IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v330y2023ipbs0306261922016178.html
   My bibliography  Save this article

Modelling pavement photovoltaic arrays with cellular automata

Author

Listed:
  • Mao, Mingxuan
  • Chen, Siyu
  • Yan, Jinyue

Abstract

This paper proposes a dynamic modelling of two-lane pavement photovoltaic (PV) arrays based on cellular automata theory, and the influence of random vehicle shadows on the output characteristics is explored and analysed. In the proposed model, a mathematical model of two-lane pavement PV array is established with considering the influence of bypass diodes and blocking diodes. In order to characterize the change of irradiation intensity caused by vehicle shadow, an asymmetric two-lane Nagel-Scheckenberg (ATNS) model is introduced in the driving process of vehicles. Moreover, the vehicle position at each time is obtained to further establish the randomly changing vehicle shadow matrix. The actual irradiance matrix can be obtained by combining vehicle shadow matrix with the irradiance matrix related to the external environment, and then a dynamic model of two-lane pavement PV arrays is established. To evaluate the effectiveness of the proposed model, the influence of the slowing probability and shading degree on the proposed model is analysed, where three representative scenarios are set to study the randomness of vehicle shading and its effects. Finally, simulations and experiments are conducted and the results show that the slowing probability and shading degree are the key two factors on the output characteristics of two-lane pavement PV arrays, and the dynamic random vehicle shadows significantly affect the output characteristics, resulting in a changing multi-peak state of the power-voltage curve and the global maximum power point being in a floating fast-changing state.

Suggested Citation

  • Mao, Mingxuan & Chen, Siyu & Yan, Jinyue, 2023. "Modelling pavement photovoltaic arrays with cellular automata," Applied Energy, Elsevier, vol. 330(PB).
  • Handle: RePEc:eee:appene:v:330:y:2023:i:pb:s0306261922016178
    DOI: 10.1016/j.apenergy.2022.120360
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0306261922016178
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.apenergy.2022.120360?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. Jinyue Yan & Ying Yang & Pietro Elia Campana & Jijiang He, 2019. "City-level analysis of subsidy-free solar photovoltaic electricity price, profits and grid parity in China," Nature Energy, Nature, vol. 4(8), pages 709-717, August.
    2. Hu, Hengwu & Vizzari, Domenico & Zha, Xudong & Roberts, Ronald, 2021. "Solar pavements: A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
    3. Sai Krishna, G. & Moger, Tukaram, 2021. "A novel adaptive dynamic photovoltaic reconfiguration system to mitigate mismatch effects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 141(C).
    4. Peng, Lele & Zheng, Shubin & Chai, Xiaodong & Li, Liming, 2018. "A novel tangent error maximum power point tracking algorithm for photovoltaic system under fast multi-changing solar irradiances," Applied Energy, Elsevier, vol. 210(C), pages 303-316.
    5. López-Escalante, M.C. & Fernández-Rodríguez, M. & Caballero, L.J. & Martín, F. & Gabás, M. & Ramos-Barrado, J.R., 2018. "Novel encapsulant architecture on the road to photovoltaic module power output increase," Applied Energy, Elsevier, vol. 228(C), pages 1901-1910.
    6. Sánchez Reinoso, Carlos R. & Milone, Diego H. & Buitrago, Román H., 2013. "Simulation of photovoltaic centrals with dynamic shading," Applied Energy, Elsevier, vol. 103(C), pages 278-289.
    7. Silvestre, S. & Boronat, A. & Chouder, A., 2009. "Study of bypass diodes configuration on PV modules," Applied Energy, Elsevier, vol. 86(9), pages 1632-1640, September.
    8. Pei, Jianzhong & Zhou, Bochao & Lyu, Lei, 2019. "e-Road: The largest energy supply of the future?," Applied Energy, Elsevier, vol. 241(C), pages 174-183.
    9. Zheng, Zuduo, 2014. "Recent developments and research needs in modeling lane changing," Transportation Research Part B: Methodological, Elsevier, vol. 60(C), pages 16-32.
    10. Wang, J. & Xiao, F. & Zhao, H., 2021. "Thermoelectric, piezoelectric and photovoltaic harvesting technologies for pavement engineering," Renewable and Sustainable Energy Reviews, Elsevier, vol. 151(C).
    11. Nasir, Diana S.N.M. & Hughes, Ben Richard & Calautit, John Kaiser, 2017. "A CFD analysis of several design parameters of a road pavement solar collector (RPSC) for urban application," Applied Energy, Elsevier, vol. 186(P3), pages 436-449.
    12. Li, Jianglong & Huang, Jiashun, 2020. "The expansion of China's solar energy: Challenges and policy options," Renewable and Sustainable Energy Reviews, Elsevier, vol. 132(C).
    13. Li, Senji & Chen, Zhenwu & Liu, Xing & Zhang, Xiaochun & Zhou, Yong & Gu, Wenbo & Ma, Tao, 2021. "Numerical simulation of a novel pavement integrated photovoltaic thermal (PIPVT) module," Applied Energy, Elsevier, vol. 283(C).
    14. Chen, Xiaoyang & Du, Yang & Lim, Enggee & Wen, Huiqing & Yan, Ke & Kirtley, James, 2020. "Power ramp-rates of utility-scale PV systems under passing clouds: Module-level emulation with cloud shadow modeling," Applied Energy, Elsevier, vol. 268(C).
    15. Gao, Yuan & Dong, Jianfei & Isabella, Olindo & Santbergen, Rudi & Tan, Hairen & Zeman, Miro & Zhang, Guoqi, 2019. "Modeling and analyses of energy performances of photovoltaic greenhouses with sun-tracking functionality," Applied Energy, Elsevier, vol. 233, pages 424-442.
    16. Yang, Liu & Zheng, Jianlong & Cheng, Yang & Ran, Bin, 2019. "An asymmetric cellular automata model for heterogeneous traffic flow on freeways with a climbing lane," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 535(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mao, Mingxuan & Chen, Siyu & Zhao, Liuqing & Feng, Xinying & Ma, Fuping, 2023. "Pavement PV array reconfiguration strategy based on traveling salesman problem," Energy, Elsevier, vol. 284(C).

    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. Zhang, Yijie & Ma, Tao & Yang, Hongxing & Li, Zongyu & Wang, Yuhong, 2023. "Simulation and experimental study on the energy performance of a pre-fabricated photovoltaic pavement," Applied Energy, Elsevier, vol. 342(C).
    2. Chenchen Li & Shifu Liu & Hongduo Zhao & Yu Tian, 2022. "Performance Assessment and Comparison of Two Piezoelectric Energy Harvesters Developed for Pavement Application: Case Study," Sustainability, MDPI, vol. 14(2), pages 1-11, January.
    3. Yiqing Dai & Yan Yin & Yundi Lu, 2021. "Strategies to Facilitate Photovoltaic Applications in Road Structures for Energy Harvesting," Energies, MDPI, vol. 14(21), pages 1-14, October.
    4. Yuanlong Cui & Fan Zhang & Yiming Shao & Ssennoga Twaha & Hui Tong, 2022. "Techno-Economic Comprehensive Review of State-of-the-Art Geothermal and Solar Roadway Energy Systems," Sustainability, MDPI, vol. 14(17), pages 1-50, September.
    5. Chen, Xiaoyang & Du, Yang & Lim, Enggee & Wen, Huiqing & Yan, Ke & Kirtley, James, 2020. "Power ramp-rates of utility-scale PV systems under passing clouds: Module-level emulation with cloud shadow modeling," Applied Energy, Elsevier, vol. 268(C).
    6. Ghalandari, Taher & Kia, Alalea & Taborda, David M.G. & Van den bergh, Wim & Vuye, Cedric, 2023. "Thermal performance optimisation of Pavement Solar Collectors using response surface methodology," Renewable Energy, Elsevier, vol. 210(C), pages 656-670.
    7. Ghalandari, Taher & Baetens, Robin & Verhaert, Ivan & SNM Nasir, Diana & Van den bergh, Wim & Vuye, Cedric, 2022. "Thermal performance of a controllable pavement solar collector prototype with configuration flexibility," Applied Energy, Elsevier, vol. 313(C).
    8. Chen, Xiaoyang & Du, Yang & Lim, Enggee & Fang, Lurui & Yan, Ke, 2022. "Towards the applicability of solar nowcasting: A practice on predictive PV power ramp-rate control," Renewable Energy, Elsevier, vol. 195(C), pages 147-166.
    9. Yuan, Dongdong & Jiang, Wei & Sha, Aimin & Xiao, Jingjing & Shan, Jinhuan & Wang, Di, 2022. "Energy output and pavement performance of road thermoelectric generator system," Renewable Energy, Elsevier, vol. 201(P2), pages 22-33.
    10. Silvestre, Santiago & Kichou, Sofiane & Chouder, Aissa & Nofuentes, Gustavo & Karatepe, Engin, 2015. "Analysis of current and voltage indicators in grid connected PV (photovoltaic) systems working in faulty and partial shading conditions," Energy, Elsevier, vol. 86(C), pages 42-50.
    11. Gholikhani, Mohammadreza & Roshani, Hossein & Dessouky, Samer & Papagiannakis, A.T., 2020. "A critical review of roadway energy harvesting technologies," Applied Energy, Elsevier, vol. 261(C).
    12. Belhaouas, N. & Cheikh, M.-S. Ait & Agathoklis, P. & Oularbi, M.-R. & Amrouche, B. & Sedraoui, K. & Djilali, N., 2017. "PV array power output maximization under partial shading using new shifted PV array arrangements," Applied Energy, Elsevier, vol. 187(C), pages 326-337.
    13. Li, Guiqiang & Jin, Yi & Akram, M.W. & Chen, Xiao & Ji, Jie, 2018. "Application of bio-inspired algorithms in maximum power point tracking for PV systems under partial shading conditions – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P1), pages 840-873.
    14. Ebrahim Hamid Hussein Al-Qadami & Zahiraniza Mustaffa & Mohamed E. Al-Atroush, 2022. "Evaluation of the Pavement Geothermal Energy Harvesting Technologies towards Sustainability and Renewable Energy," Energies, MDPI, vol. 15(3), pages 1-26, February.
    15. Xu, Huining & Shi, Hao & Tan, Yiqiu & Ye, Qing & Liu, Xiujie, 2022. "Modeling and assessment of operation economic benefits for hydronic snow melting pavement system," Applied Energy, Elsevier, vol. 326(C).
    16. Libo Zhang & Qian Du & Dequn Zhou, 2021. "Grid Parity Analysis of China’s Centralized Photovoltaic Generation under Multiple Uncertainties," Energies, MDPI, vol. 14(7), pages 1-19, March.
    17. Zhao, Jing & Knoop, Victor L. & Wang, Meng, 2020. "Two-dimensional vehicular movement modelling at intersections based on optimal control," Transportation Research Part B: Methodological, Elsevier, vol. 138(C), pages 1-22.
    18. Rezk, Hegazy & AL-Oran, Mazen & Gomaa, Mohamed R. & Tolba, Mohamed A. & Fathy, Ahmed & Abdelkareem, Mohammad Ali & Olabi, A.G. & El-Sayed, Abou Hashema M., 2019. "A novel statistical performance evaluation of most modern optimization-based global MPPT techniques for partially shaded PV system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 115(C).
    19. Zhufei Huang & Zihan Zhang & Haijian Li & Lingqiao Qin & Jian Rong, 2019. "Determining Appropriate Lane-Changing Spacing for Off-Ramp Areas of Urban Expressways," Sustainability, MDPI, vol. 11(7), pages 1-15, April.
    20. Marian Liberos & Raúl González-Medina & Gabriel Garcerá & Emilio Figueres, 2019. "A Method to Enhance the Global Efficiency of High-Power Photovoltaic Inverters Connected in Parallel," Energies, MDPI, vol. 12(11), pages 1-19, June.

    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:appene:v:330:y:2023:i:pb:s0306261922016178. 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.elsevier.com/wps/find/journaldescription.cws_home/405891/description#description .

    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.