"Big Data Assimilation" Revolutionizing Severe Weather Prediction

被引:77
作者
Miyoshi, Takemasa [1 ,2 ,3 ]
Kunii, Masaru [1 ,4 ]
Ruiz, Juan [1 ,5 ]
Lien, Guo-Yuan [1 ]
Satoh, Shinsuke [6 ]
Ushio, Tomoo [7 ]
Bessho, Kotaro [8 ]
Seko, Hiromu [4 ]
Tomita, Hirofumi [1 ]
Ishikawa, Yutaka [1 ]
机构
[1] RIKEN, Adv Inst Computat Sci, Kobe, Hyogo, Japan
[2] Univ Maryland, Dept Atmospher & Ocean Sci, College Pk, MD 20742 USA
[3] Japan Agcy Marine Earth Sci & Technol, Applicat Lab, Yokohama, Kanagawa, Japan
[4] Meteorol Res Inst, Tsukuba, Ibaraki, Japan
[5] Univ Buenos Aires, CONICET, CIMA, Buenos Aires, DF, Argentina
[6] Natl Inst Informat & Commun Technol, Koganei, Tokyo, Japan
[7] Osaka Univ, Suita, Osaka, Japan
[8] Meteorol Satellite Ctr, Kiyose, Japan
关键词
WARN-ON-FORECAST; KALMAN FILTER; RADAR;
D O I
10.1175/BAMS-D-15-00144.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Sudden local severe weather is a threat, and we explore what the highest-end supercomputing and sensing technologies can do to address this challenge. Here we show that using the Japanese flagship "K" supercomputer, we can synergistically integrate "big simulations" of 100 parallel simulations of a convective weather system at 100-m, grid spacing and "big data" from the next-generation phased array weather radar that produces a high-resolution 3-dimensional rain distribution every 30 s two orders of magnitude more data than the currently used parabolic-antenna radar. This "big data assimilation" system refreshes 30-min forecasts every 30 s, 120 times more rapidly than the typical hourly updated systems operated at the world's weather prediction centers. A real high-impact weather case study shows encouraging results of the 30-s-update big data assimilation system.
引用
收藏
页码:1347 / +
页数:9
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