Electrochemical synthesis of MnO2/NiO/ZnO trijunction coated stainless steel substrate as a supercapacitor electrode and cyclic voltammetry behavior modeling using artificial neural network

被引:17
作者
Alimi, Asma [1 ,2 ]
Ben Assaker, Ibtissem [1 ]
Mozaryn, Jakub [3 ]
Avila-Brande, David [4 ]
Castillo-Martinez, Elizabeth [4 ]
Chtourou, Radhouane [1 ]
机构
[1] Res & Technol Ctr Energy CRTEn, Nanomat & Syst Renewable Energy Lab, Tunis, Tunisia
[2] Univ Tunis El Manar, Fac Sci Tunis, Tunis, Tunisia
[3] Warsaw Univ Technol, Inst Automat Control & Robot, Warsaw, Poland
[4] Univ Complutense Madrid, Dept Inorgan Chem, Madrid, Spain
关键词
artificial neural network; electrodeposition; MnO2; NiO; ZnO NWs trijunction electrode; stainless steel substrate; supercapacitor application; NANOCOMPOSITE; ZNO; NIO; PERFORMANCE; MNO2; NANOWIRES; FILM;
D O I
10.1002/er.8380
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Considering the limit of resources and the frequent use of energy, energy storage is nowadays the subject that everyone cares about. In the present work, we investigate trijunction metal oxides as supercapacitor electrode for energy storage application. A MnO2/NiO/ZnO trijunction electrode is synthesized for the first time using a successive three electrochemical deposition steps onto stainless steel (SS) substrate. This approach can effectively yield a good distribution and adhesion of all metal oxides onto the substrate with enhanced hydrophilicity and wettability. The specific capacitance of this trijunction electrode, as studied by cyclic voltammetry was higher than that of individual metal oxide electrodes. The maximum specific capacitance was estimated to be 1569.75 g(-1) at a scan rate of 5 mV s(-1). The enhanced electrochemical performance of this trijunction electrode compared to single metal oxide electrodes (MnO2, NiO, or ZnO) is mainly due to the improvement of ion and electron transportation pathways in the combination of three metal oxides electrode. In addition, this study presents an Artificial Neural Network (ANN) model to predict cyclic voltammetry behavior of the prepared trijunction supercapacitor electrode, with a high satisfactory performance for the predicted performance with <0.05% error. The low and simply synthesized hierarchical trijunction electrode with superior electrochemical performance and the good correlation between experimental and theoretical results prove huge potential for its practical application in supercapacitors (SCs).
引用
收藏
页码:17163 / 17179
页数:17
相关论文
共 77 条
[1]  
Abdelfattah Alzhraa A., 2021, 2021 22nd International Middle East Power Systems Conference (MEPCON), P252, DOI 10.1109/MEPCON50283.2021.9686241
[2]   A mini-review of artificial intelligence techniques for predicting the performance of supercapacitors [J].
Adekoya, Gbolahan Joseph ;
Adekoya, Oluwasegun Chijioke ;
Ugo, Ugonna Kingsley ;
Sadiku, Emmanuel Rotimi ;
Hamam, Yskandar ;
Ray, Suprakas Sinha .
MATERIALS TODAY-PROCEEDINGS, 2022, 62 :S184-S188
[3]   Advanced materials and technologies for hybrid supercapacitors for energy storage - A review [J].
Afir, Ahmed ;
Rahman, Sheikh M. H. ;
Azad, Atia Tasfiah ;
Zaini, Juliana ;
Islan, Md Aminul ;
Azad, Abul Kalam .
JOURNAL OF ENERGY STORAGE, 2019, 25
[4]   Metal oxide-based supercapacitors: progress and prospectives [J].
An, Cuihua ;
Zhang, Yan ;
Guo, Huinan ;
Wang, Yijing .
NANOSCALE ADVANCES, 2019, 1 (12) :4644-4658
[5]   Hydrothermal synthesis of CuMn2O4 spinel-coated stainless steel mesh as a supercapacitor electrode [J].
Aouini, Souha ;
Bardaoui, Afrah ;
Santos, Diogo M. F. ;
Chtourou, Radhouane .
JOURNAL OF MATERIALS SCIENCE-MATERIALS IN ELECTRONICS, 2022, 33 (16) :12726-12733
[6]   Enhanced pseudo-capacitance and rate performance of amorphous MnO2 for supercapacitor by high Na doping and structural water content [J].
Bai, He ;
Liang, Shichuan ;
Wei, Tong ;
Zhou, Qihang ;
Shi, Mengjiao ;
Jiang, Zimu ;
Feng, Jing ;
Zhang, Mingyi ;
Fan, Zhuangjun .
JOURNAL OF POWER SOURCES, 2022, 523
[7]   Investigation of electrodeposited NiO films as electrochromic material for counter electrodes in "Smart Windows" [J].
Bodurov, G. ;
Stefchev, P. ;
Ivanova, T. ;
Gesheva, K. .
MATERIALS LETTERS, 2014, 117 :270-272
[8]   Novel synthesis of graphene oxide/In2S3/TiO2 NRs heterojunction photoanode for enhanced photoelectrochemical (PEC) performance [J].
Braiek, Z. ;
Ben Naceur, J. ;
Jrad, F. ;
Ben Assaker, I ;
Chtourou, R. .
INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2022, 47 (06) :3655-3666
[9]   Electrochemical synthesis of ZnO/In2S3 core-shell nanowires for enhanced photoelectrochemical properties [J].
Braiek, Z. ;
Brayek, A. ;
Ghoul, M. ;
Ben Taieb, S. ;
Gannouni, M. ;
Ben Assaker, I. ;
Souissi, A. ;
Chtourou, R. .
JOURNAL OF ALLOYS AND COMPOUNDS, 2015, 653 :395-401
[10]   Electrical and Mathematical Modeling of Supercapacitors: Comparison [J].
Cabrane, Zineb ;
Lee, Soo Hyoung .
ENERGIES, 2022, 15 (03)