IDEAS home Printed from https://ideas.repec.org/a/eee/chsofr/v204y2026ics0960077925017369.html

A method for ground surface temperature prediction and its applications by solving heat conduction problems under complex periodic boundary conditions

Author

Listed:
  • Zhao, Yuqin
  • Li, Gaosheng
  • Han, Fenglei
  • Lai, Ying
  • Xu, Xiangtian

Abstract

In the present study, the calculation of ground surface temperature (GST) is formulated as a heat conduction problem under complex-periodic thermal boundary conditions involving solar radiation heat flux, convective heat transfer and radiative heat transfer (RHT). By solving the heat conduction problem, we develop a quantitative functional relationship between surface heat fluxes and GST, proposing a novel method for calculating GST. Comprehensive verification and comparison with other methods of GST, demonstrate the accuracy of the method in predicting GST under different environmental and material conditions. This method clarifies the main factors affecting GST and quantifies the surface heat flux ratio and heat balance ratio under different heat fluxes. The results show that the surface heat flux from RHT is approximately 5.67ε (surface radiance) times the ground-air temperature difference, and RHT contributes nearly 50 % to the total heat transfer at higher heat flux and lower wind speed, highlighting the need to include RHT effects in predictive models of GST to reduce potential error. In addition, this work also confirms that the dynamic change of vegetation coverage also plays a critical role in the GST, so it emphasizes the need to consider this variable in the GST prediction models to enhance the accuracy.

Suggested Citation

  • Zhao, Yuqin & Li, Gaosheng & Han, Fenglei & Lai, Ying & Xu, Xiangtian, 2026. "A method for ground surface temperature prediction and its applications by solving heat conduction problems under complex periodic boundary conditions," Chaos, Solitons & Fractals, Elsevier, vol. 204(C).
  • Handle: RePEc:eee:chsofr:v:204:y:2026:i:c:s0960077925017369
    DOI: 10.1016/j.chaos.2025.117723
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960077925017369
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.chaos.2025.117723?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. Liu, Bai & Yang, Dazhi & Mayer, Martin János & Coimbra, Carlos F.M. & Kleissl, Jan & Kay, Merlinde & Wang, Wenting & Bright, Jamie M. & Xia, Xiang’ao & Lv, Xin & Srinivasan, Dipti & Wu, Yan & Beyer, H, 2023. "Predictability and forecast skill of solar irradiance over the contiguous United States," Renewable and Sustainable Energy Reviews, Elsevier, vol. 182(C).
    2. Li, Gaosheng & Zhou, Yundong & Xu, Xiangtian & Gao, Yufeng & Zhao, Yuqin & Fan, Caixia & Sun, Weijun & Wang, Yongtao & Wang, Jiwei & Zhang, Yi, 2025. "Analytical method for calculating variation and transition state duration of subsurface soil temperature under thermal disturbance conditions," Energy, Elsevier, vol. 335(C).
    3. Xu, Xiangtian & Li, Gaosheng & Zhao, Yuqin & Liu, Tiejun, 2023. "Analytical solutions for heat conduction problems with three kinds of periodic boundary conditions and their applications," Applied Mathematics and Computation, Elsevier, vol. 442(C).
    4. Susanne A. Benz & Kathrin Menberg & Peter Bayer & Barret L. Kurylyk, 2022. "Shallow subsurface heat recycling is a sustainable global space heating alternative," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    5. Futing Liu & Shuqi Qin & Kai Fang & Leiyi Chen & Yunfeng Peng & Pete Smith & Yuanhe Yang, 2022. "Divergent changes in particulate and mineral-associated organic carbon upon permafrost thaw," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    6. Hongbo Guo & Enzai Du & César Terrer & Robert B. Jackson, 2024. "Global distribution of surface soil organic carbon in urban greenspaces," Nature Communications, Nature, vol. 15(1), pages 1-9, December.
    7. Christina Schädel & Brendan M. Rogers & David M. Lawrence & Charles D. Koven & Victor Brovkin & Eleanor J. Burke & Hélène Genet & Deborah N. Huntzinger & Elchin Jafarov & A. David McGuire & William J., 2024. "Earth system models must include permafrost carbon processes," Nature Climate Change, Nature, vol. 14(2), pages 114-116, February.
    8. Alon Nissan & Uria Alcolombri & Nadav Peleg & Nir Galili & Joaquin Jimenez-Martinez & Peter Molnar & Markus Holzner, 2023. "Global warming accelerates soil heterotrophic respiration," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    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. Liao, Zhouyi & Coimbra, Carlos F.M., 2024. "Hybrid solar irradiance nowcasting and forecasting with the SCOPE method and convolutional neural networks," Renewable Energy, Elsevier, vol. 232(C).
    2. Zhenghu Zhou & Chengjie Ren & Chuankuan Wang & Manuel Delgado-Baquerizo & Yiqi Luo & Zhongkui Luo & Zhenggang Du & Biao Zhu & Yuanhe Yang & Shuo Jiao & Fazhu Zhao & Andong Cai & Gaihe Yang & Gehong We, 2024. "Global turnover of soil mineral-associated and particulate organic carbon," Nature Communications, Nature, vol. 15(1), pages 1-9, December.
    3. Wenjun Peng & Xinqiang Zou & Yanyan Huang & Hui Li, 2025. "Quantifying and Optimizing Vegetation Carbon Storage in Building-Attached Green Spaces for Sustainable Urban Development," Sustainability, MDPI, vol. 17(17), pages 1-20, September.
    4. Lee, Taewoo & Cha, Hoyeon & Kim, Jee Young & Choi, Hyeseung & Lee, Jaewon & Yun, Seunggwan & Lee, Yoo Kyung & Lee, Jechan & Jung, Ji Young & Kwon, Eilhann E., 2025. "Modifying carbon feedback by transforming arctic soil into biochar," Renewable and Sustainable Energy Reviews, Elsevier, vol. 216(C).
    5. Ji, Yongming & Guo, Xiangyu & Shen, Shouheng & He, Jinfang & Zheng, Silin & Zheng, Jinfu & Liang, Shimin & Sun, Ying & Tong, Zhen & Hu, Songtao, 2026. "Performance of a subway source heat pump demonstration project during heating season," Renewable Energy, Elsevier, vol. 259(C).
    6. Liu, Jingxuan & Zang, Haixiang & Zhang, Fengchun & Cheng, Lilin & Ding, Tao & Wei, Zhinong & Sun, Guoqiang, 2023. "A hybrid meteorological data simulation framework based on time-series generative adversarial network for global daily solar radiation estimation," Renewable Energy, Elsevier, vol. 219(P1).
    7. Soltan Mohammadi, Hesam & Ringel, Lisa Maria & Bott, Christoph & Bayer, Peter, 2024. "Adaptive management of borehole heat exchanger fields under transient groundwater flow conditions," Renewable Energy, Elsevier, vol. 234(C).
    8. Nan Jia & Lei Li & Hui Guo & Mingyu Xie, 2024. "Important role of Fe oxides in global soil carbon stabilization and stocks," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    9. Lv, Shuang & Meng, Fanxiang & Li, Tianxiao & Fu, Qiang & Xiao, Zhaoxing & Li, Mo & Hou, Renjie & Jiang, Minghao, 2025. "Analysis of changes in water-heat-carbon fluxes at different time scales and their influencing factors in the cold black soil region of Northeast China," Agricultural Water Management, Elsevier, vol. 316(C).
    10. Jun Ling & Jennifer A. J. Dungait & Manuel Delgado-Baquerizo & Zhenling Cui & Ranran Zhou & Wushuai Zhang & Qiang Gao & Yuanxue Chen & Shanchao Yue & Yakov Kuzyakov & Fusuo Zhang & Xinping Chen & Jing, 2025. "Soil organic carbon thresholds control fertilizer effects on carbon accrual in croplands worldwide," Nature Communications, Nature, vol. 16(1), pages 1-13, December.
    11. Choi, Jung & Son, Seok-Woo & Lee, Seungjik & Park, Sangdae, 2024. "Advancing global solar photovoltaic power forecasting with sub-seasonal climate outlooks," Renewable Energy, Elsevier, vol. 237(PC).
    12. Zhenrui Zhang & Hui Gao & Xiaoxia Gao & Shurui Huang & Shuli Niu & Emanuele Lugato & Xinghui Xia, 2025. "Short-term warming supports mineral-associated carbon accrual in abandoned croplands," Nature Communications, Nature, vol. 16(1), pages 1-10, December.
    13. Ma, Mengru & Zhang, Zhengfei & Chen, Jun & Xiong, Qian & Hu, Eric & Wang, Tao & Xiao, Yimin, 2025. "Physics-informed machine learning-driven active utilization of ventilation and heat exchange in large underground tunnels," Renewable Energy, Elsevier, vol. 250(C).
    14. Li, Gaosheng & Zhou, Yundong & Xu, Xiangtian & Gao, Yufeng & Zhao, Yuqin & Fan, Caixia & Sun, Weijun & Wang, Yongtao & Wang, Jiwei & Zhang, Yi, 2025. "Analytical method for calculating variation and transition state duration of subsurface soil temperature under thermal disturbance conditions," Energy, Elsevier, vol. 335(C).
    15. Yuhan Zheng & Qutu Jiang & Qiang He & Xiangming Xiao & Peter I. Macreadie & Xiao Xu & Ming Nie & Jihua Wu & Guanqiong Ye & Jiaping Wu & Jiali Gu & Lijuan Cui & Xinxin Wang & Bo Li, 2026. "Global blue carbon losses from salt marshes exceed restoration gains," Nature Communications, Nature, vol. 17(1), pages 1-14, December.
    16. Shuqi Qin & Dianye Zhang & Bin Wei & Yuanhe Yang, 2024. "Dual roles of microbes in mediating soil carbon dynamics in response to warming," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    17. Adrinek, Simona & Prestor, Joerg & Pestotnik, Simona & Rman, Nina, 2026. "Effects of groundwater flow on end-temperature of closed-loop systems used for cooling," Renewable Energy, Elsevier, vol. 256(PE).
    18. Zhang, Xiaomi & Yang, Dazhi & Zhang, Hao & Liu, Bai & Li, Mengying & Chu, Yinghao & Wang, Jingnan & Xia, Xiang’ao, 2024. "Spatial solar forecast verification with the neighborhood method and automatic threshold segmentation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 202(C).
    19. Xiaoxuan Zhang & John Gibson, 2024. "How well do gridded population estimates proxy for actual population changes? Evidence from four gridded data products and three censuses for China," Working Papers in Economics 24/07, University of Waikato.
    20. Cuicui Mu & Kun Li & Shaoda Liu & Yuguo Wei & Mei Mu & Xuexue Shang & Fumei Liu & Chunling Zhang & Hebin Liu & Tanguang Gao & Chunlin Song & Liwei Zhang & Jan Karlsson, 2025. "Recent intensified riverine CO2 emission across the Northern Hemisphere permafrost region," Nature Communications, Nature, vol. 16(1), pages 1-11, December.

    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:chsofr:v:204:y:2026:i:c:s0960077925017369. 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: Thayer, Thomas R. (email available below). General contact details of provider: https://www.journals.elsevier.com/chaos-solitons-and-fractals .

    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.