Abstract
Using data observed at a photovoltaic (PV) power plant at the edge of the Gurbantünggüt Desert and at an undeveloped site in the Gobi desert in the summers of 2019 and 2020, we compared and analyzed the variations of radiation and surface albedo in various wavelength bands. Components of the solar radiation received by the surface of the arid regions of China were ranked infrared (IR) > visible (VIS) > ultraviolet (UV). The observed surface albedo of the PV site was significantly lower than that at the undeveloped desert site. The mean surface albedo values for shortwave broadband (SW), IR, VIS, and UV at the PV site were 0.14, 0.15, 0.13, and 0.08, respectively, and the corresponding values for the undeveloped site were 0.22, 0.23, 0.23, and 0.10, respectively. We also developed a parametric formula for the surface albedo at the PV plant given data observed on typical sunny days. We then validated the parametric formula using observations taken in the summers of 2019 and 2020. The results showed that the parametric formula could precisely simulate variations of the surface albedo and reflected radiation of the PV plant.
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References
Andrews RW, Pearce JM (2013) The effect of spectral albedo on amorphous silicon and crystalline silicon solar photovoltaic device performance. Sol Energy 91:233–241. https://doi.org/10.1016/j.solener.2013.01.030
Baldocchi D, Kelliher FM, Black TA, Jarvis P (2000) Climate and vegetation controls on boreal zone energy exchange. Glob Change Biol 6(S1):69–83. https://doi.org/10.1046/j.1365-2486.2000.06014.x
Barron-Gafford GA, Minor RL, Allen NA, Cronin AD, Brooks AE, Pavao-Zuckerman MA (2016) The photovoltaic heat island effect: larger solar power plants increase local temperatures. Sci Rep 6:35070. https://doi.org/10.1038/srep35070
Betts AK, Ball JH (1997) Albedo over the boreal forest. J Geophys Res: Atmos 102(D24):28901–28909. https://doi.org/10.1029/96jd03876
Bücher K (1997) Site dependence of the energy collection of PV modules. Sol Energy Mater Sol Cells 47(1–4):85–94. https://doi.org/10.1016/s0927-0248(97)00028-7
Chang R, Luo Y, Zhu R (2020) Simulated local climatic impacts of large-scale photovoltaics over the barren area of Qinghai, China. Renew Energy 145:478–489. https://doi.org/10.1016/j.renene.2019.06.059
Chen Y, Ebenstein A, Greenstone M, Li H (2013) Evidence on the impact of sustained exposure to air pollution on life expectancy from China’s Huai River Policy. Proc Natl Acad Sci 110(32):12936–12941. https://doi.org/10.1073/pnas.1300018110
Deng X, Zhao C, Yan H (2013) Systematic modeling of impacts of land use and land cover changes on regional climate: a review. Adv Meteorol 2013:1–11. https://doi.org/10.1155/2013/317678
Dickinson RE (1983) Land surface processes and climate—surface albedos and energy balance. Adv Geophys 25:305–353. https://doi.org/10.1016/s0065-2687(08)60176-4
Diffey BL (1991) Solar ultraviolet radiation effects on biological systems. Phys Med Biol 36(3):299–328. https://doi.org/10.1088/0031-9155/36/3/001
Fernández EF, Soria-Moya A, Almonacid F, Aguilera J (2016) Comparative assessment of the spectral impact on the energy yield of high concentrator and conventional photovoltaic technology. Sol Energy Mater Sol Cells 147:185–197. https://doi.org/10.1016/j.solmat.2015.12.003
Hoegh-Guldberg O, Bruno JF (2010) The impact of climate change on the world’s marine ecosystems. Science 328(5985):1523–1528. https://doi.org/10.1126/science.1189930
Hu A, Levis S, Meehl GA, Han W, Washington WM, Oleson KW et al (2015) Impact of solar panels on global climate. Nat Clim Chang 6(3):290–294. https://doi.org/10.1038/nclimate2843
Idso SB, Jackson RD, Reginato RJ, Kimball BA, Nakayama FS (1975) The dependence of bare soil albedo on soil water content. J Applied Meteorol 14(1):109–113. https://doi.org/10.1175/1520-0450(1975)014<0109:TDOBSA>2.0.CO;2
Jiang J, Gao X, Lv Q, Li Z, Li P (2021) Observed impacts of utility-scale photovoltaic plant on local air temperature and energy partitioning in the barren areas. Renew Energy 174:157–169. https://doi.org/10.1016/j.renene.2021.03.148
Johnson WC, Schreiber RK, Burgess RL (1979) Diversity of small mammals in a powerline right-of-way and adjacent forest in East Tennessee. Am Midl Nat 101(1):231. https://doi.org/10.2307/2424918
Li Y, Kalnay E, Motesharrei S, Rivas J, Kucharski F, Kirk-Davidoff D et al (2018) Climate model shows large-scale wind and solar farms in the Sahara increase rain and vegetation. Science 361(6406):1019–1022. https://doi.org/10.1126/science.aar5629
Li Z, Yang J, Gao X, Yu Y, Zheng Z, Liu R et al (2019) The relationship between surface spectral albedo and soil moisture in an arid Gobi area. Theoret Appl Climatol 136:1475–1482. https://doi.org/10.1007/s00704-018-2577-3
Li P, Gao X, Li Z, Ye T, Zhou X (2022) Effects of fishery complementary photovoltaic power plant on near-surface meteorology and energy balance. Renewable Energy 187:698–709. https://doi.org/10.1016/j.renene.2022.01.118
Liu H, Wang B, Fu C (2008) Relationships between surface albedo, soil thermal parameters and soil moisture in the semi-arid area of Tongyu, northeastern China. Adv Atmos Sci 25(5):757–764. https://doi.org/10.1007/s00376-008-0757-2
Millstein D, Menon S (2011) Regional climate consequences of large-scale cool roof and photovoltaic array deployment. Environ Res Lett 6(3):034001. https://doi.org/10.1088/1748-9326/6/3/034001
Nguyen KC, Katzfey JJ, Riedl J, Troccoli A (2017) Potential impacts of solar arrays on regional climate and on array efficiency. Int J Climatol 37(11):4053–4064. https://doi.org/10.1002/joc.4995
Oleson K, Dai Y, Bonan B, Bosilovichm M, Dickinson R, Dirmeyer P et al (2016). Technical Description of the Community Land Model (CLM). https://doi.org/10.5065/D6N877R0
Paltridge GW, Platt CMR (1976) Radiative processes in meteorology and climatology. Elsevier, New York
Patz JA, Campbell-Lendrum D, Holloway T, Foley JA (2005) Impact of regional climate change on human health. Nature 438(7066):310–317. https://doi.org/10.1038/nature04188
Roxy MS, Sumithranand VB, Renuka G (2010) Variability of soil moisture and its relationship with surface albedo and soil thermal diffusivity at Astronomical Observatory, Thiruvananthapuram, south Kerala. J Earth Syst Sci 119(4):507–517. https://doi.org/10.1007/s12040-010-0038-1
Sellers PJ, Meeson BW, Hall FG, Asrar G, Murphy RE, Schiffer RA et al (1995) Remote sensing of the land surface for studies of global change: models — algorithms — experiments. Remote Sens Environ 51(1):3–26. https://doi.org/10.1016/0034-4257(94)00061-q
Shafiee S, Topal E (2009) When will fossil fuel reserves be diminished? Energy Policy 37(1):181–189. https://doi.org/10.1016/j.enpol.2008.08.016
Sharma MK, Bhattacharya J (2022) Dependence of spectral factor on angle of incidence for monocrystalline silicon based photovoltaic solar panel. Renewable Energy 184:820–829. https://doi.org/10.1016/j.renene.2021.12.019
Taha H (2013) The potential for air-temperature impact from large-scale deployment of solar photovoltaic arrays in urban areas. Sol Energy 91:358–367. https://doi.org/10.1016/j.solener.2012.09.014
Walther GR, Post E, Convey P, Menzel A, Parmesan C, Beebee TJC et al (2002) Ecological responses to recent climate change. Nature 416(6879):389–395. https://doi.org/10.1038/416389a
Wang Z, Barlage M, Zeng X, Dickinson RE, Schaaf, CB (2005) The solar zenith angle dependence of desert albedo. Geophys Res Lett 32(5):1–4. https://doi.org/10.1029/2004gl021835
Wang Z, Zeng X, Barlage M, (2007) Moderate resolution imaging spectroradiometer bidirectional reflectance distribution function–based albedo parameterization for weather and climate models. J Geophys Res 112(D2):1–16. https://doi.org/10.1029/2005jd006736
Yang F, Mitchell K, Hou YT, Dai Y, Zeng X, Wang Z, Liang XZ (2008) Dependence of land surface albedo on solar zenith angle: observations and model parameterization. J Appl Meteorol Climatol 47(11):2963–2982. https://doi.org/10.1175/2008jamc1843.1
Yang J, Li Z, Zhai P, Zhao Y, Gao X (2020) The influence of soil moisture and solar altitude on surface spectral albedo in arid area. Environmental Research Letters 15(3):035010. https://doi.org/10.1088/1748-9326/ab6ae2
Yue S, Guo M, Zou P, Wu W, Zhou X (2021) Effects of photovoltaic panels on soil temperature and moisture in desert areas. Environ Sci Pollut Res 28:17506–17518. https://doi.org/10.1007/s11356-020-11742-8
Zheng Z, Dong W, Li Z, Zhao W, Hu S, Yan X et al (2015) Observational study of surface spectral radiation and corresponding albedo over Gobi, desert, and bare loess surfaces in northwestern China. J Geophys Res: Atmos 120(3):883–896. https://doi.org/10.1002/2014jd022516
Acknowledgements
This study was financially supported by the National Key R&D Program of China (Grant No. 2018YFB1502800) and the Natural Science Foundation of China (Grant No. 41875017).
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This study was financially supported by the National Key R&D Program of China (Grant No. 2018YFB1502800) and the Natural Science Foundation of China (Grant No. 41875017).
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Jiang Ying: software, validation, investigation, data curation, writing—original draft, and visualization. Zhenchao Li: conceptualization, methodology, project administration, and funding acquisition. Liwei Yang: validation and investigation. Yue Jiang: validation and investigation. Xiaoqing Gao: conceptualization, methodology, validation, investigation, resources, supervision, project administration, and funding acquisition.
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Ying, J., Li, Z., Yang, L. et al. The characteristics and parameterizations of the surface albedo of a utility-scale photovoltaic plant in the Gobi Desert. Theor Appl Climatol 151, 1469–1481 (2023). https://doi.org/10.1007/s00704-022-04337-5
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DOI: https://doi.org/10.1007/s00704-022-04337-5