An Eulerian Framework for Event-Based Pattern Verification

作者: Jason E. Nachamkin , Yi Jin

DOI: 10.1175/WAF-D-17-0065.1

关键词:

摘要: When consulting a forecast, users often ask some variant of the following questions: Will an event of interest occur? If so, when will it occur? How long will it last? How intense will it be? Standard verification measures often do not directly communicate the ability of a forecast to answer these questions. Instead, quantitative scores typically address them indirectly or in some combined form. A more direct performance measure grew from what started as a project for a high-school intern. The challenge was to evaluate aspects of forecast quality from a set of convection-allowing (1.67 km) precipitation forecasts over Florida. Although the output was highly detailed, evaluation became manageable by simply adding a series of static landmarks with range rings and radials. Using the “targets” as a guide, the student and the two authors successfully obtained quantitative estimates of model tendencies that had heretofore only been reported anecdotally. What follows is a description of the method as well as the results from the analysis. It is hoped that this work will stimulate a broader discussion about how to extract performance information from very complex forecasts and present that information in terms that humans can readily perceive.

参考文章(52)
John S. Kain, J. Michael Fritsch, Convective parameterization for mesoscale models : The Kain-Fritsch Scheme The Representation of Cumulus Convection in Numerical Models. pp. 165- 170 ,(1993) , 10.1007/978-1-935704-13-3_16
Barbara G. Brown, Eric Gilleland, Elizabeth E. Ebert, Forecasts of Spatial Fields John Wiley & Sons, Ltd. pp. 95- 117 ,(2012) , 10.1002/9781119960003.CH6
Roger A. Pielke, Mesoscale meteorological modeling ,(1984)
Jeremy S. Grams, Willam A. Gallus, Steven E. Koch, Linda S. Wharton, Andrew Loughe, Elizabeth E. Ebert, The Use of a Modified Ebert–McBride Technique to Evaluate Mesoscale Model QPF as a Function of Convective System Morphology during IHOP 2002 Weather and Forecasting. ,vol. 21, pp. 288- 306 ,(2006) , 10.1175/WAF918.1
Qingyun Zhao, Fuqing Zhang, Teddy Holt, Craig H. Bishop, Qin Xu, Development of a Mesoscale Ensemble Data Assimilation System at the Naval Research Laboratory Weather and Forecasting. ,vol. 28, pp. 1322- 1336 ,(2013) , 10.1175/WAF-D-13-00015.1
William A. Gallus, Application of Object-Based Verification Techniques to Ensemble Precipitation Forecasts Weather and Forecasting. ,vol. 25, pp. 144- 158 ,(2010) , 10.1175/2009WAF2222274.1