Optimal sizing of supercapacitors for cost-effective hybridization of battery-alone energy storage systems

Abdelkader, 2018, Multi-objective genetic algorithm based sizing optimization of a stand-alone wind/PV power supply system with enhanced battery/supercapacitor hybrid energy storage, Energy, 163, 351, 10.1016/j.energy.2018.08.135 Andre, 2011, Characterization of high-power lithium-ion batteries by electrochemical impedance spectroscopy. I. Experimental investigation, J. Power Sources, 196, 5334, 10.1016/j.jpowsour.2010.12.102 Baek, 2022, Optimal sizing of battery/supercapacitor hybrid energy storage systems for frequency regulation, J. Electr. Eng. Technol., 17, 111, 10.1007/s42835-021-00867-6 Bai, 2019, H∞ control for battery/supercapacitor hybrid energy storage system used in electric vehicles, Int. J. Automot. Technol., 20, 1287, 10.1007/s12239-019-0120-x Chang, 2018, Flexible and stable high-energy lithium-sulfur full batteries with only 100% oversized lithium, Nature Commun., 9, 1, 10.1038/s41467-018-06879-7 Chen, 2020, Optimization of sizing and frequency control in battery/supercapacitor hybrid energy storage system for fuel cell ship, Energy, 197, 10.1016/j.energy.2020.117285 Chong, 2016, An optimal control strategy for standalone PV system with battery-supercapacitor hybrid energy storage system, J. Power Sources, 331, 553, 10.1016/j.jpowsour.2016.09.061 Digi-Key Electronics, 2022 Dura, 2013, Cost analysis of supercapacitor cell production, 516 Engels, 2019, Techno–economic analysis and optimal control of battery storage for frequency control services, applied to the German market, Appl. Energy, 242, 1036, 10.1016/j.apenergy.2019.03.128 Eskom Holdings SOC Ltd, 2022 Eskom Holdings SOC Ltd, 2022 Eskom Holdings SOC Ltd, 2023 Fabrycky, 1991 Faria, 2019, Power management control strategy based on artificial neural networks for standalone PV applications with a hybrid energy storage system, Energies, 12, 902, 10.3390/en12050902 Guenther, 2013, Model-based investigation of electric vehicle battery aging by means of vehicle-to-grid scenario simulations, J. Power Sources, 239, 604, 10.1016/j.jpowsour.2013.02.041 Haidl, 2019, Lifetime analysis of energy storage systems for sustainable transportation, Sustainability, 11, 6731, 10.3390/su11236731 Hajiaghasi, 2019, Hybrid energy storage system for microgrids applications: A review, J. Energy Storage, 21, 543, 10.1016/j.est.2018.12.017 Harting, 2018, State-of-health identification of lithium-ion batteries based on nonlinear frequency response analysis: First steps with machine learning, Appl. Sci., 8, 821, 10.3390/app8050821 He, 2021, Hierarchical optimal energy management strategy of hybrid energy storage considering uncertainty for a 100% clean energy town, J. Energy Storage, 41, 10.1016/j.est.2021.102917 Herrera, 2016, Adaptive energy management strategy and optimal sizing applied on a battery-supercapacitor based tramway, Appl. Energy, 169, 831, 10.1016/j.apenergy.2016.02.079 Kim, 2019, Analysis of a supercapacitor/battery hybrid power system for a bulk carrier, Appl. Sci., 9, 1547, 10.3390/app9081547 Kittner, 2017, Energy storage deployment and innovation for the clean energy transition, Nature Energy, 2, 10.1038/nenergy.2017.125 Kumar, 2019, Strategic integration of battery energy storage systems with the provision of distributed ancillary services in active distribution systems, Appl. Energy, 253, 10.1016/j.apenergy.2019.113503 Lahyani, 2016, Optimal hybridization and amortized cost study of battery/supercapacitors system under pulsed loads, J. Energy Storage, 6, 222, 10.1016/j.est.2016.01.007 Lahyani, 2012, Battery/supercapacitors combination in uninterruptible power supply (UPS), IEEE Trans. Power Electron., 28, 1509, 10.1109/TPEL.2012.2210736 Lai, 2022, Investigating greenhouse gas emissions and environmental impacts from the production of lithium-ion batteries in China, J. Clean. Prod., 372, 10.1016/j.jclepro.2022.133756 Li, 2021, Hierarchical sizing and power distribution strategy for hybrid energy storage system, Automot. Innov., 4, 440, 10.1007/s42154-021-00164-y Lygte-info, 2021 Masaki, 2018, Hierarchical power flow control of a grid-tied photovoltaic plant using a battery-supercapacitor energy storage system, Energy Procedia, 145, 32, 10.1016/j.egypro.2018.04.007 Masaki, 2019, A hierarchical predictive control for supercapacitor-retrofitted grid-connected hybrid renewable systems, Appl. Energy, 242, 393, 10.1016/j.apenergy.2019.03.049 Masaki, 2022, Fuzzy logic control of plug-in supercapacitor storage for thermoelectric management of batteries, Renew. Energy Focus, 43, 59, 10.1016/j.ref.2022.08.010 Maxwell® Technologies, 2021 Mesbahi, 2016, Combined optimal sizing and control of Li–ion battery/supercapacitor embedded power supply using hybrid particle Swarm–Nelder–Mead algorithm, IEEE Trans. Sustain. Energy, 8, 59, 10.1109/TSTE.2016.2582927 Miller, J., McCleer, P.J., Cohen, M., 2004. Energy Buffers. White Paper Maxwell Technologies, San Diego, CA, USA. Nadeem, 2018, Comparative review of energy storage systems, their roles, and impacts on future power systems, IEEE Access, 7, 4555, 10.1109/ACCESS.2018.2888497 New, 2003 N’guessan, 2020, Optimal sizing of a wind, fuel cell, electrolyzer, battery and supercapacitor system for off-grid applications, Int. J. Hydrogen Energy, 45, 5512, 10.1016/j.ijhydene.2019.05.212 Nikdel, 2014, Various battery models for various simulation studies and applications, Renew. Sustain. Energy Rev., 32, 477, 10.1016/j.rser.2014.01.048 Ortega-Arriaga, 2021, Grid versus off-grid electricity access options: A review on the economic and environmental impacts, Renew. Sustain. Energy Rev., 143, 10.1016/j.rser.2021.110864 Palacín, 2016, Why do batteries fail?, Science, 351, 10.1126/science.1253292 Parwal, 2018, Energy management for a grid-connected wave energy park through a hybrid energy storage system, Appl. Energy, 231, 399, 10.1016/j.apenergy.2018.09.146 Petit, 2016, Development of an empirical aging model for Li–ion batteries and application to assess the impact of vehicle-to-grid strategies on battery lifetime, Appl. Energy, 172, 398, 10.1016/j.apenergy.2016.03.119 Prodanov, 2020, Applying aging models for reliability assessment of supercapacitors, 1 Sellali, 2019, Fuzzy-super twisting control implementation of battery/super capacitor for electric vehicles, ISA Trans., 95, 243, 10.1016/j.isatra.2019.04.029 Singh, 2020, Artificial neural network-based dynamic power management of a DC microgrid: A hardware-in-loop real-time verification, Int. J. Ambient Energy, 1 Soloveichik, 2011, Battery technologies for large-scale stationary energy storage, Annu. Rev. Chem. Biomol. Eng., 2, 503, 10.1146/annurev-chembioeng-061010-114116 Stuve, 2014 Sun, 2018, Multi-objective component sizing for a battery-supercapacitor power supply considering the use of a power converter, Energy, 142, 436, 10.1016/j.energy.2017.10.051 Takealot Online (Pty) Ltd, 2022 Tian, 2020, Nonlinear double-capacitor model for rechargeable batteries: Modeling, identification, and validation, IEEE Trans. Control Syst. Technol., 29, 370, 10.1109/TCST.2020.2976036 Torabi, 2019 Trading Economics, 2022 Trading Economics, 2022 Turcheniuk, 2020, Battery materials for low-cost electric transportation, Mater. Today, 42, 57, 10.1016/j.mattod.2020.09.027 U.S. Department of Energy, 2020 Wang, 2014, Reliability of capacitors for DC-link applications in power electronic converters—An overview, IEEE Trans. Ind. Appl., 50, 3569, 10.1109/TIA.2014.2308357 Wang, 2022, Online state of health estimation for lithium-ion batteries based on a dual self-attention multivariate time series prediction network, Energy Rep., 8, 8953, 10.1016/j.egyr.2022.07.017 Wang, 2021, Energy management strategy and optimal sizing for hybrid energy storage systems using an evolutionary algorithm, IEEE Trans. Intell. Transp. Syst. Wang, 2011, Cycle-life model for graphite-LiFePO4 cells, J. Power Sources, 196, 3942, 10.1016/j.jpowsour.2010.11.134 Xu, 2021, Energy consumption and battery aging minimization using a Q-learning strategy for a battery/ultracapacitor electric vehicle, Energy, 229, 10.1016/j.energy.2021.120705 Zhang, 2016, A review of Li–ion battery equivalent circuit models, Trans. Electr. Electron. Mater., 17, 311, 10.4313/TEEM.2016.17.6.311 Zhu, 2020, Sizing a battery-supercapacitor energy storage system with battery degradation consideration for high-performance electric vehicles, Energy, 208, 10.1016/j.energy.2020.118336