Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1175/JCLI-D-17-0869.1 |
Drought Monitoring of Southwestern China Using Insufficient GRACE Data for the Long-Term Mean Reference Frame under Global Change | |
Zhao, Chuanpeng; Huang, Yaohuan1; Li, Zhonghua; Chen, Mingxing | |
2018-09-01 | |
发表期刊 | JOURNAL OF CLIMATE
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ISSN | 0894-8755 |
EISSN | 1520-0442 |
出版年 | 2018 |
卷号 | 31期号:17页码:6897-6911 |
文章类型 | Article |
语种 | 英语 |
国家 | Peoples R China |
英文摘要 | Global changes, such as human activities and climate change, increase the odds of worsening drought. The Gravity Recovery and Climate Experiment (GRACE) satellite provides an opportunity to monitor drought levels by the total amount of water, instead of using a small finite set of water cycle elements or indirect indicators. The potential gap lies in the insufficient size of the GRACE record. The database does not meet the requirements of a stationary annual cycle calculated over a relatively long period as recommended by the IPCC, and the disturbance from long-term global changes is often not considered. In this work, a GRACE-based modulated water deficit (GRACE-MWD) process for drought monitoring under the modulated annual cycle (MAC) reference frame in southwest China was proposed. GRACE-MWD achieved a higher ratio of agreement with the standardized precipitation evapotranspiration index at a time scale of 3 months (SPEI03): it ranged from 0.48 to 0.84, while the GRACE-based drought severity index (GRACE-DSI) ranged from 0.48 to 0.68. Compared with remote sensing datasets widely used in drought monitoring, GRACE-MWD data are less affected by seasonality from land-cover categories, which benefit from the MAC reference frame. The ratio-of-agreement metric for the study area showed that GRACE-MWD had a time scale between 7 and 11 months in reference to SPEI and the standardized precipitation index (SPI). The stability of the MAC reference frame to GRACE-MWD was further discussed when GRACE records were extended and was more stable than that of the stationary annual cycle. GRACE-MWD meets global changes via an adaptive reference frame, which is worthy of generalizing to global applications. |
英文关键词 | Principal components analysis Regression analysis Statistics Time series Adaptive models |
领域 | 气候变化 |
收录类别 | SCI-E |
WOS记录号 | WOS:000439546100002 |
WOS关键词 | EMPIRICAL MODE DECOMPOSITION ; REMOTE-SENSING DATA ; CLIMATE-CHANGE ; WATER-RESOURCES ; TIME-SERIES ; SATELLITE-OBSERVATIONS ; VEGETATION DYNAMICS ; UNITED-STATES ; ANNUAL CYCLE ; EVAPOTRANSPIRATION |
WOS类目 | Meteorology & Atmospheric Sciences |
WOS研究方向 | Meteorology & Atmospheric Sciences |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/20481 |
专题 | 气候变化 |
作者单位 | 1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing, Peoples R China; 2.Univ Chinese Acad Sci, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Zhao, Chuanpeng,Huang, Yaohuan,Li, Zhonghua,et al. Drought Monitoring of Southwestern China Using Insufficient GRACE Data for the Long-Term Mean Reference Frame under Global Change[J]. JOURNAL OF CLIMATE,2018,31(17):6897-6911. |
APA | Zhao, Chuanpeng,Huang, Yaohuan,Li, Zhonghua,&Chen, Mingxing.(2018).Drought Monitoring of Southwestern China Using Insufficient GRACE Data for the Long-Term Mean Reference Frame under Global Change.JOURNAL OF CLIMATE,31(17),6897-6911. |
MLA | Zhao, Chuanpeng,et al."Drought Monitoring of Southwestern China Using Insufficient GRACE Data for the Long-Term Mean Reference Frame under Global Change".JOURNAL OF CLIMATE 31.17(2018):6897-6911. |
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