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contributor authorChang, Hui-Ling
contributor authorYang, Shu-Chih
contributor authorYuan, Huiling
contributor authorLin, Pay-Liam
contributor authorLiou, Yu-Chieng
date accessioned2017-06-09T17:32:21Z
date available2017-06-09T17:32:21Z
date copyright2015/05/01
date issued2015
identifier issn0027-0644
identifier otherams-86928.pdf
identifier urihttp://onlinelibrary.yabesh.ir/handle/yetl/4230540
description abstracteasurement of the usefulness of numerical weather prediction considers not only the forecast quality but also the possible economic value (EV) in the daily decision-making process of users. Discrimination ability of an ensemble prediction system (EPS) can be assessed by the relative operating characteristic (ROC), which is closely related to the EV provided by the same forecast system.Focusing on short-range probabilistic quantitative precipitation forecasts (PQPFs) for typhoons, this study demonstrates the consistent and strongly related characteristics of ROC and EV based on the Local Analysis and Prediction System (LAPS) EPS operated at the Central Weather Bureau in Taiwan. Sensitivity experiments including the effect of terrain, calibration, and forecast uncertainties on ROC and EV show that the potential EV provided by a forecast system is mainly determined by the discrimination ability of the same system. The ROC and maximum EV (EVmax) of an EPS are insensitive to calibration, but the optimal probability threshold to achieve the EVmax becomes more reliable after calibration. In addition, the LAPS ensemble probabilistic forecasts outperform deterministic forecasts in respect to both ROC and EV, and such an advantage grows with increasing precipitation intensity. Also, even without explicitly knowing the cost?loss ratio, one can still optimize decision-making and obtain the EVmax by using ensemble probabilistic forecasts.
publisherAmerican Meteorological Society
titleAnalysis of the Relative Operating Characteristic and Economic Value Using the LAPS Ensemble Prediction System in Taiwan
typeJournal Paper
journal volume143
journal issue5
journal titleMonthly Weather Review
identifier doi10.1175/MWR-D-14-00189.1
journal fristpage1833
journal lastpage1848
treeMonthly Weather Review:;2015:;volume( 143 ):;issue: 005
contenttypeFulltext


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