Time-series variation and attribution analysis of downward shortwave radiation over the Yunnan-Kweichow plateau from 1984 to 2018

References

• Atta-ur-Rahman, and Muhammad Dawood. 2016. “Spatio-Statistical Analysis of Temperature Fluctuation Using Mann–Kendall and Sen’s Slope Approach.” Climate Dynamics 48 (3–4): 783–797. doi:10.1007/s00382-016-3110-y.
   Web of Science ®Google Scholar
• Bao, Shanhu, Husi Letu, Jun Zhao, Huazhe Shang, Yonghui Lei, Anmin Duan, Bing Chen, et al. 2019. “Spatiotemporal Distributions of Cloud Parameters and Their Response to Meteorological Factors over the Tibetan Plateau During 2003–2015 Based on MODIS Data.” International Journal of Climatology 39: 532–543. doi:10.1002/joc.5826.
   Web of Science ®Google Scholar
• Bollasina, Massimo, and Sumant Nigam. 2009. “Absorbing Aerosols and Pre-Summer Monsoon Hydroclimate Variability Over the Indian Subcontinent: The Challenge in Investigating Links.” Atmospheric Research 94 (2): 338–344. doi:10.1016/j.atmosres.2009.06.008.
   Web of Science ®Google Scholar
• Cui, Xiaolin, Qian Wang, and Shuai Zhang. 2021. “Correlation of the Downward Shortwave Radiation Changes and El Nino: A Case Study of Qinling-Huaihe Region.” Journal of Geomatics 46: 2095–6045. doi:10.14188/j.2095-6045.2018338.
   Google Scholar
• DeVries, Ben, Jan Verbesselt, Lammert Kooistra, and Martin Herold. 2015. “Robust Monitoring of Small-Scale Forest Disturbances in a Tropical Montane Forest Using Landsat Time Series.” Remote Sensing of Environment 161: 107–121. doi:10.1016/j.rse.2015.02.012.
   Web of Science ®Google Scholar
• Duan, Guo, and Ruomei Zhong. 2020. “Study on the Characteristics of Downward Shortwave Radiation in China from 2007 to 2014.” Climate Change Research Letters 9 (4): 285–298. doi:10.12677/ccrl.2020.94032.
   Google Scholar
• Fadlan, Ahmad, Muchammad Rizki, Tomi Ilham Pahlewi, Mohammad Ridwan Nur Prasetyo, Fajar Masan Bali, Imelda Umiyatul Badriyah, and Muhammad Aldi Lukman. 2021. “Variations in Short Wave Radiation and Ocean Temperature in the Tropical Indian Ocean.” Buletin Oseanografi Marina 10 (2): 171–179. doi:10.14710/buloma.v10i2.36552.
   Google Scholar
• Gocic, Milan, and Slavisa Trajkovic. 2013. “Analysis of Changes in Meteorological Variables Using Mann-Kendall and Sen's Slope Estimator Statistical Tests in Serbia.” Global and Planetary Change 100: 172–182. doi:10.1016/j.gloplacha.2012.10.014.
   Web of Science ®Google Scholar
• Hanrahan, Janel, Alexandria Maynard, Sarah Y. Murphy, Colton Zercher, and Allison Fitzpatrick. 2017. “Examining the Climatology of Shortwave Radiation in the Northeastern United States.” Journal of Applied Meteorology and Climatology 56 (10): 2869–2881. doi:10.1175/jamc-d-16-0420.1.
   Web of Science ®Google Scholar
• Hao, Dalei, Ghassem R. Asrar, Yelu Zeng, Qing Zhu, Jianguang Wen, Qing Xiao, and Min Chen. 2020. “DSCOVR/EPIC-Derived Global Hourly and Daily Downward Shortwave and Photosynthetically Active Radiation Data at 0.1◦ × 0.1◦Resolution.” Earth System Science Data 12: 2209–2221. doi:10.5194/essd-12-2209-2020.
   Web of Science ®Google Scholar
• Hatzianastassiou, N., C. Matsoukas, A. Fotiadi, K. G. Pavlakis, E. Drakakis, D. Hatzidimitriou, and I. Vardavas. 2005. “Global Distribution of Earth’s Surface Shortwave Radiation Budget.” Atmospheric Chemistry and Physics 5: 2847–2867. doi:10.5194/acp-5-2847-2005. www.atmos-chem-phys.org/acp/5/2847/.
   Web of Science ®Google Scholar
• Jin, Huaan, Ainong Li, Jinhu Bian, Zhengjian Zhang, Chengquan Huang, and Mengxue Li. 2013. “Validation of Global Land Surface Satellite (GLASS) Downward Shortwave Radiation Product in the Rugged Surface.” Journal of Mountain Science 10 (5): 812–823. doi:10.1007/s11629-013-2543-6.
   Web of Science ®Google Scholar
• Kambezidis, H. D., D. G. Kaskaoutis, Shailesh Kumar Kharol, K. Krishna Moorthy, S. K. Satheesh, M. C. R. Kalapureddy, K. V. S. Badarinath, Anu Rani Sharma, and M. Wild. 2012. “Multi-Decadal Variation of the Net Downward Shortwave Radiation Over South Asia: The Solar Dimming Effect.” Atmospheric Environment 50: 360–372. doi:10.1016/j.atmosenv.2011.11.008.
   Web of Science ®Google Scholar
• Kendall, Maurice. 1975. Rank Correlation Methods. London: Griffin.
   Google Scholar
• Kioutsioukis, Ioannis, Alexander de Meij, Hermann Jakobs, Eleni Katragkou, Jean-Francois Vinuesa, and Andreas Kazantzidis. 2016. “High Resolution WRF Ensemble Forecasting for Irrigation: Multi-Variable Evaluation.” Atmospheric Research 167: 156–174. doi:10.1016/j.atmosres.2015.07.015.
   Web of Science ®Google Scholar
• Letu, Husi, Jiancheng Shi, Ming Li, Tianxing Wang, Huazhe Shang, Yonghui Lei, Dabing Ji, Jianguang Wen, Kun Yang, and Liangfu Chen. 2020. “A Review of the Estimation of Downward Surface Shortwave Radiation Based on Satellite Data: Methods, Progress and Problems.” Science China Earth Sciences 63 (7): 774–789. doi:10.1007/s11430-0199589-0.
   Google Scholar
• Letu, Husi, Kun Yang, Takashi Y. Nakajima, Hiroshi Ishimoto, Takashi M. Nagao, Jérôme Riedi, Anthony J. Baran, et al. 2020. “High-Resolution Retrieval of Cloud Microphysical Properties and Surface Solar Radiation Using Himawari-8/AHI Next-Generation Geostationary Satellite.” Remote Sensing of Environment 239: 111583. doi:10.1016/j.rse.2019.111583.
   Web of Science ®Google Scholar
• Li, Ruohan, Dongdong Wang, and Shunlin Liang. 2021. “Comprehensive Assessment of Five Global Daily Downward Shortwave Radiation Satellite Products.” Science of Remote Sensing 4: 100028. doi:10.1016/j.srs.2021.100028.
   Google Scholar
• Lu, Hanyu, Leiding Ding, Ziqiang Ma, Hongyi Li, Tianjian Lu, Manli Su, and Jintao Xu. 2020. “Spatiotemporal Assessments on the Satellite-Based Precipitation Products from Fengyun and GPM Over the Yunnan-Kweichow Plateau, China.” Earth and Space Science 7 (1). doi:10.1029/2019ea000857.
   Web of Science ®Google Scholar
• Lv, Ning, Ronggao Liu, and Jiyuan Liu. 2009. “The Spatio-Temporal Variation of Downward Shortwave Radiation Over China from 1998 to 2002: The Spatio-Temporal Variation of Downward Shortwave Radiation Over China from 1998 to 2002.” Geo-Information Science 11: 623–630. doi:10.3724/SP.J.1047.2009.00623.
   Google Scholar
• Mann, H. B. 1945. “Non-Parametric Tests Against Trend.” Econometrica 13: 245–259. doi:10.2307/1907187.
   Web of Science ®Google Scholar
• Nyeki, Stephan, Stefan Wacker, Christine Aebi, Julian Gröbner, Giovanni Martucci, and Laurent Vuilleumier. 2019. “Trends in Surface Radiation and Cloud Radiative Effect at Four Swiss Sites for the 1996–2015 Period.” Atmospheric Chemistry and Physics 19 (20): 13227–13241. doi:10.5194/acp-19-13227-2019.
   Web of Science ®Google Scholar
• Peng, Zhong, Husi Letu, Tianxing Wang, Chong Shi, Chuanfeng Zhao, Gegen Tana, Naizhuo Zhao, et al. 2020. “Estimation of Shortwave Solar Radiation Using the Artificial Neural Network from Himawari-8 Satellite Imagery Over China.” Journal of Quantitative Spectroscopy & Radiative Transfer 240: 106672. doi:10.1016/j.jqsrt.2019.106672.
   Web of Science ®Google Scholar
• Perdigão, João Carlos, Rui Salgado, Maria João Costa, Hari Prasad Dasari, and Arturo Sanchez-Lorenzo. 2016. “Variability and Trends of Downward Surface Global Solar Radiation Over the Iberian Peninsula Based on ERA-40 Reanalysis.” International Journal of Climatology 36 (12): 3917–3933. doi:10.1002/joc.4603.
   Web of Science ®Google Scholar
• Ryu, Youngryel, Chongya Jiang, Hideki Kobayashi, and Matteo Detto. 2018. “MODIS-Derived Global Land Products of Shortwave Radiation and Diffuse and Total Photosynthetically Active Radiation at 5km Resolution from 2000.” Remote Sensing of Environment 204: 812–825. doi:10.1016/j.rse.2017.09.021.
   Web of Science ®Google Scholar
• Saenz, Gerardo Andres, and Huei-Ping Huang. 2015. “Trends in Downward Solar Radiation at the Surface Over North America from Climate Model Projections and Implications for Solar Energy.” Advances in Meteorology 2015: 1–7. doi:10.1155/2015/483679.
   Web of Science ®Google Scholar
• Sanchez-Lorenzo, Arturo, Aaron Enriquez-Alonso, Martin Wild, Jörg Trentmann, Sergio M. Vicente-Serrano, Alejandro Sanchez-Romero, Rebekka Posselt, and Maria Z. Hakuba. 2017. “Trends in Downward Surface Solar Radiation from Satellites and Ground Observations over Europe During 1983–2010.” Remote Sensing of Environment 189: 108–117. doi:10.1016/j.rse.2016.11.018.
   Web of Science ®Google Scholar
• Sanchez-Lorenzo, A., M. Wild, M. Brunetti, J. A. Guijarro, M. Z. Hakuba, J. Calbó, S. Mystakidis, and B. Bartok. 2015. “Reassessment and Update of Long-Term Trends in Downward Surface Shortwave Radiation over Europe (1939–2012).” Journal of Geophysical Research: Atmospheres 120 (18): 9555–9569. doi:10.1002/2015jd023321.
   Web of Science ®Google Scholar
• Sen, Pranab Kumar. 1968. “Estimates of the Regression Coefficient Based on Kendall's Tau.” Journal of the American Statistical Association 63 (324): 1379–1389. doi:10.1080/01621459.1968.10480934.
   Web of Science ®Google Scholar
• Su, Ying, Tianxin Li, Shikun Cheng, and Xu Wang. 2020. “Spatial Distribution Exploration and Driving Factor Identification for Soil Salinisation Based on Geodetector Models in Coastal Area.” Ecological Engineering 156: 105961. doi:10.1016/j.ecoleng.2020.105961.
   Web of Science ®Google Scholar
• Tozuka, Tomoki, and Pascal Oettli. 2018. “Asymmetric Cloud-Shortwave Radiation-Sea Surface Temperature Feedback of Ningaloo Niño/Niña.” Geophysical Research Letters 45: 9870–9879. doi:10.1029/2018GL079869.
   Web of Science ®Google Scholar
• Tsutsumida, Narumasa, Izuru Saizen, Masayuki Matsuoka, and Reiichiro Ishii. 2013. “Land Cover Change Detection in Ulaanbaatar Using the Breaks for Additive Seasonal and Trend Method.” Land 2 (4): 534–549. doi:10.3390/land2040534.
   Google Scholar
• Verbesselt, Jan, Rob Hyndman, Achim Zeileis, and Darius Culvenor. 2010. “Phenological Change Detection While Accounting for Abrupt and Gradual Trends in Satellite Image Time Series.” Remote Sensing of Environment 114 (12): 2970–2980. doi:10.1016/j.rse.2010.08.003.
   Web of Science ®Google Scholar
• Wang, Dongdong, Shunlin Liang, Yi Zhang, Xueyuan Gao, Meredith G. L. Brown, and Aolin Jia. 2020. “A New Set of MODIS Land Products (MCD18): Downward Shortwave Radiation and Photosynthetically Active Radiation.” Remote Sensing 12 (1): 168. doi:10.3390/rs12010168.
   Web of Science ®Google Scholar
• Wang, Chunxiao, Yaoming Ma, Binbin Wang, Weiqiang Ma, Xuelong Chen, and Cunbo Han. 2021. “Analysis of the Radiation Fluxes over Complex Surfaces on the Tibetan Plateau.” Water 13 (21): 3084. doi:10.3390/w13213084.
   Web of Science ®Google Scholar
• Wang, Wei, Alim Samat, Jilili Abuduwaili, and Yongxiao Ge. 2021. “Quantifying the Influences of Land Surface Parameters on LST Variations Based on GeoDetector Model in Syr Darya Basin, Central Asia.” Journal of Arid Environments 186: 104415. doi:10.1016/j.jaridenv.2020.104415.
   Web of Science ®Google Scholar
• Wang, S.-Y. Simon, Joseph Santanello, Hailan Wang, Daniel Barandiaran, Rachel T. Pinker, Siegfried Schubert, Robert R. Gillies, et al. 2015. “An Intensified Seasonal Transition in the Central U.S. That Enhances Summer Drought.” Journal of Geophysical Research: Atmospheres 120 (17): 8804–8816. doi:10.1002/2014jd023013.
   Web of Science ®Google Scholar
• Wang, Jinfeng, and Chengdong Xu. 2017. “Geodetector: Principle and Prospective.” Acta Geographica Sinica 72: 116–134. doi:10.11821/dlxb201701010.
   Google Scholar
• Wang, Ziyan, Ming Zhang, Lunche Wang, Lan Feng, Yingying Ma, Wei Gong, and Wenmin Qin. 2021. “Long-Term Evolution of Clear Sky Surface Solar Radiation and Its Driving Factors over East Asia.” Atmospheric Environment 262. doi:10.1016/j.atmosenv.2021.118661.
   Web of Science ®Google Scholar
• Wei, Yu, Xiaotong Zhang, Wenhong Li, Ning Hou, Weiyu Zhang, Jiawen Xu, Chunjie Feng, et al. 2021. “Trends and Variability of Atmospheric Downward Longwave Radiation over China from 1958 to 2015.” Earth and Space Science 8 (2): e2020E–A001370. doi:10.1029/2020ea001370.
   Web of Science ®Google Scholar
• Yang, Kun, Jie He, Wenjun Tang, Jun Qin, and Charles C.K. Cheng. 2010. “On Downward Shortwave and Longwave Radiations over High Altitude Regions: Observation and Modeling in the Tibetan Plateau.” Agricultural and Forest Meteorology 150: 38–46. doi:10.1016/j.agrformet.2009.08.004.
   Web of Science ®Google Scholar
• Yang, Xuefang, Wenmin Qin, Lunche Wang, Ming Zhang, and Zigeng Niu. 2021. “Long-Term Variations of Surface Solar Radiation in China from Routine Meteorological Observations.” Atmospheric Research 260. doi:10.1016/j.atmosres.2021.105715.
   Web of Science ®Google Scholar
• Yang, Lu, Xiaotong Zhang, Shunlin Liang, Yunjun Yao, Kun Jia, and Aolin Jia. 2018. “Estimating Surface Downward Shortwave Radiation Over China Based on the Gradient Boosting Decision Tree Method.” Remote Sensing 10 (2). doi:10.3390/rs10020185.
   PubMed Web of Science ®Google Scholar
• Yu, Lan, Ming Zhang, Lunche Wang, Wenmin Qin, Daoyang Jiang, and Junli Li. 2022. “Variability of Surface Solar Radiation Under Clear Skies Over Qinghai-Tibet Plateau: Role of Aerosols and Water Vapor.” Atmospheric Environment 287. doi:10.1016/j.atmosenv.2022.119286.
   Web of Science ®Google Scholar
• Zhang, Xiaotong, Shunlin Liang, Zhen Song, Hailin Niu, Guoxin Wang, Wenjun Tang, Zhuoqi Chen, and Bo Jiang. 2016. “Local Adaptive Calibration of the Satellite-Derived Surface Incident Shortwave Radiation Product Using Smoothing Spline.” IEEE Transactions on Geoscience and Remote Sensing 54 (2): 1156–1169. doi:10.1109/tgrs.2015.2475615.
   Web of Science ®Google Scholar
• Zhang, Xiaotong, Shunlin Liang, Gongqi Zhou, Haoran Wu, and Xiang Zhao. 2014. “Generating Global Land Surface Satellite Incident Shortwave Radiation and Photosynthetically Active Radiation Products from Multiple Satellite Data.” Remote Sensing of Environment 152: 318–332. doi:10.1016/j.rse.2014.07.003.
   Web of Science ®Google Scholar
• Zhang, Hailong, Xiaozhou Xin, Li Li, and Qinhuo Liu. 2015. “Estimating Global Solar Radiation Using a Hybrid Parametric Model from MODIS Data over the Tibetan Plateau.” Solar Energy 112: 373–382. doi:10.1016/j.solener.2014.12.015.
   Web of Science ®Google Scholar
• Zhang, Xiaotong, Xiang Zhao, Wenhong Li, Shunlin Liang, Dongdong Wang, Qiang Liu, Yunjun Yao, et al. 2019. “An Operational Approach for Generating the Global Land Surface Downward Shortwave Radiation Product from MODIS Data.” IEEE Transactions on Geoscience and Remote Sensing 57 (7): 4636–4650. doi:10.1109/TGRS.2019.2891945.
   Web of Science ®Google Scholar
• Zhou, Zhigao, Aiwen Lin, Lunche Wang, Wenmin Qin, Yang Zhong, and Lijie He. 2019. “Trends in Downward Surface Shortwave Radiation from Multi-Source Data over China During 1984–2015.” International Journal of Climatology 40 (7): 3467–3485. doi:10.1002/joc.6408.
   Web of Science ®Google Scholar
• Zuluaga, Cristian Felipe, Alvaro Avila-Diaz, Flavio B. Justino, and Aaron B. Wilson. 2021. “Climatology and Trends of Downward Shortwave Radiation over Brazil.” Atmospheric Research 250: 105347. doi:10.1016/j.atmosres.2020.105347.
   Web of Science ®Google Scholar