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.
SUI Yuzheng
,
CUI Linli
,
SHI Jun
,
LI Shujuan
. A method for merging multi-source global oceanic precipitation information[J]. Journal of Tropical Oceanography, 2016
, 35(2)
: 50
-56
.
DOI: 10.11978/2015037
[1] 何友, 王国宏, 陆大金, 等, 2007. 多传感器信息融合与应用[M]. 北京: 电子工业出版社: 1–2. HE Y, WANG G H, LU D J, et al, 2007. Multi-sensor information fusion and its application [M]. Beijing: Publishing House of Electronics Industry: 1–2 (in Chinese).
[2] BELLERBY T, TODD M, KNIVETON D, et al, 2000. Rainfall estimation from a combination of TRMM precipitation radar and GOES multi-spectral satellite imagery through the use of an artificial neural network [J]. Journal of Applied Meteorology, 39: 2115–2128.
[3] CHEN G., BERTRAND C, JEAN T, et al, 1997. Global oceanic precipitation: A joint view by TOPEX and the TOPEX microwave radiometer [J]. Journal of Geophysical Research, 102(5): 10457–10471.
[4] CHEN G., MA J, FANG C Y, et al, 2003. Global oceanic precipitation derived from TOPEX and TMR: climatology and variability [J]. Journal of Climate, 16: 3888–3904.
[5] ISEMER H J, 1992. Comparison of estimated and measured marine surface wind speed [C]//DIAZ H F, WOLTER K, WOODRUFF S D. Proceedings of the International COADS Workshop. Boulder, Colorado: US Dept of Commerce: 142–158.
[6] SOROOSHIAN S, GAO X, HSU K, et al, 2002. Diurnal variability of tropical rainfall retrieved from combined GOES and TRMM satellite information [J]. Journal of Climate, 15(9): 983–1001.