IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v337y2025ics0360544225041969.html

A low cost strategy on energy harvesting of flapping foil with time-warping optimization

Author

Listed:
  • Wang, Zhangyuan
  • Xu, Wenhua
  • Han, Xuliang
  • Li, Ruipeng
  • Gong, Jiaye
  • Cui, Weicheng
  • Fan, Dixia

Abstract

This study presents a low-cost computational fluid dynamics (CFD) combined with experimental fluid dynamics (EFD) strategy for optimizing the energy harvesting performance of a flapping foil. Utilizing a time-warping optimization approach, we develop a methodology that enhances the efficiency of energy extraction from fluid. The research encompasses a comprehensive analysis of the foil’s kinematics, time-warping model, and parametric optimization techniques, leading to a refined understanding of the underlying hydrodynamics. The integration of multitask and multi-fidelity Gaussian processes (MMGP) with multi-dimensional scaling (MDS) proves particularly instrumental in identifying optimal parameter configurations, thereby reducing the experimental data requirements significantly. The simulation results are validated through a purpose-built flapping foil rig, demonstrating the superiority of the time-warping model over traditional sinusoidal waveforms in improving energy harvesting efficiency. Furthermore, the experimental forces are independently verified through high-fidelity CFD simulations. The achievements of this study are of great significance in promoting the technological advancement of energy harvesting using flapping foil systems.

Suggested Citation

  • Wang, Zhangyuan & Xu, Wenhua & Han, Xuliang & Li, Ruipeng & Gong, Jiaye & Cui, Weicheng & Fan, Dixia, 2025. "A low cost strategy on energy harvesting of flapping foil with time-warping optimization," Energy, Elsevier, vol. 337(C).
  • Handle: RePEc:eee:energy:v:337:y:2025:i:c:s0360544225041969
    DOI: 10.1016/j.energy.2025.138554
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544225041969
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.energy.2025.138554?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Wang, Ying & Sun, Xiaojing & Huang, Diangui & Zheng, Zhongquan, 2016. "Numerical investigation on energy extraction of flapping hydrofoils with different series foil shapes," Energy, Elsevier, vol. 112(C), pages 1153-1168.
    2. Duarte, Leandro & Dellinger, Nicolas & Dellinger, Guilhem & Ghenaim, Abdellah & Terfous, Abdelali, 2021. "Experimental optimisation of the pitching structural parameters of a fully passive flapping foil turbine," Renewable Energy, Elsevier, vol. 171(C), pages 1436-1444.
    3. Xu, Wenhua & Xu, Guodong & Duan, Wenyang & Song, Zhijie & Lei, Jie, 2019. "Experimental and numerical study of a hydrokinetic turbine based on tandem flapping hydrofoils," Energy, Elsevier, vol. 174(C), pages 375-385.
    4. Li, Yunzhu & Liu, Tianyuan & Wang, Yuqi & Xie, Yonghui, 2022. "Deep learning based real-time energy extraction system modeling for flapping foil," Energy, Elsevier, vol. 246(C).
    5. Liu, Zhen & Qu, Hengliang & Song, Xinyu & Chen, Zhengshou, 2025. "A state-of-the-art review on energy-harvesting performance of the flapping hydrofoil with influential parameters," Renewable Energy, Elsevier, vol. 245(C).
    6. Karbasian, H.R. & Esfahani, J.A. & Barati, E., 2015. "Simulation of power extraction from tidal currents by flapping foil hydrokinetic turbines in tandem formation," Renewable Energy, Elsevier, vol. 81(C), pages 816-824.
    7. Karbasian, H.R. & Esfahani, J.A. & Barati, E., 2016. "The power extraction by flapping foil hydrokinetic turbine in swing arm mode," Renewable Energy, Elsevier, vol. 88(C), pages 130-142.
    8. J. Kruskal, 1964. "Multidimensional scaling by optimizing goodness of fit to a nonmetric hypothesis," Psychometrika, Springer;The Psychometric Society, vol. 29(1), pages 1-27, March.
    9. Jiang, W. & Wang, Y.L. & Zhang, D. & Xie, Y.H., 2020. "Numerical investigation into the energy extraction characteristics of 3D self-induced oscillating foil," Renewable Energy, Elsevier, vol. 148(C), pages 60-71.
    10. Deng, Jian & Wang, Shuhong & Kandel, Prabal & Teng, Lubao, 2022. "Effects of free surface on a flapping-foil based ocean current energy extractor," Renewable Energy, Elsevier, vol. 181(C), pages 933-944.
    11. Ma, Penglei & Wang, Yong & Xie, Yudong & Liu, Guijie, 2021. "Behaviors of two semi-passive oscillating hydrofoils with a tandem configuration," Energy, Elsevier, vol. 214(C).
    12. Jiang, W. & Wang, Y.L. & Zhang, D. & Xie, Y.H., 2019. "Numerical investigation into power extraction by a fully passive oscillating foil with double generators," Renewable Energy, Elsevier, vol. 133(C), pages 32-43.
    13. Zhao, Fuwang & Jiang, Qian & Wang, Zhaokun & Qadri, M. N. Mumtaz & Li, Li & Tang, Hui, 2023. "Interaction of two fully passive flapping foils arranged in tandem and its influence on flow energy harvesting," Energy, Elsevier, vol. 268(C).
    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. Liu, Zhen & Qu, Hengliang & Song, Xinyu & Chen, Zhengshou, 2025. "A state-of-the-art review on energy-harvesting performance of the flapping hydrofoil with influential parameters," Renewable Energy, Elsevier, vol. 245(C).
    2. Li, Yunzhu & Liu, Tianyuan & Wang, Yuqi & Xie, Yonghui, 2022. "Deep learning based real-time energy extraction system modeling for flapping foil," Energy, Elsevier, vol. 246(C).
    3. Dominic Cloutier & Mathieu Olivier & Guy Dumas, 2025. "A Parametric Study of a Fully Passive Oscillating Foil Turbine on a Swinging Arm in a Tandem Configuration," Energies, MDPI, vol. 18(13), pages 1-26, June.
    4. Liu, Zhen & Qu, Hengliang & Zhang, Guoliang, 2020. "Experimental and numerical investigations of a coupled-pitching hydrofoil under the fully-activated mode," Renewable Energy, Elsevier, vol. 155(C), pages 432-446.
    5. Liu, Zhen & Qu, Hengliang & Song, Xinyu & Chen, Zhengshou & Ni, Heqiang, 2023. "Energy-harvesting performance of tandem coupled-pitching hydrofoils under the semi-activated mode: An experimental study," Energy, Elsevier, vol. 279(C).
    6. Deng, Jian & Wang, Shuhong & Kandel, Prabal & Teng, Lubao, 2022. "Effects of free surface on a flapping-foil based ocean current energy extractor," Renewable Energy, Elsevier, vol. 181(C), pages 933-944.
    7. Liu, Zhen & Qu, Hengliang & Shi, Hongda, 2020. "Energy-harvesting performance of a coupled-pitching hydrofoil under the semi-passive mode," Applied Energy, Elsevier, vol. 267(C).
    8. Dominic Cloutier & Mathieu Olivier & Guy Dumas, 2025. "Parametric Study of a Fully Passive Oscillating Foil on a Swinging Arm," Energies, MDPI, vol. 18(5), pages 1-29, March.
    9. Tian, Chenye & Liu, Xiaomin, 2024. "Numerical study on the energy extraction characteristics of a flapping foil with movable lateral flaps," Renewable Energy, Elsevier, vol. 225(C).
    10. Li, Weizhong & Wang, Wen-Quan & Yan, Yan, 2020. "The effects of outline of the symmetrical flapping hydrofoil on energy harvesting performance," Renewable Energy, Elsevier, vol. 162(C), pages 624-638.
    11. Arun Raj Shanmugam & Ki Sun Park & Chang Hyun Sohn, 2023. "Comparison of the Power Extraction Performance of an Oscillating Hydrofoil Turbine with Different Deflector Designs," Energies, MDPI, vol. 16(8), pages 1-29, April.
    12. Wei Jiang & Fan Wu & Ziyue Mei & Rui Shi & Danmei Xie, 2022. "Low-Grade Flow Energy Harvesting by Low-Mass-Ratio Oscillating Bent Plate," Energies, MDPI, vol. 15(5), pages 1-19, February.
    13. Zhao, Fuwang & Jiang, Qian & Wang, Zhaokun & Qadri, M. N. Mumtaz & Li, Li & Tang, Hui, 2023. "Interaction of two fully passive flapping foils arranged in tandem and its influence on flow energy harvesting," Energy, Elsevier, vol. 268(C).
    14. Wang, Bo & Zhu, Bing & Zhang, Wei, 2019. "New type of motion trajectory for increasing the power extraction efficiency of flapping wing devices," Energy, Elsevier, vol. 189(C).
    15. Ma, Penglei & Wang, Yong & Xie, Yudong & Huo, Zhipu, 2018. "Numerical analysis of a tidal current generator with dual flapping wings," Energy, Elsevier, vol. 155(C), pages 1077-1089.
    16. Tong, Wenke & Jiang, Xue & Qin, Xiaoyu & Li, Boyang & Zhang, Baoshou & Zhang, Ni & Liu, Baoshang, 2025. "Flow-Induced Vibration and energy harvesting of three tandem-arranged hydrofoils," Energy, Elsevier, vol. 334(C).
    17. Karbasian, Hamid Reza & Esfahani, Javad Abolfazli & Aliyu, Aliyu Musa & Kim, Kyung Chun, 2022. "Numerical analysis of wind turbines blade in deep dynamic stall," Renewable Energy, Elsevier, vol. 197(C), pages 1094-1105.
    18. Roger Shepard, 1974. "Representation of structure in similarity data: Problems and prospects," Psychometrika, Springer;The Psychometric Society, vol. 39(4), pages 373-421, December.
    19. Giovanna Boccuzzo & Licia Maron, 2017. "Proposal of a composite indicator of job quality based on a measure of weighted distances," Quality & Quantity: International Journal of Methodology, Springer, vol. 51(5), pages 2357-2374, September.
    20. Busch, Christin & Specht, Kathrin & Inostroza, Luis & Falke, Matthias & Zepp, Harald, 2024. "Disentangling cultural ecosystem services co-production in urban green spaces through social media reviews," Ecosystem Services, Elsevier, vol. 70(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:eee:energy:v:337:y:2025:i:c:s0360544225041969. 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: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/energy .

    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.