摘要
为获取连续的高分辨率的海洋降水数据,通过对8种海洋降水产品的时空覆盖范围和数据精度进行对比分析,在此基础上提出一套优化权重系数法,对8种降水资料进行了融合,并利用中国沿海或海岛气象观测站实测降水数据对融合后的降水结果进行了对比验证。结果表明,融合后的降水数据整体精度比较好,数据的空间覆盖范围和时间跨度均得到改善,优化的权重系数法是解决多源海洋降水数据信息冗余和互补问题的一种合适方案。
To obtain a continuous high-resolution oceanic precipitation data, eight different oceanic precipitation products, including COADS, ECMWF, NCEP, GPCP_GPI, SSM/I_EMISS, SSM/I_SCATT, TRMM_PR, and TOPEX-TMR, were merged using an optimal weighted coefficient method to produce a new merged precipitation product. The product was obtained based on the spatial-temporal characteristics of these precipitation products and the principle of data merging. The merged product was validated using actual precipitation data from nine coastal rain gauge stations and the eight products. The merged precipitation product is better than the other data sets in terms of accuracy, and can compensate for the limitation of other multi-source precipitation products, suggesting that the optimal weighted coefficient method is an important scheme for reducing information redundancy and increasing the complementation of multi-source oceanic precipitation data sets.
出处
《热带海洋学报》
CAS
CSCD
北大核心
2016年第2期50-56,共7页
Journal of Tropical Oceanography
基金
浙江省重中之重林学一级学科开放基金项目(KF201331)
国家自然科学基金项目(41001283)
中国清洁发展机制基金赠款项目(2012043)
中国海洋发展研究会科研项目(CAMAOUC201404)~~
关键词
海洋降水
多源资料
数据融合
验证
oceanic precipitation
multi-source data
data merging
validation