A novel approach for fuel cell parameter estimation using simple Genetic Algorithm

被引：99

作者：

Priya, K. ^{[1
]}

Babu, T. Sudhakar ^{[1
]}

Balasubramanian, Karthik ^{[2
]}

Kumar, K. Sathish ^{[1
]}

Rajasekar, N. ^{[1
]}

机构：

[1] VIT Univ, Solar Energy Res Ctr, Sch Elect Engn, Vellore 632014, Tamil Nadu, India

[2] Saipem India Projects Private Ltd, Chennai 600034, Tamil Nadu, India

来源：

SUSTAINABLE ENERGY TECHNOLOGIES AND ASSESSMENTS | 2015年 / 12卷 / 46-52期

关键词：

Fuel cell parameter extraction; Proton Exchange Membrane Fuel Cell (PEMFC); Genetic Algorithm (GA); Fuel cell modelling;

D O I：

10.1016/j.seta.2015.09.001

中图分类号：

X [环境科学、安全科学];

学科分类号：

08 ; 0830 ;

摘要：

A new problem formulation for effective identification of fuel cell parameters is proposed. The proposed formulation is solved by applying Genetic Algorithm optimization technique. The algorithm steps are coded in MATLAB and the objective function is solved for PEM fuel cell. In order to estimate the performance of the proposed formulation; extensive simulations are performed with both the proposed and conventional objective functions and the results obtained are compared. Further, a comprehensive evaluation based on objective function value, convergence speed and absolute voltage error value is also made to prove the superiority of the proposed formulation over the conventional curve fitting approach. (C) 2015 Elsevier Ltd. All rights reserved.

引用

页码：46 / 52

页数：7

共 50 条

[21] Approach of parameter estimation for a chaotic system based on genetic algorithm
Dai, Dong
Ma, Xi-Kui
Li, Fu-Cai
You, Yong
2002, Science Press (51):
[22] Parameter Estimation of Fuel Cells Using a Hybrid Optimization Algorithm
Singla, Manish Kumar
Gupta, Jyoti
Singh, Beant
Nijhawan, Parag
Abdelaziz, Almoataz Y.
El-Shahat, Adel
SUSTAINABILITY, 2023, 15 (08)
[23] Parameter estimation study of polymer electrolyte membrane fuel cell using artificial hummingbird algorithm
Celik, Muhammet
Soylu, Selim
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2023, 237 (08) : 1956 - 1967
[24] Thermal and Electrical Parameter Identification of a Proton Exchange Membrane Fuel Cell Using Genetic Algorithm
Eduardo Ariza, H.
Correcher, Antonio
Sanchez, Carlos
Perez-Navarro, Angel
Garcia, Emilio
ENERGIES, 2018, 11 (08):
[25] Parameter optimization of hybrid fuel cell system based on genetic algorithm
Lai Lianfeng
Chang Ting-Cheng
PROCEEDINGS OF 2019 IEEE EURASIA CONFERENCE ON BIOMEDICAL ENGINEERING, HEALTHCARE AND SUSTAINABILITY (IEEE ECBIOS 2019), 2019, : 102 - 104
[26] Critical evaluation of Genetic Algorithm based fuel cell parameter extraction
Balasubramanian, Karthik
Jacob, Basil
Priya, K.
Sangeetha, K.
Rajasekar, N.
Babu, T. Sudhakar
CLEAN, EFFICIENT AND AFFORDABLE ENERGY FOR A SUSTAINABLE FUTURE, 2015, 75 : 1975 - 1982
[27] Induction motor Parameter Estimation Using Hybrid Genetic Algorithm
Sundareswaran, K.
Shyam, H. N.
Palani, S.
James, Joby
IEEE REGION 10 COLLOQUIUM AND THIRD INTERNATIONAL CONFERENCE ON INDUSTRIAL AND INFORMATION SYSTEMS, VOLS 1 AND 2, 2008, : 74 - +
[28] Parameter estimation of nonlinear muskingum models using genetic algorithm
Mohan, S
JOURNAL OF HYDRAULIC ENGINEERING-ASCE, 1997, 123 (02): : 137 - 142
[29] Parameter estimation of nonlinear Muskingum models using genetic algorithm
Mohan, S.
Journal of Hydraulic Engineering, 1997, 123 (02): : 137 - 142
[30] Parameter Estimation of the Bishop Photovoltaic Model Using a Genetic Algorithm
Johana Restrepo-Cuestas, Bonie
Montano, Jhon
Andres Ramos-Paja, Carlos
Adriana Trejos-Grisales, Luz
Lucia Orozco-Gutierrez, Martha
APPLIED SCIENCES-BASEL, 2022, 12 (06):

← 1 2 3 4 5 →