Adaptive neuro-fuzzy inference system and artificial neural network modeling of proton exchange membrane fuel cells based on nanocomposite and recast Nafion membranes

2011 ◽  
Vol 37 (4) ◽  
pp. 347-357 ◽  
Author(s):  
Mehdi Amirinejad ◽  
Naser Tavajohi-Hasankiadeh ◽  
Sayed Siavash Madaeni ◽  
Maria Assunta Navarra ◽  
Ezzat Rafiee ◽  
...  
Keyword(s):  
Proton Exchange Membrane ◽  
Fuzzy Inference ◽  
Network Modeling ◽  
Proton Exchange ◽  
Neural Network Modeling ◽  
Inference System ◽  
Artificial Neural Network Modeling ◽  
Neuro Fuzzy ◽  
Nafion Membranes ◽  
Exchange Membrane

Application of Adaptive Neuro-Fuzzy Inference System Techniques to Predict Water Activity in Proton Exchange Membrane Fuel Cell

2018 ◽  
Vol 15 (4) ◽  
Author(s):  
Khaled Mammar ◽  
Slimane Laribi
Keyword(s):  
Fuel Cell ◽  
Water Activity ◽  
Fuzzy Inference System ◽  
Proton Exchange Membrane ◽  
Fuzzy Inference ◽  
Proton Exchange ◽  
Operating Conditions ◽  
Inference System ◽  
Neuro Fuzzy ◽  
Exchange Membrane

This work defines and implements a technique to predict water activity in proton exchange membrane fuel cell. This technique is based on the electrochemical impedance spectroscopy (EIS) as sensor and adaptive neuro-fuzzy inference system (ANFIS) as estimator. For this purpose, a proton exchange membrane fuel cell (PEMFC) model has been proposed to study the performances of the fuel cell for different operating conditions where the simulation model for water activity behavior is in the proposed structure. The technique based on ANFIS predicts the PEM fuel cell relative humidity (RH) from the EIS. For creation of ANFIS training and checking database, a new method based on factorial design of experimental is used. To check the proposed technique, the ANFIS estimator will be compared with the output humidity relative observation.

scholarly journals Performance Prediction of Proton Exchange Membrane Fuel Cells (PEMFC) Using Adaptive Neuro Inference System (ANFIS)

2020 ◽  
Vol 12 (12) ◽  
pp. 4952 ◽  
Author(s):  
Tabbi Wilberforce ◽  
Abdul Ghani Olabi
Keyword(s):  
Experimental Data ◽  
Proton Exchange Membrane ◽  
Fuzzy Inference ◽  
Proton Exchange ◽  
Ambient Conditions ◽  
Inference System ◽  
Fuel Cell Performance ◽  
Neuro Fuzzy ◽  
Independent Variable ◽  
Exchange Membrane

This investigation explored the performance of PEMFC for varying ambient conditions with the aid of an adaptive neuro-fuzzy inference system. The experimental data obtained from the laboratory were initially trained using both the input and output parameters. The model that was trained was then evaluated using an independent variable. The training and testing of the model were then utilized in the prediction of the cell-characteristic performance. The model exhibited a perfect correlation between the predicted and experimental data, and this stipulates that ANFIS can predict characteristic behavior of fuel cell performance with very high accuracy.

scholarly journals Proton exchange membrane fuel cell degradation prediction based on Adaptive Neuro-Fuzzy Inference Systems

2014 ◽  
Vol 39 (21) ◽  
pp. 11128-11144 ◽  
Author(s):  
R.E. Silva ◽  
R. Gouriveau ◽  
S. Jemeï ◽  
D. Hissel ◽  
L. Boulon ◽  
...  
Keyword(s):  
Fuel Cell ◽  
Proton Exchange Membrane ◽  
Fuzzy Inference ◽  
Proton Exchange ◽  
Fuzzy Inference Systems ◽  
Neuro Fuzzy ◽  
Inference Systems ◽  
Exchange Membrane

Neural Network Modeling of Proton Exchange Membrane Fuel Cell

2010 ◽  
Vol 25 (2) ◽  
pp. 474-483 ◽  
Author(s):  
Sachin V Puranik ◽  
Ali Keyhani ◽  
Farshad Khorrami
Keyword(s):  
Neural Network ◽  
Fuel Cell ◽  
Proton Exchange Membrane ◽  
Network Modeling ◽  
Proton Exchange ◽  
Neural Network Modeling ◽  
Exchange Membrane

Neural Network Modeling for Proton Exchange Membrane Fuel Cell (PEMFC)

2010 ◽  
Vol 2 (2) ◽  
pp. 61-66
Author(s):  
M. ELSayed Youssef ◽  
Moataz H.Khalil ◽  
Khairia E.ALNAdi
Keyword(s):  
Neural Network ◽  
Fuel Cell ◽  
Proton Exchange Membrane ◽  
Network Modeling ◽  
Proton Exchange ◽  
Neural Network Modeling ◽  
Exchange Membrane

Novel grafted nafion membranes for proton-exchange membrane fuel cell applications

2010 ◽  
Vol 119 (1) ◽  
pp. 120-133 ◽  
Author(s):  
M. S. Mohy Eldin ◽  
A. A. Elzatahry ◽  
K. M. El-Khatib ◽  
E. A. Hassan ◽  
M. M. El-Sabbah ◽  
...  
Keyword(s):  
Fuel Cell ◽  
Proton Exchange Membrane ◽  
Proton Exchange ◽  
Nafion Membranes ◽  
Exchange Membrane

Operation of a proton-exchange membrane fuel cell under non-humidified conditions using thin cast Nafion membranes with different gas-diffusion media

2006 ◽  
Vol 156 (2) ◽  
pp. 294-299 ◽  
Author(s):  
S. Vengatesan ◽  
H.-J. Kim ◽  
E.A. Cho ◽  
S.U. Jeong ◽  
H.Y. Ha ◽  
...  
Keyword(s):  
Fuel Cell ◽  
Proton Exchange Membrane ◽  
Gas Diffusion ◽  
Proton Exchange ◽  
Diffusion Media ◽  
Nafion Membranes ◽  
Exchange Membrane
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