.png){kind=icon}
Return
Identifying the PEM Fuel Cell Parameters Using Artificial Rabbits Optimization Algorithm
.png){kind=icon}
OA
AI
DOI：10.3390/su15054625.png)
.png){kind=icon}
Original request for help.png){kind=icon}
Share.png){kind=icon}
Save
Abstract
En 中文
The artificial rabbits optimization (ARO) algorithm is proposed in this article to find the optimum values for uncertain parameters for the proton exchange membrane fuel cell (PEMFC) model. The voltage-current polarization curve of the PEMFC is nonlinear, and the model used in this paper to describe it is Mann's model, which has seven uncertain parameters. The sum of square errors (SSE) between the ARO-based estimated voltages of the model and the measured voltages of the fuel cell defines the objective function. The simulation results show that the ARO technique has the best SSE compared to other optimization techniques. The precision of the ARO model is evaluated by comparing the optimized model's power-current and voltage-current curves with the measured curves of three stacks which are NedStack PS6, BCS stack 500 W, and Ballard Mark V. The results show that the estimated curves and measured curves are very close which, means a high accuracy is achieved. Moreover, the ARO method shows a fast convergence curve with a minimal standard deviation. Furthermore, the PEMFC-optimized model is studied at different temperature and pressure operating conditions.
Keywords:
PEMFC
ARO
optimization techniques
modeling
parameters extraction
uncertain parameter
polarization curve
sum of square error
Journal
IF:
3.3
Papers:
10.6W
Citations:
28.4W
Organization
Cited Papers
Laser driving and data processing concept for mobile trace gas sensing: Design and implementationOAAI
OAAIShareSaveEquilibrium optimizer for parameter extraction of a fuel cell dynamic model.png)
RENEWABLE ENERGY
RENEWABLE ENERGYIF9.1
PREAI
ShareSaveReview of the Development of First-Generation Redox Flow Batteries: Iron-Chromium SystemCHEMSUSCHEM
CHEMSUSCHEMIF6.6
PREAI
ShareSaveShareSaveDeveloping and Applying Chaotic Harris Hawks Optimization Technique for Extracting Parameters of Several Proton Exchange Membrane Fuel Cell StacksIEEE ACCESS
OAAI
IEEE ACCESSIF3.6
OAAIShareSaveShareSaveShareSaveShareSave
View more