Electrochemical synthesis of MnO2/NiO/ZnO trijunction coated stainless steel substrate as a supercapacitor electrode and cyclic voltammetry behavior modeling using artificial neural network
Corresponding Author
Asma Alimi
Nanomaterials and Systems for Renewable Energy Laboratory, Research and Technology Center of Energy (CRTEn), Tunis, Tunisia
Faculty of Sciences of Tunis, University of Tunis El Manar, Tunis, Tunisia
Correspondence
Asma Alimi and Ibtissem Ben Assaker, Nanomaterials and Systems for Renewable Energy Laboratory, Research and Technology Center of Energy (CRTEn), Tunis, Tunisia.
Email: [email protected]; [email protected]
Search for more papers by this authorCorresponding Author
Ibtissem Ben Assaker
Nanomaterials and Systems for Renewable Energy Laboratory, Research and Technology Center of Energy (CRTEn), Tunis, Tunisia
Correspondence
Asma Alimi and Ibtissem Ben Assaker, Nanomaterials and Systems for Renewable Energy Laboratory, Research and Technology Center of Energy (CRTEn), Tunis, Tunisia.
Email: [email protected]; [email protected]
Search for more papers by this authorJakub Mozaryn
Institute of Automatic Control and Robotics, Warsaw University of Technology, Warsaw, Poland
Search for more papers by this authorDavid Ávila-Brande
Department of Inorganic Chemistry, Universidad Complutense de Madrid, Madrid, Spain
Search for more papers by this authorElizabeth Castillo-Martínez
Department of Inorganic Chemistry, Universidad Complutense de Madrid, Madrid, Spain
Search for more papers by this authorRadhouane Chtourou
Nanomaterials and Systems for Renewable Energy Laboratory, Research and Technology Center of Energy (CRTEn), Tunis, Tunisia
Search for more papers by this authorCorresponding Author
Asma Alimi
Nanomaterials and Systems for Renewable Energy Laboratory, Research and Technology Center of Energy (CRTEn), Tunis, Tunisia
Faculty of Sciences of Tunis, University of Tunis El Manar, Tunis, Tunisia
Correspondence
Asma Alimi and Ibtissem Ben Assaker, Nanomaterials and Systems for Renewable Energy Laboratory, Research and Technology Center of Energy (CRTEn), Tunis, Tunisia.
Email: [email protected]; [email protected]
Search for more papers by this authorCorresponding Author
Ibtissem Ben Assaker
Nanomaterials and Systems for Renewable Energy Laboratory, Research and Technology Center of Energy (CRTEn), Tunis, Tunisia
Correspondence
Asma Alimi and Ibtissem Ben Assaker, Nanomaterials and Systems for Renewable Energy Laboratory, Research and Technology Center of Energy (CRTEn), Tunis, Tunisia.
Email: [email protected]; [email protected]
Search for more papers by this authorJakub Mozaryn
Institute of Automatic Control and Robotics, Warsaw University of Technology, Warsaw, Poland
Search for more papers by this authorDavid Ávila-Brande
Department of Inorganic Chemistry, Universidad Complutense de Madrid, Madrid, Spain
Search for more papers by this authorElizabeth Castillo-Martínez
Department of Inorganic Chemistry, Universidad Complutense de Madrid, Madrid, Spain
Search for more papers by this authorRadhouane Chtourou
Nanomaterials and Systems for Renewable Energy Laboratory, Research and Technology Center of Energy (CRTEn), Tunis, Tunisia
Search for more papers by this authorFunding information: MCIN/AEI; Politechnika Warszawska, Poland; Young Researcher Encouragement Program; Tunisian Ministry of Higher Education and Scientific Research
Summary
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).
Open Research
DATA AVAILABILITY STATEMENT
Authors can confirm that all relevant data generated during this study are included in this published article.
REFERENCES
- 1Xiaoluan Z, Farajian H, Xifeng W, Ohshima K. Scheduling of renewable energy and plug-in hybrid electric vehicles based microgrid using hybrid crow—pattern search method. J Energy Storage. 2022; 47:103605.
- 2Mohamed N, Aymen F, Ali ZM, Zobaa AF, Abdel Aleem SH. Efficient power management strategy of electric vehicles based hybrid renewable energy. Sustainability. 2021; 13(13): 7351.
- 3Olabi AG, Abbas Q, Al Makky A, Abdelkareem MA. Supercapacitors as next generation energy storage devices: properties and applications. Energy. 2022; 248:123617.
- 4Priyanka S, Vinod K. Current technology of supercapacitors: a review. J Electr Mat. 2020; 49: 3520-3532.
- 5Ahmed A, Sheikh MHR, Atia TA, Juliana Z, Md AI, Abul KA. Advanced materials and technologies for hybrid supercapacitors for energy storage – a review. J Energy Storage. 2019; 25:100852.
- 6Pramitha A, Raviprakash Y. Recent developments and viable approaches for high-performance supercapacitors using transition metal-based electrode materials. J Energy Storage. 2022; 49:104120.
- 7Liang R, Du Y, Xiao P, et al. Transition metal oxide electrode materials for supercapacitors: a review of recent developments. Nanomaterials. 2021; 11: 1248.
- 8Liu H, Liu X, Wang S, Liu HK, Li L. Transition metal based battery-type electrodes in hybrid supercapacitors: a review. Energy Storage Mat. 2020; 28: 122-145.
- 9Cui M, Meng X. Overview of transition metal-based composite materials for supercapacitor electrodes. Nanoscale Adv. 2020; 2(12): 5516-5528.
- 10Wang T, Chen HC, Yu F, Zhao XS, Wang H. Boosting the cycling stability of transition metal compounds-based supercapacitors. Energy Storage Mat. 2019; 16: 545-573.
- 11Bai H, Liang S, Wei T, et al. Enhanced pseudo-capacitance and rate performance of amorphous MnO2 for supercapacitor by high Na doping and structural water content. J Power Sources. 2022; 523:231032.
- 12Wang YY, Fu QJ, Bai YY, Ning X, Yao CL. Construction and application of nanocellulose/graphene/MnO2 three-dimensional composites as potential electrode materials for supercapacitors. J Mater Sci Mater Electron. 2020; 31: 1236-1246.
- 13Xu K, Li S, Yang J, Hu J. Hierarchical hollow MnO2 nanofibers with enhanced supercapacitor performance. J Colloid Interface Sci. 2018; 513: 448-454.
- 14Swain N, Saravanakumar B, Balasingam SK, Mohanty S, Nayak SK, Ramadoss A. Construction of three-dimensional MnO2/Ni network as an efficient electrode material for high performance supercapacitors. Electrochim Acta. 2020; 342:136041.
- 15Salari H, Shabani Shayeh J. A unique 3D structured NiMoO4/MoO3 heterojunction for enhanced supercapacitor performance. Energy Fuel. 2021; 35(19): 16144-16151.
- 16Wang WD, Li XF, Zhang PP, et al. Preparation of NiCo2O4@ CoS heterojunction composite as electrodes for high-performance supercapacitors. J Electroanal Chem. 2021; 891:115257.
- 17Liu F, Jin S, Xia Q, Zhou A, Fan LZ. Research progress on construction and energy storage performance of MXene heterostructures. J Energy Chem. 2021; 62: 220-242.
- 18An C, Zhang Y, Guo H, Wang Y. Metal oxide-based supercapacitors: progress and prospectives. Nanoscale Adv. 2019; 1(12): 4644-4658.
- 19Landolsi Z, Ben Asseker I, Al Zahrani AYA, et al. A facile approach to the synthesis of bilayer hematite films for efficient photocatalytic degradation of methylene blue dye in aqueous solution. Int J Environ Anal Chem. 2022; 1-14.
- 20Braiek Z, Naceur JB, Jrad F, Ben AI, Chtourou R. Novel synthesis of graphene oxide/In2S3/TiO2 NRs heterojunction photoanode for enhanced photoelectrochemical (PEC) performance. Int J Hydrogen Energy. 2022; 47: 3655-3666.
- 21Hammami A, Assaker IB, Chtourou R. Regenerative, low-cost and switchable photoelectrochemical sensor for detection of Cu2+ using MnO2-GO heterojunction. J Solid State Electrochem. 2022; 26(1): 211-218.
- 22Sayyed SG, Mahadik MA, Shaikh AV, Jang JS, Pathan HM. Nano-metal oxide based supercapacitor via electrochemical deposition. Energy Environ. 2019; 3(7): 25-44.
- 23Zhang M, Chen Y, Yang D, Li J. High performance MnO2 supercapacitor material prepared by modified electrodeposition method with different electrodeposition voltages. J Energy Storage. 2020; 29:101363.
- 24Pu J, Shen Z, Zhong C, et al. Electrodeposition technologies for li-based batteries: new frontiers of energy storage. Adv Mater. 2020; 32(27): 1903808.
- 25Zhang H, Zheng SH, Yang L, Jin CJ, Pan LY. Investigation of fracture performance and Interface stress behavior of Zn–Zn-Al multilayer coating–304 stainless steel substrate system. J Mat Civil Eng. 2022; 34(3): 04021472.
- 26Aouini S, Bardaoui A, Sanytos DMF, Chtourou R. Hydrothermal synthesis of CuMn2O4 spinel-coated stainless steel mesh as a supercapacitor electrode. J Mat Sci Mater Electr. 2022; 33:12726-12733.
- 27Zhao Y, Hao H, Song T, Wang X, Li C, Li W. MnO2-graphene based composites for supercapacitors: synthesis, performance and prospects. J Alloys Compd. 2022; 165343: 165343.
10.1016/j.jallcom.2022.165343 Google Scholar
- 28Zhaoxia H, Xiaohui W, Chenying Q, Jian W. Research progress of MnO2 binary composites based on supercapacitors. Energy Storage Sci Technol. 2020; 9: 797-806.
- 29Racik KM, Guruprasad K, Mahendiran M, Madhavan J, Maiyalagan T, Raj MVAJ. Enhanced electrochemical performance of MnO2/NiO nanocomposite for supercapacitor electrode with excellent cycling stability. J Mater Sci Mater Electron. 2019; 30(5): 5222-5232.
- 30Cheng H, Liu Y, Zhou S, Jia J, Ji Y. Three-dimensional hierarchical CC@ ZnO@ MnO2 as electrodes for supercapacitors with high electrochemical performance. J Mater Sci Mater Electron. 2021; 32(7): 8593-8602.
- 31Vimuna VM, Athira AR, Dinesh Babu KV, Xavier TS. Simultaneous stirring and microwave assisted synthesis of nanoflakes MnO2/rGO composite electrode material for symmetric supercapacitor with enhanced electrochemical performance. Diamond Relat Mater. 2020; 110:108129.
- 32Obodo RM, Onah EO, Nsude HE, et al. Performance evaluation of graphene oxide based Co3O4@GO, MnO2@GO and Co3O4/MnO2@GO electrodes for supercapacitors. Electroananlysis. 2020; 32: 2786-2794.
- 33He W, King M, Luo X, Dooner M, Li D, Wang J. Technologies and economics of electric energy storages in power systems: review and perspective. Adv Appl Energy. 2021; 4:100060.
- 34Sharma P, Kumar V. Investigation of the behaviour of supercapacitors using theoretical models. Phys B: Condensed Matter. 2021; 619:413212.
- 35Cabrane Z, Lee SH. Electrical and mathematical modeling of supercapacitors: comparison. Energies. 2022; 15(3): 693.
- 36Rawa M, Alghamdi S, Milyani AH, et al. Thermal model of supercapacitors operating in constant power applications: new mathematical expressions for precise calculation of temperature change. J Energy Storage. 2022; 49:104121.
- 37Şahİn ME, Blaabjerg F, Sangwongwanİch A. Modelling of supercapacitors based on simplified equivalent circuit. CPSS Transact Power Electr Appl. 2021; 6(1): 31-39.
10.24295/CPSSTPEA.2021.00003 Google Scholar
- 38Liu C, Li Q, Wang K. State-of-charge estimation and remaining useful life prediction of supercapacitors. Renew Sustain Energy Rev. 2021; 150:111408.
- 39Zhou Y, Huang Y, Pang J, Wang K. Remaining useful life prediction for supercapacitor based on long short-term memory neural network. J Power Sources. 2019; 440:227149.
- 40Wang B, Wang C, Hu Q, Zhang L, Wang Z. Modeling the dynamic self-discharge effects of supercapacitors using a controlled current source based ladder equivalent circuit. J Energy Storage. 2020; 30:101473.
- 41Puri V, Jha S, Kumar R, et al. A hybrid artificial intelligence and internet of things model for generation of renewable resource of energy. IEEE Access. 2019; 7: 111181-111191.
- 42Wei N, Li C, Peng X, Zeng F, Lu X. Conventional models and artificial intelligence-based models for energy consumption forecasting: a review. J Petrol Sci Eng. 2019; 181:106187.
- 43Elsheikh AH, Sharshir SW, Abd Elaziz M, Kabeel AE, Guilan W, Haiou Z. Modeling of solar energy systems using artificial neural network: a comprehensive review. Solar Energy. 2019; 180: 622-639.
- 44Khelil CKM, Amrouche B, Kara K, Chouder A. The impact of the ANN’s choice on PV systems diagnosis quality. Energ Conver Manage. 2021; 240:114278.
- 45Abdelfattah AA, Mamdouh W, Ali MN, Abdelqawee IM. High efficient and low cost MPPT technique of photovoltaic system based on ANNs. In 2021 22nd International Middle East Power Systems Conference (MEPCON). 2021, ( 252–258). IEEE.
- 46Kharade SK, Kamat RK, Kharade KG. Artificial neural network modeling of MoS2 supercapacitor for predicative synthesis. Int J Innov Technol Explor Eng. 2019; 9: 554-560.
10.35940/ijitee.B6516.129219 Google Scholar
- 47Ren J, Lin X, Liu J, et al. Engineering early prediction of supercapacitors' cycle life using neural networks. Mat Today Energy. 2020; 18:100537.
- 48Naseri F, Karimi S, Farjah E, Schaltz E. Supercapacitor management system: a comprehensive review of modeling, estimation, balancing, and protection techniques. Renew Sustain Energy Rev. 2021; 111913-111932.
- 49Braiek Z, Brayek A, Ghoul M, et al. Electrochemical synthesis of ZnO/In2S3 core–shell nanowires for enhanced photoelectrochemical properties. J Alloys Compd. 2015; 653: 395-401.
- 50Lamouchi A, Slimi B, Ben Assaker I, Gannouni M, Chtourou R. Correlation between SSM substrate effect and physical properties of ZnO nanowires electrodeposited with or without seed layer for enhanced photoelectrochemical applications. Eur Phys J Plus. 2016; 131(6): 1-11.
- 51Moulai F, Fellahi O, Messaoudi B, Hadjersi T, Zerroual L. Electrodeposition of nanostructured γ-MnO2 film for photodegradation of rhodamine B. Ionics. 2018; 24(7): 2099-2109.
- 52Elias J, Tena-Zaera R, Lévy-Clément C. Electrodeposition of ZnO nanowires with controlled dimensions for photovoltaic applications: role of buffer layer. Thin Solid Films. 2007; 515: 8553-8557.
- 53Sadak O, Wang W, Guan J, Sundramoorthy AK, Gunasekaran S. MnO2 nanoflowers deposited on graphene paper as electrode materials for supercapacitors. ACS Appl Nano Mat. 2019; 2(7): 4386-4394.
- 54Bodurov G, Stefchev P, Ivanova T, Gesheva K. Investigation of electrodeposited NiO films as electrochromic material for counter electrodes in “smart windows”. Mater Lett. 2014; 117: 270-272.
- 55Dubal DP, Dhawale DS, Gujar TP, Lokhande CD. Effect of different modes of electrodeposition on supercapacitive properties of MnO2 thin films. Appl Surf Sci. 2011; 257(8): 3378-3382.
- 56Das M, Bhattacharyya KG. Oxidation of rhodamine B in aqueous medium in ambient conditions with raw and acid-activated MnO2, NiO, ZnO as catalysts. J Mol Catalysis A: Chem. 2014; 391: 121-129.
- 57Kim HB, Kim H, Sohn HS, Son I, Lee HS. Effect of pH on the morphological evolution of NiO thin film synthesized on ZnO nanorod arrays by electrodeposition and post-annealing. Mater Lett. 2013; 101: 65-68.
- 58Landolsi Z, Ben Assaker I, Nunes D, et al. Enhanced electrical and photocatalytic properties of porous TiO2 thin films decorated with Fe2O3 nanoparticles. J Mater Sci Mater Electron. 2020; 31(23): 20753-20773.
- 59Zhang Y, Tao Y, Shao J. Application of porous materials for the flow field in polymer electrolyte membrane fuel cells. J Power Sources. 2021; 492:229664.
- 60Kulkarni S, Puthussery D, Thakur S, Banpurkar A, Patil S. Hausmannite manganese oxide cathodes for supercapacitors: surface wettability and electrochemical properties. Electrochem Acta. 2017; 568:150915.
- 61Vadiyar MM, Bhise SC, Patil SK, et al. Contact angle measurements: a preliminary diagnostic tool for evaluating the performance of ZnFe2O4 nano-flake based supercapacitors. Chem Commun. 2016; 52: 2557-2560.
- 62Deshmukh PR, Sohn Y, Shin WG. Electrochemical performance of facile developed aqueous asymmetric (Fe,Cr)2O3//MnO2 supercapacitor. Electrochem Acta. 2018; 197: 31715.
- 63Yang P, Xiao X, Li Y, et al. Hydrogenated ZnO Core_Shell Nanocables for flexible supercapacitors and self-powered systems. Am Chem Soc Nano. 2013; 7: 2617-2626.
- 64Zhang Y, Wang B, Liu F, Cheng J, Zhang X-W, Zhang L. Full synergistic contribution of electrodeposited three-dimensional NiCo2O4@MnO2 nanosheet networks electrode for asymmetric supercapacitors, nano energy 1426. 2016.
- 65Lakshmi K, Revathi S. Rice-like ZnO architecture: An eminent electrode material for high-performance ultracapacitor application. J Inorgan Organometa Polym Mater. 2021; 31(5): 1992-2002.
- 66Yasin AS, Kim DH, Lee K. One-pot synthesis of activated carbon decorated with ZnO nanoparticles for capacitive deionization application. J Alloys Compd. 2021; 870:159422.
- 67Ranjithkumar R, Arasi SE, Sudhahar S, et al. Enhanced electrochemical studies of ZnO/CNT nanocomposite for supercapacitor devices. Phys B: Condens Matter. 2019; 568: 51-59.
- 68Chaudhary S, James LS, Kiran Kumar ABV, et al. Reduced graphene oxide/ZnO nanorods nanocomposite: structural, electrical and electrochemical properties. J Inorgan Organometa Polym Mater. 2019; 29(6): 2282-2290.
- 69Packiaraj R, Venkatesh KS, Devendran P, Bahadur SA, Nallamuthu N. Gel combustion synthesis and characterization of ZnO/NiO nanocomposite for supercapacitor application. Int J Innovative Technol Explor Eng. 2019; 9: 304-307.
10.35940/ijitee.B1206.1292S219 Google Scholar
- 70Obodo RM, Nwanya AC, Arshad M, et al. Conjugated NiO-ZnO/GO nanocomposite powder for applications in supercapacitor electrodes material. Int J Energy Res. 2020; 44(4): 3192-3202.
- 71Sivakumar S, Prabu LN. Synthesis and characterization of α-MnO2 nanoparticles for supercapacitor application. Mater Today: Proc. 2021; 47: 52-55.
- 72Obodo R, Awada C, Alshoaibi A, Okereke BO, Ezugwu SC, Ahmad I, Ezema FI. Graphitization of Enhanced Hierarchical Mno2, Nio and Mno2@ Nio for Supercapacitor Electrodes. Nio and Mno2@ Nio for Supercapacitor Electrodes.
- 73Zheng X, Zhang K, Sun Y, et al. Tunable ZnO/NiO heterojunction interface for supercapacitors electrodes by piezoelectric modulation. J Alloys Compd. 2021; 851:156902.
- 74Sayyed SG, Mahadik MA, Shaikh AV, Jang JS, Pathan HM. Nano-metal oxide based supercapacitor via electrochemical deposition. Energy Environ. 2019; 3: 25-44.
- 75Rusi MSR. Effects of electrodeposition mode and deposition cycle on the electrochemical performance of MnO2-NiO composite electrodes for high-energy-density supercapacitors. J PLoS ONE. 2016; 11:e0154566.
- 76Ming Z, Yan C, Dingyu Y, Jitao L. High performance MnO2 supercapacitor material prepared by modified electrodeposition method with different electrodeposition voltages. J Energy Storage. 2020; 29:101363.
- 77Katkar SV, Kharade KG, Kharade SK, Kamat RK. An intelligent way of modeling and simulation of WO3 for supercapacitor. Recent Stud Math Comput Sci. 2020; 3: 109-117.
- 78Fang Y, Zhang Q, Cui L. Recent progress of mesoporous materials for high performance supercapacitors. Microporous Mesoporous Mater. 2021; 314:110870.
- 79Adekoya GJ, Adekoya OC, Ugo UK, Sadiku ER, Hamam Y, Ray SS. A mini-review of artificial intelligence techniques for predicting the performance of supercapacitors. Mater Today: Proc. 2022; 62: S184-S188.