Reconstruction of 60-year (1961-2020) surface air temperature on the Tibetan Plateau by fusing MODIS and ERA5 temperatures
文献类型:期刊论文
作者 | Qin, Jun2; He, Min2,3; Jiang, Hou2; Lu, Ning1,2 |
刊名 | SCIENCE OF THE TOTAL ENVIRONMENT |
出版日期 | 2022-12-20 |
卷号 | 853页码:13 |
ISSN号 | 0048-9697 |
关键词 | Surface air temperature Tibetan plateau Data fusion Warming trend |
DOI | 10.1016/j.scitotenv.2022.158406 |
通讯作者 | Lu, Ning(lvn@lreis.ac.cn) |
英文摘要 | The warming amplification of the Tibetan Plateau (TP) has exerted great impacts on the environment in and around the region. It is necessary to thoroughly investigate the temperature changes over the TP. However, the commonly used station observations, satellite products and reanalysis data for relevant studies suffer from deficiencies of sparse spatial distribution, limited temporal coverage and large uncertainties, respectively. This leaves the current understanding of temperature change on the TP still inadequate. Therefore, we propose a multi-source data fusion method to integrate the advantages of different data. Combining the Moderate-resolution Imaging Spectroradiometer (MODIS) land surface temperature (LST) products and station observations, this new method first obtains short-term satellite -derived surface air temperature (SAT) estimates over grids. The European Center for Medium-range Weather Forecasts ReAnalysis 5 land portion (ERA5-Land) temperature with long time range is then clustered and used as independent variables for the Bayesian Ridge Regression (BRR) model. Based on this BRR model, the temporal span of the estimated gridded satellite SAT is extended, and a fused 1-km monthly mean SAT dataset is generated over the TP from 1961 to 2020. The results indicate that the fused data generated by our proposed method has good accuracy with overall RMSE and MBE of 1.33 ? and 1.03 ?, respectively. Despite the temporal and spatial heterogeneity, the performance of the fused SATs is acceptable across seasons and geographical locations. The dataset also shows a great potential for detecting accurate long-term temperature changes across the TP. This fused SAT data owns the advantages from multiple data sources with high accuracy, good spatial continuity, fine spatial resolution and wide temporal coverage, which confirms that our fusion method can provide a favorable opportunity to explore the warming over the TP. |
WOS关键词 | ALTITUDINAL DEPENDENCE ; MODEL SIMULATIONS ; VARIABILITY ; RESOLUTION ; ALGORITHM ; ALBEDO |
资助项目 | Third Xinjiang Scienti fi c Expedition Program ; National Natural Science Foundation of China ; China Postdoctoral Science Foundation ; Key Special Project for Introduced Talents Team of Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou) ; [2021xjkk0303] ; [41971312] ; [2021M703176] ; [GML2019ZD0301] |
WOS研究方向 | Environmental Sciences & Ecology |
语种 | 英语 |
出版者 | ELSEVIER |
WOS记录号 | WOS:000862584800008 |
资助机构 | Third Xinjiang Scienti fi c Expedition Program ; National Natural Science Foundation of China ; China Postdoctoral Science Foundation ; Key Special Project for Introduced Talents Team of Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou) |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/185258] |
专题 | 中国科学院地理科学与资源研究所 |
通讯作者 | Lu, Ning |
作者单位 | 1.Nanjing Normal Univ, Jiangsu Ctr Collaborat Innovat Geog Informat Resou, 1 Wenyuan Rd, Nanjing, Peoples R China 2.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing, Peoples R China 3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China |
推荐引用方式 GB/T 7714 | Qin, Jun,He, Min,Jiang, Hou,et al. Reconstruction of 60-year (1961-2020) surface air temperature on the Tibetan Plateau by fusing MODIS and ERA5 temperatures[J]. SCIENCE OF THE TOTAL ENVIRONMENT,2022,853:13. |
APA | Qin, Jun,He, Min,Jiang, Hou,&Lu, Ning.(2022).Reconstruction of 60-year (1961-2020) surface air temperature on the Tibetan Plateau by fusing MODIS and ERA5 temperatures.SCIENCE OF THE TOTAL ENVIRONMENT,853,13. |
MLA | Qin, Jun,et al."Reconstruction of 60-year (1961-2020) surface air temperature on the Tibetan Plateau by fusing MODIS and ERA5 temperatures".SCIENCE OF THE TOTAL ENVIRONMENT 853(2022):13. |
入库方式: OAI收割
来源:地理科学与资源研究所
浏览0
下载0
收藏0
其他版本
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。