Merging daily sea surface temperature data from multiple satellites using a Bayesian maximum entropy method
文献类型：期刊论文
| 作者 | Tang, Shaolei1; Yang, Xiaofeng1; Dong, Di1; Li, Ziwei1 |
| 刊名 | FRONTIERS OF EARTH SCIENCE
 |
| 出版日期 | 2015 |
| 卷号 | 9期号:4(SI) |
| 关键词 | sea surface temperature (SST) Bayesian maximum entropy (BME) remote sensing data fusion |
| 通讯作者 | Yang, XF (reprint author), Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China. |
| 英文摘要 | Sea surface temperature (SST) is an important variable for understanding interactions between the ocean and the atmosphere. SST fusion is crucial for acquiring SST products of high spatial resolution and coverage. This study introduces a Bayesian maximum entropy (BME) method for blending daily SSTs from multiple satellite sensors. A new spatiotemporal covariance model of an SST field is built to integrate not only single-day SSTs but also time-adjacent SSTs. In addition, AVHRR 30-year SST climatology data are introduced as soft data at the estimation points to improve the accuracy of blended results within the BME framework. The merged SSTs, with a spatial resolution of 4 km and a temporal resolution of 24 hours, are produced in the Western Pacific Ocean region to demonstrate and evaluate the proposed methodology. Comparisons with in situ drifting buoy observations show that the merged SSTs are accurate and the bias and root-mean-square errors for the comparison are 0.15A degrees C and 0.72A degrees C, respectively. |
| 研究领域[WOS] | Geosciences, Multidisciplinary |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000364223500011 |
| 源URL | [http://ir.ceode.ac.cn/handle/183411/38059]  |
| 专题 | 遥感与数字地球研究所_SCI/EI期刊论文_期刊论文 |
| 作者单位 | 1.[Tang, Shaolei 2.Yang, Xiaofeng 3.Dong, Di 4.Li, Ziwei] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China 5.[Tang, Shaolei 6.Dong, Di] Univ Chinese Acad Sci, Beijing 100049, Peoples R China |
| 推荐引用方式 GB/T 7714 | Tang, Shaolei,Yang, Xiaofeng,Dong, Di,et al. Merging daily sea surface temperature data from multiple satellites using a Bayesian maximum entropy method[J]. FRONTIERS OF EARTH SCIENCE,2015,9(4(SI)). |
| APA | Tang, Shaolei,Yang, Xiaofeng,Dong, Di,&Li, Ziwei.(2015).Merging daily sea surface temperature data from multiple satellites using a Bayesian maximum entropy method.FRONTIERS OF EARTH SCIENCE,9(4(SI)). |
| MLA | Tang, Shaolei,et al."Merging daily sea surface temperature data from multiple satellites using a Bayesian maximum entropy method".FRONTIERS OF EARTH SCIENCE 9.4(SI)(2015). |
入库方式： OAI收割
来源：遥感与数字地球研究所
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。