A correlation for optimal steam-to-fuel ratio in a biogas-fueled solid oxide fuel cell with internal steam reforming by using Artificial Neural Networks

被引:8
|
作者
Mehrabian, Morteza [1 ]
Mahmoudimehr, Javad [1 ]
机构
[1] Univ Guilan, Fac Mech Engn, Rasht, Iran
关键词
Artificial Neural Networks; Biogas-fueled solid oxide fuel cell; Internal steam reforming; Numerical study; Optimal steam -to -fuel ratio; SYNGAS PRODUCTION; CARBON FORMATION; GAS-TURBINE; SOFC; METHANE; PLANAR; ANODE; PERFORMANCE; ELECTROLYTE; ENERGY;
D O I
10.1016/j.renene.2023.119397
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
It is a challenge to find the optimal amount of water steam to be added to the fuel in a biogas-fueled solid oxide fuel cell (SOFC). An under-optimal steam fraction impedes steam reforming reactions, while an over-optimal steam fraction reduces SOFC performance due to a fuel shortage. Water production inside the cell, as a result of electrochemical reactions, and the carbon deposition issue rises the complexity of the problem. The main novelty of the current study is to propose a mathematical correlation for the optimal steam-to-biogas ratio as a function of operating temperature and biogas composition using a 3D simulation-trained Artificial Neural Network (ANN). This correlation can be simply used without having to study the complex phenomena inside the biogas-fueled SOFC. The results indicate the optimal steam-to-fuel ratio is highly dependent on the temperature and biogas methane content; that is, for a temperature range of 873K-1273K and a biogas CH4/CO2 range of 0.82-3, the optimal steam-to-fuel ratio varies within a range of 0.3-1.3. It is also observed that the optimal steam-to-fuel ratio decreases with temperature, but increases with the biogas methane content. The ANNproduced correlation shows a good agreement with the simulation results and can be reliably used by engineers.
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页数:16
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