Computationally efficient spatial forecast verification using Baddeley's delta image metric

被引:23
作者
Gilleland, Eric [1 ]
Lee, Thomas C. M. [2 ,3 ]
Gotway, John Halley
Bullock, R. G. [1 ]
Brown, Barbara G. [1 ]
机构
[1] Natl Ctr Atmospher Res, Res Applicat Lab, Boulder, CO 80301 USA
[2] Chinese Univ Hong Kong, Dept Stat, Hong Kong, Hong Kong, Peoples R China
[3] Colorado State Univ, Dept Stat, Ft Collins, CO 80523 USA
关键词
D O I
10.1175/2007MWR2274.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
An important focus of research in the forecast verification community is the development of alternative verification approaches for quantitative precipitation forecasts, as well as for other spatial forecasts. The need for information that is meaningful in an operational context and the importance of capturing the specific sources of forecast error at varying spatial scales are two primary motivating factors. In this paper, features of precipitation as identified by a convolution threshold technique are merged within fields and matched across fields in an automatic and computationally efficient manner using Baddeley's metric for binary images. The method is carried out on 100 test cases, and 4 representative cases are shown in detail. Results of merging and matching objects are generally positive in that they are consistent with how a subjective observer might merge and match features. The results further suggest that the Baddeley metric may be useful as a computationally efficient summary metric giving information about location, shape, and size differences of individual features, which could be employed for other spatial forecast verification methods.
引用
收藏
页码:1747 / 1757
页数:11
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