential equations to extract space state matrices values. This approach is compared with Balanced Truncation (BT) model reduction method and illustrated through simulation results.

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Publication Details

Published
2025-05-25
DOI
https://doi.org/10.63070/jesc.2025.010
Primary Topic
Fuel Cells and Related Materials
Type
article
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article

Synergy of (L1, H2, H∞) Norms for Nonlinear Optimal PEMFC Dynamic MIMO Model Reduction using a Novel ANN-BBO Approach

Zohra Touati, Slami Saadi, Abdelaziz Rabehi, Hibat errahmane Benmessaoud
Fuel Cells and Related Materials
article

Synergy of (L1, H2, H∞) Norms for Nonlinear Optimal PEMFC Dynamic MIMO Model Reduction using a Novel ANN-BBO Approach

Zohra Touati, Slami Saadi, Abdelaziz Rabehi, Hibat errahmane Benmessaoud
article en

Abstract

In this work, we present an optimal reduced order nonlinear dynamic model for proton exchange membrane fuel cell (PEMFC) using the minimization of error between original and reduced order models via (L1, H2, H∞) norms synergy optimized with biogeography-based optimization (BBO) Algorithm. The data necessary to form the autoregressive exogenous (ARX) artificial neural network (ANN) model are generated by the simulation of the dynamic model of the nonlinear PEMFC500w differential equations to extract space state matrices values. This approach is compared with Balanced Truncation (BT) model reduction method and illustrated through simulation results.

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Fuel Cells and Related Materials
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