Soil temperature estimation at different depths over the central Tibetan Plateau integrating multiple Digital Earth observations and geo-computing

References

• Alizamir, Meysam, Ozgur Kisi, Ali Najah Ahmed, Cihan Mert, Chow Ming Fai, Sungwon Kim, Nam Won Kim, and Ahmed El-Shafie. 2020. “Advanced Machine Learning Model for Better Prediction Accuracy of Soil Temperature at Different Depths.” PLoS One 15 (4): e0231055.
   PubMed Web of Science ®Google Scholar
• Araghi, Alireza, Jan Adamowski, Christopher J. Martinez, and Jørgen Eivind Olesen. 2019. “Projections of Future Soil Temperature in Northeast Iran.” Geoderma 349: 11–24. https://doi.org/10.1016/j.geoderma.2019.04.034.
   Web of Science ®Google Scholar
• Araghi, Alireza, Mohammad Mousavi-Baygi, and Jan Adamowski. 2017. “Detecting Soil Temperature Trends in Northeast Iran from 1993 to 2016.” Soil and Tillage Research 174: 177–192. https://doi.org/10.1016/j.still.2017.07.010.
   Web of Science ®Google Scholar
• Cao, Bin, Stephan Gruber, Donghai Zheng, and Xin Li. 2020. “The ERA5-Land Soil Temperature Bias in Permafrost Regions.” The Cryosphere 14 (8): 2581–2595. https://doi.org/10.5194/tc-14-2581-2020.
   Web of Science ®Google Scholar
• Chen, Yingying, Kun Yang, Jun Qin, Qian Cui, Hui Lu, Zhu La, Menglei Han, and Wenjun Tang. 2017. “Evaluation of SMAP, SMOS, and AMSR2 Soil Moisture Retrievals Against Observations from two Networks on the Tibetan Plateau.” Journal of Geophysical Research: Atmospheres 122 (11): 5780–5792. https://doi.org/10.1002/2016JD026388.
   Web of Science ®Google Scholar
• Choler, P. 2018. “Winter Soil Temperature Dependence of Alpine Plant Distribution: Implications for Anticipating Vegetation Changes Under a Warming Climate.” Perspectives in Plant Ecology, Evolution and Systematics 30: 6–15. https://doi.org/10.1016/j.ppees.2017.11.002.
   Web of Science ®Google Scholar
• Dai, Zhongmin, Mengjie Yu, Huaihai Chen, Haochun Zhao, Yanlan Huang, Weiqin Su, Fang Xia, et al. 2020. “Elevated Temperature Shifts Soil N Cycling from Microbial Immobilization to Enhanced Mineralization, Nitrification and Denitrification Across Global Terrestrial Ecosystems.” Global Change Biology 26 (9): 5267–5276.
   PubMed Web of Science ®Google Scholar
• Dharssi, I., B. Candy, K. Bovis, P. Steinle, and B. Macpherson. 2013. “Analysis of the Linearised Observation Operator in a Land Surface Data Assimilation Scheme for Numerical Weather Prediction.” Paper presented at the 20th International Congress on Modelling and Simulation.
   Google Scholar
• Feng, Yu, Ningbo Cui, Weiping Hao, Lili Gao, and Daozhi Gong. 2019. “Estimation of Soil Temperature from Meteorological Data Using Different Machine Learning Models.” Geoderma 338: 67–77. https://doi.org/10.1016/j.geoderma.2018.11.044.
   Web of Science ®Google Scholar
• Feng, Song, Maocang Tang, and Dongmei Wang. 1998. “New Evidence for the Qinghai-Xizang (Tibet) Plateau as a Pilot Region of Climatic Fluctuation in China.” Chinese Science Bulletin 43 (20): 1745–1749. https://doi.org/10.1007/BF02883978.
   Google Scholar
• Grünberg, Inge, Evan J Wilcox, Simon Zwieback, Philip Marsh, and Julia Boike. 2020. “Linking Tundra Vegetation, Snow, Soil Temperature, and Permafrost.” Biogeosciences 17 (16): 4261–4279. https://doi.org/10.5194/bg-17-4261-2020.
   Web of Science ®Google Scholar
• Hinton, Geoffrey E. 2009. “Deep Belief Networks.” Scholarpedia 4 (5): 5947. https://doi.org/10.4249/scholarpedia.5947.
   Google Scholar
• Hu, Guojie, Lin Zhao, Ren Li, Xiaodong Wu, Tonghua Wu, Changwei Xie, Xiaofan Zhu, and Youqi Su. 2019. “Variations in Soil Temperature from 1980 to 2015 in Permafrost Regions on the Qinghai-Tibetan Plateau Based on Observed and Reanalysis Products.” Geoderma 337: 893–905. https://doi.org/10.1016/j.geoderma.2018.10.044.
   Web of Science ®Google Scholar
• Huang, Ran, Jian-xi Huang, Chao Zhang, Zhuo Wen, Ying-yi Chen, De-hai Zhu, Wu Qingling, and Lamin R. Mansaray. 2020. “Soil Temperature Estimation at Different Depths, Using Remotely-Sensed Data.” Journal of Integrative Agriculture 19 (1): 277–290. https://doi.org/10.1016/S2095-3119(19)62657-2.
   Web of Science ®Google Scholar
• Huang, Chunlin, Xin Li, and Ling Lu. 2008. “Retrieving Soil Temperature Profile by Assimilating MODIS LST Products with Ensemble Kalman Filter.” Remote Sensing of Environment 112 (4): 1320–1336. https://doi.org/10.1016/j.rse.2007.03.028.
   Web of Science ®Google Scholar
• Kohn, Jacqueline, and Alain Royer. 2010. “AMSR-E Data Inversion for Soil Temperature Estimation Under Snow Cover.” Remote Sensing of Environment 114 (12): 2951–2961. https://doi.org/10.1016/j.rse.2010.08.002.
   Web of Science ®Google Scholar
• Lai, Thang V., Ryan Farquharson, and Matthew D. Denton. 2019. “High Soil Temperatures Alter the Rates of Nitrification, Denitrification and Associated N2O Emissions.” Journal of Soils and Sediments 19 (5): 2176–2189. https://doi.org/10.1007/s11368-018-02238-7.
   Web of Science ®Google Scholar
• Li, Shuai, Shikui Dong, Yongshuo Fu, Bingrong Zhou, Shiliang Liu, Hao Shen, Yudan Xu, Xiaoxia Gao, Jiannan Xiao, and Shengnan Wu. 2022. “Air or Soil Temperature Matters the Responses of Alpine Plants in Biomass Accumulation to Climate Warming.” Science of The Total Environment 844: 157141. https://doi.org/10.1016/j.scitotenv.2022.157141.
   PubMed Web of Science ®Google Scholar
• Li, Yuanyuan, Shikui Dong, Shiliang Liu, Huakun Zhou, Qingzhu Gao, Guangmin Cao, Xuexia Wang, Xukun Su, Yong Zhang, and Lin Tang. 2015. “Seasonal Changes of CO2, CH4 and N2O Fluxes in Different Types of Alpine Grassland in the Qinghai-Tibetan Plateau of China.” Soil Biology and Biochemistry 80: 306–314. https://doi.org/10.1016/j.soilbio.2014.10.026.
   Web of Science ®Google Scholar
• Li, Yue, YingHui Liu, YaLin Wang, Lei Niu, Xia Xu, and YuQiang Tian. 2014. “Interactive Effects of Soil Temperature and Moisture on Soil N Mineralization in a Stipa krylovii Grassland in Inner Mongolia, China.” Journal of Arid Land 6: 571–580.
   Web of Science ®Google Scholar
• Li, Shenglong, and Bo Xiao. 2022. “Cyanobacteria and Moss Biocrusts Increase Evaporation by Regulating Surface Soil Moisture and Temperature on the Northern Loess Plateau, China.” Catena 212: 106068. https://doi.org/10.1016/j.catena.2022.106068.
   Web of Science ®Google Scholar
• Li, Qingliang, Yuheng Zhu, Wei Shangguan, Xuezhi Wang, Lu Li, and Fanhua Yu. 2022. “An Attention-Aware LSTM Model for Soil Moisture and Soil Temperature Prediction.” Geoderma 409: 115651. https://doi.org/10.1016/j.geoderma.2021.115651.
   Web of Science ®Google Scholar
• Liu, Xiaodong, and Baode Chen. 2000. “Climatic Warming in the Tibetan Plateau During Recent Decades.” International Journal of Climatology: A Journal of the Royal Meteorological Society 20 (14): 1729–1742.
   Web of Science ®Google Scholar
• Liu, Yi, Guihua Liu, Ziqian Xiong, and Wenzhi Liu. 2017. “Response of Greenhouse gas Emissions from Three Types of Wetland Soils to Simulated Temperature Change on the Qinghai-Tibetan Plateau.” Atmospheric Environment 171: 17–24. https://doi.org/10.1016/j.atmosenv.2017.10.005.
   Web of Science ®Google Scholar
• Lobell, David B, and Marshall B Burke. 2010. “On the use of Statistical Models to Predict Crop Yield Responses to Climate Change.” Agricultural and Forest Meteorology 150 (11): 1443–1452. https://doi.org/10.1016/j.agrformet.2010.07.008.
   Web of Science ®Google Scholar
• Lugassi, R., E. Ben-Dor, and G. Eshel. 2010. “A Spectral-Based Method for Reconstructing Spatial Distributions of Soil Surface Temperature During Simulated Fire Events.” Remote Sensing of Environment 114 (2): 322–331. https://doi.org/10.1016/j.rse.2009.09.015.
   Web of Science ®Google Scholar
• Ming, Jiao, Yunge Zhao, Qingbai Wu, Hailong He, and Liqian Gao. 2022. “Soil Temperature Dynamics and Freezing Processes for Biocrustal Soils in Frozen Soil Regions on the Qinghai–Tibet Plateau.” Geoderma 409: 115655. https://doi.org/10.1016/j.geoderma.2021.115655.
   Web of Science ®Google Scholar
• Moriondo, Marco, Fabio Maselli, and Marco Bindi. 2007. “A Simple Model of Regional Wheat Yield Based on NDVI Data.” European Journal of Agronomy 26 (3): 266–274. https://doi.org/10.1016/j.eja.2006.10.007.
   Web of Science ®Google Scholar
• Paul, Keryn I., Philip J. Polglase, Philip J. Smethurst, Anthony M. O’Connell, Clive J. Carlyle, and Partap K. Khanna. 2004. “Soil Temperature Under Forests: A Simple Model for Predicting Soil Temperature Under a Range of Forest Types.” Agricultural and Forest Meteorology 121 (3-4): 167–182. https://doi.org/10.1016/j.agrformet.2003.08.030.
   Web of Science ®Google Scholar
• Qin, Yanhui, Wenfeng Liu, Zonghe Guo, and Shanbin Xue. 2020. “Spatial and Temporal Variations in Soil Temperatures Over the Qinghai–Tibet Plateau from 1980 to 2017 Based on Reanalysis Products.” Theoretical and Applied Climatology 140 (3-4): 1055–1069. https://doi.org/10.1007/s00704-020-03149-9.
   Web of Science ®Google Scholar
• Qin, Jun, Kun Yang, Ning Lu, Yingying Chen, Long Zhao, and Menglei Han. 2013. “Spatial Upscaling of in-Situ Soil Moisture Measurements Based on MODIS-Derived Apparent Thermal Inertia.” Remote Sensing of Environment 138: 1–9. https://doi.org/10.1016/j.rse.2013.07.003.
   Web of Science ®Google Scholar
• Roberts, Michael J., Noah O. Braun, Thomas R. Sinclair, David B. Lobell, and Wolfram Schlenker. 2017. “Comparing and Combining Process-Based Crop Models and Statistical Models with Some Implications for Climate Change.” Environmental Research Letters 12 (9): 095010. https://doi.org/10.1088/1748-9326/aa7f33.
   Web of Science ®Google Scholar
• Samadianfard, Saeed, Esmaeil Asadi, Salar Jarhan, Honeyeh Kazemi, Salar Kheshtgar, Ozgur Kisi, Shahin Sajjadi, and Azizah Abdul Manaf. 2018. “Wavelet Neural Networks and Gene Expression Programming Models to Predict Short-Term Soil Temperature at Different Depths.” Soil and Tillage Research 175: 37–50. https://doi.org/10.1016/j.still.2017.08.012.
   Web of Science ®Google Scholar
• Sanikhani, Hadi, Ravinesh C. Deo, Zaher Mundher Yaseen, Okan Eray, and Ozgur Kisi. 2018. “Non-tuned Data Intelligent Model for Soil Temperature Estimation: A new Approach.” Geoderma 330: 52–64. https://doi.org/10.1016/j.geoderma.2018.05.030.
   Web of Science ®Google Scholar
• Shen, Huanfeng, Yun Jiang, Tongwen Li, Qing Cheng, Chao Zeng, and Liangpei Zhang. 2020. “Deep Learning-Based air Temperature Mapping by Fusing Remote Sensing, Station, Simulation and Socioeconomic Data.” Remote Sensing of Environment 240: 111692. https://doi.org/10.1016/j.rse.2020.111692.
   Web of Science ®Google Scholar
• Shukla, Krishna Kumar, Raju Attada, Abhishek Kumar, Ravi Kumar Kunchala, and Sanikommu Sivareddy. 2022. “Comprehensive Analysis of Thermal Stress Over Northwest India: Climatology, Trends and Extremes.” Urban Climate 44: 101188. https://doi.org/10.1016/j.uclim.2022.101188.
   Web of Science ®Google Scholar
• Su, Zhongbo, J. Wen, Laura Dente, R. Van Der Velde, Lin Wang, Yaoming Ma, Kun Yang, and Zhengguo Hu. 2011. “The Tibetan Plateau Observatory of Plateau Scale Soil Moisture and Soil Temperature (Tibet-Obs) for Quantifying Uncertainties in Coarse Resolution Satellite and Model Products.” Hydrology and Earth System Sciences 15 (7): 2303–2316. https://doi.org/10.5194/hess-15-2303-2011.
   Web of Science ®Google Scholar
• Tan, Qiqi, Yufu Jia, and Guoan Wang. 2021. “Decoupling of Soil Nitrogen and Phosphorus Dynamics Along a Temperature Gradient on the Qinghai-Tibetan Plateau.” Geoderma 396: 115084. https://doi.org/10.1016/j.geoderma.2021.115084.
   Web of Science ®Google Scholar
• Tan, Wenbing, Beidou Xi, Guoan Wang, Jie Jiang, Xiaosong He, Xuhui Mao, Rutai Gao, et al. 2017. “Increased Electron-Accepting and Decreased Electron-Donating Capacities of Soil Humic Substances in Response to Increasing Temperature.” Environmental Science and Technology 51 (6): 3176–3186.
   PubMed Web of Science ®Google Scholar
• Tanaka, Masayuki. 2023. “Deep Neural Network.” MATLAB Central File Exchange. https://www.mathworks.com/matlabcentral/fileexchange/42853-deep-neural-network.
   Google Scholar
• Taylor, Anne E., David D. Myrold, and Peter J. Bottomley. 2019. “Temperature Affects the Kinetics of Nitrite Oxidation and Nitrification Coupling in Four Agricultural Soils.” Soil Biology and Biochemistry 136: 107523. https://doi.org/10.1016/j.soilbio.2019.107523.
   Web of Science ®Google Scholar
• Wang, Yunfei, Aizhong Ye, Dingzhi Peng, Chiyuan Miao, Zhenghua Di, and Wei Gong. 2022. “Spatiotemporal Variations in Water Conservation Function of the Tibetan Plateau Under Climate Change Based on InVEST Model.” Journal of Hydrology: Regional Studies 41: 101064. https://doi.org/10.1016/j.ejrh.2022.101064.
   Google Scholar
• Xu, Chenyang, John J. Qu, Xianjun Hao, Michael H. Cosh, John H. Prueger, Zhiliang Zhu, and Laurel Gutenberg. 2018. “Downscaling of Surface Soil Moisture Retrieval by Combining MODIS/Landsat and in Situ Measurements.” Remote Sensing 10 (2): 210. https://doi.org/10.3390/rs10020210.
   Web of Science ®Google Scholar
• Xu, Chenyang, John J. Qu, Xianjun Hao, Zhiliang Zhu, and Laurel Gutenberg. 2020. “Surface Soil Temperature Seasonal Variation Estimation in a Forested Area Using Combined Satellite Observations and in-Situ Measurements.” International Journal of Applied Earth Observation and Geoinformation 91: 102156. https://doi.org/10.1016/j.jag.2020.102156.
   Web of Science ®Google Scholar
• Yan, Yuchun, Ruirui Yan, Jiquan Chen, Xiaoping Xin, David J. Eldridge, Changliang Shao, Xu Wang, Shijie Lv, Dongyan Jin, and Jinqaing Chen. 2018. “Grazing Modulates Soil Temperature and Moisture in a Eurasian Steppe.” Agricultural and Forest Meteorology 262: 157–165. https://doi.org/10.1016/j.agrformet.2018.07.011.
   Web of Science ®Google Scholar
• Yang, Shuhua, Ren Li, Tonghua Wu, Guojie Hu, Yao Xiao, Yizhen Du, Xiaofan Zhu, Jie Ni, Junjie Ma, and Yuxin Zhang. 2020. “Evaluation of Reanalysis Soil Temperature and Soil Moisture Products in Permafrost Regions on the Qinghai-Tibetan Plateau.” Geoderma 377: 114583. https://doi.org/10.1016/j.geoderma.2020.114583.
   Web of Science ®Google Scholar
• Yu, Lingfei, Hao Wang, Yonghui Wang, Zhenhua Zhang, Litong Chen, Naishen Liang, and Jin-Sheng He. 2020. “Temporal Variation in Soil Respiration and its Sensitivity to Temperature Along a Hydrological Gradient in an Alpine Wetland of the Tibetan Plateau.” Agricultural and Forest Meteorology 282: 107854.
   Web of Science ®Google Scholar
• Zhan, Wenfeng, Ji Zhou, Weimin Ju, Manchun Li, Inge Sandholt, James Voogt, and Chao Yu. 2014. “Remotely Sensed Soil Temperatures Beneath Snow-Free Skin-Surface Using Thermal Observations from Tandem Polar-Orbiting Satellites: An Analytical Three-Time-Scale Model.” Remote Sensing of Environment 143: 1–14. https://doi.org/10.1016/j.rse.2013.12.004.
   Web of Science ®Google Scholar
• Zhang, Xiang, Tailai Huang, Aminjon Gulakhmadov, Yu Song, Xihui Gu, Jiangyuan Zeng, Shuzhe Huang, Won-Ho Nam, Nengcheng Chen, and Dev Niyogi. 2022. “Deep Learning-Based 500 m Spatio-Temporally Continuous air Temperature Generation by Fusing Multi-Source Data.” Remote Sensing 14 (15): 3536. https://doi.org/10.3390/rs14153536.
   Web of Science ®Google Scholar
• Zhang, W. G., S. X. Li, and Q. Q. Pang. 2008. “Variation Characteristics of Soil Temperature Over Qinghai-Xizang Plateau in the Past 45 Years.” Acta Geographica Sinica 63 (11): 1151–1159.
   Google Scholar
• Zhao, Lin, Guojie Hu, Xiaodong Wu, Tonghua Wu, Ren Li, Qiangqiang Pang, Defu Zou, Erji Du, and Xiaofan Zhu. 2021. “Dynamics and Characteristics of Soil Temperature and Moisture of Active Layer in the Central Tibetan Plateau.” Geoderma 400: 115083. https://doi.org/10.1016/j.geoderma.2021.115083.
   Web of Science ®Google Scholar
• Zhao, Long, Kun Yang, Jun Qin, Yingying Chen, Wenjun Tang, Carsten Montzka, Hui Wu, Changgui Lin, Menglei Han, and Harry Vereecken. 2013. “Spatiotemporal Analysis of Soil Moisture Observations Within a Tibetan Mesoscale Area and its Implication to Regional Soil Moisture Measurements.” Journal of Hydrology 482: 92–104. https://doi.org/10.1016/j.jhydrol.2012.12.033.
   Web of Science ®Google Scholar
• Zheng, Daolan, E. Raymond Hunt, Jr., and Steven W. Running. 1993. “A Daily Soil Temperature Model Based on air Temperature and Precipitation for Continental Applications.” Climate Research 2 (3): 183–191. https://doi.org/10.3354/cr002183.
   Google Scholar
• Zhu, Fuxin, Lan Cuo, Yongxin Zhang, Jing-Jia Luo, Dennis P. Lettenmaier, Yumei Lin, and Zhe Liu. 2018. “Spatiotemporal Variations of Annual Shallow Soil Temperature on the Tibetan Plateau During 1983–2013.” Climate Dynamics 51 (5–6): 2209–2227. https://doi.org/10.1007/s00382-017-4008-z.
   Web of Science ®Google Scholar
• Zoras, Stamatis, Argyro Dimoudi, and Panagiotis Kosmopoulos. 2012. “Analysis of Conductive Temperature Variation due to Multi-Room Underground Interaction.” Energy and Buildings 55: 433–438. https://doi.org/10.1016/j.enbuild.2012.08.033.
   Web of Science ®Google Scholar
• Zou, Defu, Lin Zhao, Yu Sheng, Ji Chen, Guojie Hu, Tonghua Wu, Jichun Wu, Changwei Xie, Xiaodong Wu, and Qiangqiang Pang. 2017. “A new map of Permafrost Distribution on the Tibetan Plateau.” The Cryosphere 11 (6): 2527–2542. https://doi.org/10.5194/tc-11-2527-2017.
   Web of Science ®Google Scholar