IDEAS home Printed from https://ideas.repec.org/a/spr/ijsaem/v15y2024i12d10.1007_s13198-024-02518-1.html
   My bibliography  Save this article

Renewable sources-based efficient electric vehicle charging system through power forecasting and charge scheduling

Author

Listed:
  • Sreedip Ghosh

    (MAKAUT)

  • Bedatri Moulik

    (Amity University)

  • Hemender P. Singh

    (Amity University)

  • Vikas Singh Bhadoria

    (Amity University
    Shri Vishwakarma Skill University)

Abstract

The increased rate of battery-limited Electric Vehicles (EVs) creates inadequacy in the efficient charging of vehicles. This results in EV Charging (EVC) Scheduling (EVCS) issue, which occurs due to the restricted path finding. Most of the prevailing works did not focus on the EVCS issue as well as the required charging amount and charging option for the efficient charging of EVs. Therefore, in this paper, an efficient charging system is developed by predicting the energy requirement and scheduling the charge accordingly. The process initiates from the gathering of energy from renewable sources, namely solar PV and Wind Turbines. Then, their powers are converted into AC power and stored in the battery. Further, power forecasting is done using the 2NF-DenseNet algorithm. It determines whether the obtained power is enough to schedule the EV efficiently. Based on the predicted power, the optimal charge scheduling is optimally performed by using the proposed Si-BEOA method. The experimental outcome exhibits that the proposed approach scheduled charge within 5 s and forecasted power accurately with 0.85% MAPE and 113.24% MAE when compared with the existing techniques.

Suggested Citation

  • Sreedip Ghosh & Bedatri Moulik & Hemender P. Singh & Vikas Singh Bhadoria, 2024. "Renewable sources-based efficient electric vehicle charging system through power forecasting and charge scheduling," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 15(12), pages 5528-5547, December.
    • Handle: RePEc:spr:ijsaem:v:15:y:2024:i:12:d:10.1007_s13198-024-02518-1
    DOI: 10.1007/s13198-024-02518-1
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s13198-024-02518-1
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s13198-024-02518-1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Andreea Sabadus & Marius Paulescu, 2021. "On the Nature of the One-Diode Solar Cell Model Parameters," Energies, MDPI, vol. 14(13), pages 1-10, July.
    2. Izabela Zoltowska & Jeremy Lin, 2021. "Optimal Charging Schedule Planning for Electric Buses Using Aggregated Day-Ahead Auction Bids," Energies, MDPI, vol. 14(16), pages 1-18, August.
    3. Fazlur Rashid & Md. Emdadul Hoque & Muhammad Aziz & Talukdar Nazmus Sakib & Md. Tariqul Islam & Raihan Moker Robin, 2021. "Investigation of Optimal Hybrid Energy Systems Using Available Energy Sources in a Rural Area of Bangladesh," Energies, MDPI, vol. 14(18), pages 1-24, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Nabi, Md Nurun & Rasul, Mohammad G. & Hazrat, M.A. & Rashid, Fazlur, 2024. "Investigation of the effect of ether oxygenated additives on diesel engine performance, combustion, and exhaust emissions - An experimental approach," Energy, Elsevier, vol. 304(C).
    2. Kayhan Alamatsaz & Sadam Hussain & Chunyan Lai & Ursula Eicker, 2022. "Electric Bus Scheduling and Timetabling, Fast Charging Infrastructure Planning, and Their Impact on the Grid: A Review," Energies, MDPI, vol. 15(21), pages 1-39, October.
    3. Yan Bao & Fangyu Chang & Jinkai Shi & Pengcheng Yin & Weige Zhang & David Wenzhong Gao, 2022. "An Approach for Pricing of Charging Service Fees in an Electric Vehicle Public Charging Station Based on Prospect Theory," Energies, MDPI, vol. 15(14), pages 1-20, July.
    4. Antonio Perrelli & Eduardo Sodré & Vinícius Silva & Alex Santos, 2023. "Maximizing Returns and Minimizing Risks in Hybrid Renewable Energy Systems: A Stochastic Discounted Cash Flow Analysis of Wind and Photovoltaic Systems in Brazil," Energies, MDPI, vol. 16(19), pages 1-19, September.
    5. Amra Jahic & Felix Heider & Maik Plenz & Detlef Schulz, 2022. "Flexibility Quantification and the Potential for Its Usage in the Case of Electric Bus Depots with Unidirectional Charging," Energies, MDPI, vol. 15(10), pages 1-18, May.
    6. Laetitia Uwineza & Hyun-Goo Kim & Jan Kleissl & Chang Ki Kim, 2022. "Technical Control and Optimal Dispatch Strategy for a Hybrid Energy System," Energies, MDPI, vol. 15(8), pages 1-19, April.
    7. Adrian Barchański & Renata Żochowska & Marcin Jacek Kłos, 2022. "A Method for the Identification of Critical Interstop Sections in Terms of Introducing Electric Buses in Public Transport," Energies, MDPI, vol. 15(20), pages 1-37, October.
    8. Issoufou Tahirou Halidou & Harun Or Rashid Howlader & Mahmoud M. Gamil & M. H. Elkholy & Tomonobu Senjyu, 2023. "Optimal Power Scheduling and Techno-Economic Analysis of a Residential Microgrid for a Remotely Located Area: A Case Study for the Sahara Desert of Niger," Energies, MDPI, vol. 16(8), pages 1-23, April.
    9. Ali Saadon Al-Ogaili & Ali Q. Al-Shetwi & Thanikanti Sudhakar Babu & Yap Hoon & Majid A. Abdullah & Ameer Alhasan & Ammar Al-Sharaa, 2021. "Electric Buses in Malaysia: Policies, Innovations, Technologies and Life Cycle Evaluations," Sustainability, MDPI, vol. 13(21), pages 1-22, October.
    10. Md. Rashedul Islam & Homeyra Akter & Harun Or Rashid Howlader & Tomonobu Senjyu, 2022. "Optimal Sizing and Techno-Economic Analysis of Grid-Independent Hybrid Energy System for Sustained Rural Electrification in Developing Countries: A Case Study in Bangladesh," Energies, MDPI, vol. 15(17), pages 1-21, September.
    11. Teresa Pamuła & Danuta Pamuła, 2022. "Prediction of Electric Buses Energy Consumption from Trip Parameters Using Deep Learning," Energies, MDPI, vol. 15(5), pages 1-19, February.
    12. Heyam Al-Najjar & Christoph Pfeifer & Rafat Al Afif & Hala J. El-Khozondar, 2022. "Performance Evaluation of a Hybrid Grid-Connected Photovoltaic Biogas-Generator Power System," Energies, MDPI, vol. 15(9), pages 1-22, April.
    13. Luca Di Persio & Nicola Fraccarolo, 2023. "Investment and Bidding Strategies for Optimal Transmission Management Dynamics: The Italian Case," Energies, MDPI, vol. 16(16), pages 1-16, August.
    14. Hasan Alkahtani & Theyazn H. H. Aldhyani & Saleh Nagi Alsubari, 2023. "Application of Artificial Intelligence Model Solar Radiation Prediction for Renewable Energy Systems," Sustainability, MDPI, vol. 15(8), pages 1-21, April.
    15. Maher G. M. Abdolrasol & Mahammad Abdul Hannan & S. M. Suhail Hussain & Taha Selim Ustun & Mahidur R. Sarker & Pin Jern Ker, 2021. "Energy Management Scheduling for Microgrids in the Virtual Power Plant System Using Artificial Neural Networks," Energies, MDPI, vol. 14(20), pages 1-19, October.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:ijsaem:v:15:y:2024:i:12:d:10.1007_s13198-024-02518-1. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.