81
Views
0
CrossRef citations to date
0
Altmetric
Research Article

Energy management of hybrid energy storage system in electric vehicle using hybrid methodology

Pages 161-177 | Received 31 Mar 2023, Accepted 26 Oct 2023, Published online: 14 Feb 2024

References

  • Ahmadi, S., S. M. T. Bathaee, and A. H. Hosseinpour. 2018. “Improving Fuel Economy and Performance of a Fuel-Cell Hybrid Electric Vehicle (Fuel-Cell, Battery, and Ultra-Capacitor) Using Optimized Energy Management Strategy.” Energy Conversion and Management 160:74–84. https://doi.org/10.1016/j.enconman.2018.01.020.
  • Ayyarao, T. S., N. S. S. Ramakrishna, R.M. Elavarasan, N. Polumahanthi, M. Rambabu, G. Saini, B. Khan, and B. Alatas. 2022. “War Strategy Optimization Algorithm: A New Effective Metaheuristic Algorithm for Global Optimization.” Institute of Electrical and Electronics Engineers Access 10:25073–25105. https://doi.org/10.1109/ACCESS.2022.3153493.
  • Badji, A., D. O. Abdeslam, M. Becherif, F. Eltoumi, and N. Benamrouche. 2020. “Analyze and Evaluate of Energy Management System for Fuel Cell Electric Vehicle Based on Frequency Splitting.” Mathematics and Computers in Simulation 167:65–77. https://doi.org/10.1016/j.matcom.2019.02.014.
  • Bahrami, S., M. Nourinejad, G. Amirjamshidi, and M. J. Roorda. 2020. “The Plugin Hybrid Electric Vehicle Routing Problem: A Power-Management Strategy Model.” Transportation Research Part C: Emerging Technologies 111:318–333. https://doi.org/10.1016/j.trc.2019.12.006.
  • Bayat, P., A. Baghramian, and P. Bayat. 2018. “Implementation of Hybrid Electric Vehicle Energy Management System for Two Input Power Sources.” Journal of Energy Storage 17:423–440. https://doi.org/10.1016/j.est.2018.03.019.
  • Bradbury, K., L. Pratson, and D. Patiño-Echeverri. 2014. “Economic Viability of Energy Storage Systems Based on Price Arbitrage Potential in Real-Time US Electricity Markets.” Applied Energy 114:512–519. https://doi.org/10.1016/j.apenergy.2013.10.010.
  • Chaudhari, K., A. Ukil, K. N. Kumar, U. Manandhar, and S. K. Kollimalla. 2017. “Hybrid optimization for economic deployment of ESS in PV-integrated EV charging stations.” IEEE Transactions on Industrial Informatics 14 (1): 106–116. https://doi.org/10.1109/TII.2017.2713481.
  • Chen, H., Z. Zhang, C. Guan, and H. Gao. 2020. “Optimization of Sizing and Frequency Control in Battery/Supercapacitor Hybrid Energy Storage System for Fuel Cell Ship.” Energy 197:117285. https://doi.org/10.1016/j.energy.2020.117285.
  • Chen, Z., H. Zhang, R. Xiong, W. Shen, and B. Liu. 2021. “Energy Management Strategy of Connected Hybrid Electric Vehicles Considering Electricity and Oil Price Fluctuations: A Case Study of ten Typical Cities in China.” Journal of Energy Storage 36:102347. https://doi.org/10.1016/j.est.2021.102347.
  • Dawei, M., Z. Yu, Z. Meilan, and N. Risha. 2017. “Intelligent fuzzy energy management research for a uniaxial parallel hybrid electric vehicle.” Computers & Electrical Engineering 58:447–464. https://doi.org/10.1016/j.compeleceng.2016.03.014.
  • Dhas Bensam, S., and P. Maruthu Pandi. 2019. “A Hybrid MWOAL Approach for Fast and Efficient Maximum Power Point Tracking in Wind Energy Conversion Systems.” Journal of Renewable and Sustainable Energy 11 (3). https://doi.org/10.1063/1.5080784.
  • Du, J., X. Zhang, T. Wang, Z. Song, X. Yang, H. Wang, M. Ouyang, and X. Wu. 2018. “Battery Degradation Minimization Oriented Energy Management Strategy for Plug-In Hybrid Electric Bus with Multi-Energy Storage System.” Energy 165:153–163. https://doi.org/10.1016/j.energy.2018.09.084.
  • Eckert, J. J., L. C. de Alkmin Silva, F. G. Dedini, and F. C. Corrêa. 2020. “Electric Vehicle Powertrain and Fuzzy Control Multi-Objective Optimization, Considering Dual Hybrid Energy Storage Systems.” IEEE Transactions on Vehicular Technology 69 (4): 3773–3782. https://doi.org/10.1109/TVT.2020.2973601.
  • Elbagoury, B. M., L. Vladareanu, V. Vlădăreanu, A. B. Salem, A. M. Travediu, and M. I. Roushdy. 2023. “A Hybrid Stacked CNN and Residual Feedback GMDH-LSTM Deep Learning Model for Stroke Prediction Applied on Mobile AI Smart Hospital Platform.” Sensors 23 (7): 3500. https://doi.org/10.3390/s23073500.
  • Fathabadi, H. 2018. “Fuel Cell Hybrid Electric Vehicle (FCHEV): Novel Fuel Cell/SC Hybrid Power Generation System.” Energy Conversion and Management 156:192–201. https://doi.org/10.1016/j.enconman.2017.11.001.
  • Heuberger, C. F., P. K. Bains, and N. Mac Dowell. 2020. “The EV-Olution of the Power System: A Spatio-Temporal Optimisation Model to Investigate the Impact of Electric Vehicle Deployment.” Applied Energy 257:113715. https://doi.org/10.1016/j.apenergy.2019.113715.
  • Kannan, R., P. Rajesh, and F. H. Shajin. 2021. “Optimal Design for Super Capacitor/Battery Power Management Applied in Electric Vehicle Applications: A Hybrid Methodology.” IETE Journal of Research 69 (9): 1–17. https://doi.org/10.1080/03772063.2021.1997354.
  • Kazmierkowski, M. P. 2010. “Electric Power Systems (Review Of Modern Electric, Hybrid Electric, and Fuel Cell Vehicles: Fundamentals, Theory, and Design, Ehsani, YG and Emadi, A.; 2010)[Book News].” IEEE Industrial Electronics Magazine 4 (1): 75–75.
  • Khan, M. S., I. Ahmad, and F. Z. U. Abideen. 2019. “Output Voltage Regulation of FC-UC Based Hybrid Electric Vehicle Using Integral Backstepping Control.” Institute of Electrical and Electronics Engineers Access 7:65693–65702. https://doi.org/10.1109/ACCESS.2019.2912511.
  • Khan, Z. A., T. Hussain, and S. W. Baik. 2022. “Boosting Energy Harvesting via Deep Learning-Based Renewable Power Generation Prediction.” Journal of King Saud University-Science 34 (3): 101815. https://doi.org/10.1016/j.jksus.2021.101815.
  • Khan, Z. A., T. Hussain, and S. W. Baik. 2023. “Dual Stream Network with Attention Mechanism for Photovoltaic Power Forecasting.” Applied Energy 338:120916. https://doi.org/10.1016/j.apenergy.2023.120916.
  • Khan, Z. A., T. Hussain, I. U. Haq, F. U. M. Ullah, and S. W. Baik. 2022. “Towards Efficient and Effective Renewable Energy Prediction via Deep Learning.” Energy Reports 8:10230–10243. https://doi.org/10.1016/j.egyr.2022.08.009.
  • Khan, Z. A., T. Hussain, A. Ullah, S. Rho, M. Lee, and S. W. Baik. 2020. “Towards Efficient Electricity Forecasting in Residential and Commercial Buildings: A Novel Hybrid CNN with a LSTM-AE Based Framework.” Sensors 20 (5): 1399. https://doi.org/10.3390/s20051399.
  • Khan, Z. A., T. Hussain, A. Ullah, W. Ullah, J. Del Ser, K. Muhammad, and S. W. Baik. 2023. “Modelling Electricity Consumption During the COVID-19 Pandemic: Datasets, Models, Results and a Research Agenda.” Energy & Buildings 294:113204. https://doi.org/10.1016/j.enbuild.2023.113204.
  • Liu, C., Y. Wang, L. Wang, and Z. Chen. 2019. “Load-Adaptive Real-Time Energy Management Strategy for Battery/Ultracapacitor Hybrid Energy Storage System Using Dynamic Programming Optimization.” Journal of Power Sources 438:227024. https://doi.org/10.1016/j.jpowsour.2019.227024.
  • Montazeri-Gh, M., and K. M. Mahmoodi. 2016. “Optimized Predictive Energy Management of Plug-In Hybrid Electric Vehicle Based on Traffic Condition.” Journal of Cleaner Production 139:935–948. https://doi.org/10.1016/j.jclepro.2016.07.203.
  • Peng, J., H. He, and R. Xiong. 2017. “Rule Based Energy Management Strategy for a Series–Parallel Plug-In Hybrid Electric Bus Optimized by Dynamic Programming.” Applied Energy 185:1633–1643. https://doi.org/10.1016/j.apenergy.2015.12.031.
  • Ramasamy, K., K. Chandramohan, and D. Ghanta. 2022. “Energy Management in Plugin Hybrid Electric Vehicles with Hybrid Energy Storage System Using Hybrid Approach.” Energy Technology 10 (10): 2200355. https://doi.org/10.1002/ente.202200355.
  • Saravanan, R., O. Sobhana, M. Lakshmanan, and P. Arulkumar. 2023. “Fuel Cell Electric Vehicles Equipped with Energy Storage System for Energy Management: A Hybrid JS-RSA Approach.” Journal of Energy Storage 72:108646. https://doi.org/10.1016/j.est.2023.108646.
  • Song, Z., H. Hofmann, J. Li, J. Hou, X. Han, and M. Ouyang. 2014. “Energy Management Strategies Comparison for Electric Vehicles with Hybrid Energy Storage System.” Applied Energy 134:321–331. https://doi.org/10.1016/j.apenergy.2014.08.035.
  • Song, Z., J. Li, X. Han, L. Xu, L. Lu, M. Ouyang, and H. Hofmann. 2014. “Multi-Objective Optimization of a Semi-Active Battery/Supercapacitor Energy Storage System for Electric Vehicles.” Applied Energy 135:212–224. https://doi.org/10.1016/j.apenergy.2014.06.087.
  • Tian, Z., W. Gan, X. Zhang, B. Gu, and L. Yang. 2018. “Investigation on an Integrated Thermal Management System with Battery Cooling and Motor Waste Heat Recovery for Electric Vehicle.” Applied Thermal Engineering 136:16–27. https://doi.org/10.1016/j.applthermaleng.2018.02.093.
  • Varatharajalu, K., M. Manoharan, T. S. C. Palanichamy, and S. Subramani. 2023. “Electric Vehicle Parameter Identification and State of Charge Estimation of Li-Ion Batteries: Hybrid WSO-HDLNN Method.” ISA Transactions 142:347–359. https://doi.org/10.1016/j.isatra.2023.07.029.
  • Wu, J., Z. Wei, W. Li, Y. Wang, Y. Li, and D. U. Sauer. 2020. “Battery Thermal-And Health-Constrained Energy Management for Hybrid Electric Bus Based on Soft Actor-Critic DRL Algorithm.” IEEE Transactions on Industrial Informatics 17 (6): 3751–3761. https://doi.org/10.1109/TII.2020.3014599.
  • Xiong, R., H. Chen, C. Wang, and F. Sun. 2018. “Towards a Smarter Hybrid Energy Storage System Based on Battery and Ultracapacitor-A Critical Review on Topology and Energy Management.” Journal of Cleaner Production 202:1228–1240. https://doi.org/10.1016/j.jclepro.2018.08.134.
  • Yang, B., J. Wang, X. Zhang, J. Wang, H. Shu, S. Li, T. He, C. Lan, and T. Yu. 2020. “Applications of Battery/Supercapacitor Hybrid Energy Storage Systems for Electric Vehicles Using Perturbation Observer Based Robust Control.” Journal of Power Sources 448:227444. https://doi.org/10.1016/j.jpowsour.2019.227444.
  • Zhang, L., X. Hu, Z. Wang, J. Ruan, C. Ma, Z. Song, D. G. Dorrell, and M. G. Pecht. 2021. “Hybrid Electrochemical Energy Storage Systems: An Overview for Smart Grid and Electrified Vehicle Applications.” Renewable and Sustainable Energy Reviews 139:110581. https://doi.org/10.1016/j.rser.2020.110581.
  • Zhang, L., X. Hu, Z. Wang, F. Sun, J. Deng, and D. G. Dorrell. 2017. “Multiobjective Optimal Sizing of Hybrid Energy Storage System for Electric Vehicles.” IEEE Transactions on Vehicular Technology 67 (2): 1027–1035. https://doi.org/10.1109/TVT.2017.2762368.
  • Zhou, S., Z. Chen, D. Huang, and T. Lin. 2020. “Model Prediction and Rule Based Energy Management Strategy for a Plug-In Hybrid Electric Vehicle with Hybrid Energy Storage System.” IEEE Transactions on Power Electronics 36 (5): 926–5940. https://doi.org/10.1109/TPEL.2020.3028154.
  • Zhu, T., R. G. Wills, R. Lot, H. Ruan, and Z. Jiang. 2021. “Adaptive Energy Management of a Battery-Supercapacitor Energy Storage System for Electric Vehicles Based on Flexible Perception and Neural Network Fitting.” Applied Energy 292:116932. https://doi.org/10.1016/j.apenergy.2021.116932.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.