Journal of Meteorology and Environment ›› 2020, Vol. 36 ›› Issue (5): 10-17.doi: 10.3969/j.issn.1673-503X.2020.05.002
• Articles • Previous Articles Next Articles
An-qi NIE1,2,3(),De-qin LI3,*(
),Fang-da TENG3,Jing-long LU3,Dang WANG4
Received:
2020-05-08
Online:
2020-10-30
Published:
2020-09-09
Contact:
De-qin LI
E-mail:nianqe@163.com;lewen05@hotmail.com
CLC Number:
An-qi NIE,De-qin LI,Fang-da TENG,Jing-long LU,Dang WANG. Verification of multi-model precipitation forecast in Liaoning province in summer and research on clear or rain forecast method[J]. Journal of Meteorology and Environment, 2020, 36(5): 10-17.
Table 3
Indexes for 24-h forecast accuracy of heavy rainfall events among all products in Liaoning province in summer of 2019"
模式 | 正确站数/个 | 空报站数/个 | 漏报站数/个 | TS/(%) | 漏报率/(%) | BIAS |
EC | 208 | 278 | 287 | 26.91 | 57.98 | -0.0182 |
GRAPES_GFS | 127 | 204 | 368 | 18.17 | 74.34 | -0.3313 |
日本 | 187 | 157 | 308 | 28.68 | 62.22 | -0.3051 |
睿图东北9 km | 201 | 402 | 294 | 22.41 | 59.39 | 0.2182 |
睿图东北3 km | 210 | 423 | 285 | 22.88 | 57.57 | 0.2788 |
GRAPES_MESO | 232 | 444 | 263 | 24.71 | 53.13 | 0.3657 |
华北 | 185 | 356 | 310 | 21.74 | 62.62 | 0.0929 |
华东 | 195 | 694 | 300 | 16.40 | 60.60 | 0.7960 |
中央气象台 | 266 | 476 | 229 | 27.39 | 46.26 | 0.4990 |
Table 4
Indexes for 3-h forecast accuracy of heavy rainfall events among all products in Liaoning province in summer of 2019"
模式 | 正确站数/个 | 空报站数/个 | 漏报站数/个 | TS/(%) | BIAS |
EC | 183 | 550 | 1170 | 9.62 | -0.4582 |
GRAPES_GFS | 56 | 237 | 1297 | 3.52 | -0.7834 |
日本 | 143 | 300 | 1210 | 8.65 | -0.6726 |
睿图东北9 km | 183 | 981 | 1170 | 7.84 | -0.1397 |
睿图东北3 km | 212 | 1352 | 1141 | 7.84 | 0.1559 |
GRAPES_MESO | 153 | 860 | 1200 | 6.91 | -0.2513 |
华北 | 141 | 839 | 1212 | 6.43 | -0.2757 |
华东 | 198 | 2094 | 1155 | 5.74 | 0.6940 |
中央气象台 | 242 | 832 | 1111 | 11.08 | -0.2062 |
Table 5
Threat score of 3-h heavy rainfall for all forecast products in Liaoning province during summer of 2019"
模式 | 时次 | |||||||
003 | 006 | 009 | 012 | 015 | 018 | 021 | 024 | |
EC | 4.07 | 22.93 | 20.21 | 9.60 | 12.45 | 2.82 | 3.14 | 6.58 |
GRAPES_GFS | 1.66 | 7.91 | 5.61 | 4.69 | 0.65 | 0.00 | 1.79 | 4.59 |
日本 | 4.86 | 19.88 | 8.65 | 8.90 | 12.24 | 4.52 | 7.81 | 4.12 |
睿图东北9 km | 3.35 | 19.91 | 10.56 | 10.61 | 7.42 | 1.45 | 3.94 | 10.14 |
睿图东北3 km | 4.05 | 20.87 | 10.22 | 13.14 | 8.17 | 1.71 | 3.19 | 6.89 |
GRAPES_MESO | 7.91 | 15.93 | 11.48 | 5.16 | 4.33 | 1.76 | 3.47 | 4.90 |
华北 | 4.06 | 13.65 | 8.49 | 9.06 | 7.14 | 0.00 | 1.52 | 3.75 |
华东 | 2.48 | 10.36 | 10.30 | 7.14 | 5.63 | 2.81 | 4.71 | 4.79 |
中央气象台 | 8.33 | 23.21 | 20.61 | 8.56 | 11.32 | 4.62 | 4.40 | 10.68 |
Table 6
Indexes for forecast accuracy of 24-h heavy clear-rain events among all products in Liaoning province in summer of 2019 %"
模式 | 正确 | 漏报 | 空报 | 无降水 | 准确率 |
EC | 40.90 | 1.96 | 34.33 | 22.80 | 63.71 |
GRAPES_GFS | 40.26 | 2.60 | 34.37 | 22.77 | 63.03 |
日本 | 41.09 | 1.78 | 40.11 | 17.03 | 58.11 |
睿图东北9 km | 38.34 | 4.52 | 28.22 | 28.91 | 67.26 |
睿图东北3 km | 33.28 | 9.58 | 19.05 | 38.09 | 71.37 |
GRAPES_MESO | 36.15 | 6.71 | 23.23 | 33.90 | 70.06 |
华北 | 40.13 | 2.73 | 37.57 | 19.57 | 59.70 |
华东 | 39.26 | 3.61 | 30.17 | 26.96 | 66.22 |
中央气象台 | 35.59 | 7.28 | 15.95 | 41.19 | 76.78 |
Table 7
Station numbers of different situations from the ECMWF model under different eliminating thresholds in Liaoning province in 2019"
阈值/mm | 正确站数 | 漏报站数 | 空报站数 | 无降水站数 |
0.0 | 12022 | 576 | 10091 | 6702 |
0.1 | 11229 | 1369 | 6700 | 10093 |
0.2 | 10864 | 1734 | 5656 | 11137 |
0.3 | 10544 | 2054 | 5002 | 11791 |
0.4 | 10319 | 2279 | 4488 | 12305 |
0.5 | 10115 | 2483 | 4060 | 12733 |
0.6 | 9893 | 2705 | 3690 | 13103 |
0.7 | 9734 | 2864 | 3415 | 13378 |
0.8 | 9544 | 3054 | 3159 | 13634 |
0.9 | 9386 | 3212 | 2957 | 13836 |
1.0 | 9220 | 3378 | 2778 | 14015 |
1.2 | 8928 | 3670 | 2476 | 14317 |
1.4 | 8673 | 3925 | 2230 | 14563 |
1.5 | 8568 | 4030 | 2122 | 14671 |
1.6 | 8452 | 4146 | 2001 | 14792 |
1.8 | 8220 | 4378 | 1847 | 14946 |
2.0 | 8028 | 4570 | 1689 | 15104 |
Table 8
Optimized 24-h clear or rain forecast accuracy for each model using the eliminating method in Liaoning province in 2019 %"
模式 | 正确 | 漏报 | 空报 | 无降水 | 准确率 |
EC | 30.38 | 12.49 | 8.42 | 48.71 | 79.09 |
GRAPES_GFS | 32.61 | 10.25 | 16.10 | 41.03 | 73.64 |
日本 | 30.79 | 12.07 | 11.64 | 45.49 | 76.29 |
睿图东北9 km | 29.90 | 12.96 | 11.68 | 45.45 | 75.36 |
睿图东北3 km | 21.74 | 21.13 | 5.15 | 51.99 | 73.73 |
GRAPES_MESO | 26.85 | 16.02 | 7.76 | 49.38 | 76.22 |
华北 | 29.42 | 13.44 | 12.43 | 44.70 | 74.13 |
华东 | 27.94 | 14.93 | 9.09 | 48.05 | 75.99 |
中央气象台 | 35.59 | 7.28 | 15.95 | 41.19 | 76.78 |
Table 9
Forecast accurate rate of 3-h clear or rain events from the ECMWF model with different eliminating thresholds in Liaoning province in 2019"
阈值 | 时次 | |||||||
003 | 006 | 009 | 012 | 015 | 018 | 021 | 024 | |
0.0 | 79.94 | 77.67 | 73.11 | 68.92 | 59.99 | 57.15 | 61.06 | 73.31 |
0.1 | 87.48 | 86.03 | 83.47 | 80.78 | 73.73 | 70.99 | 74.08 | 81.79 |
0.2 | 88.56 | 87.62 | 85.70 | 83.81 | 79.03 | 76.21 | 78.18 | 83.92 |
0.3 | 89.15 | 88.20 | 86.72 | 85.35 | 81.89 | 79.46 | 80.14 | 84.72 |
0.4 | 89.53 | 88.71 | 87.39 | 86.26 | 83.78 | 81.62 | 81.55 | 85.24 |
0.5 | 89.70 | 89.07 | 87.83 | 86.74 | 85.19 | 83.20 | 82.52 | 85.55 |
0.6 | 89.76 | 89.34 | 88.15 | 87.14 | 86.06 | 84.46 | 83.09 | 85.75 |
0.7 | 89.77 | 89.47 | 88.33 | 87.48 | 86.71 | 85.26 | 83.55 | 85.93 |
0.8 | 89.75 | 89.50 | 88.63 | 87.79 | 87.14 | 85.98 | 83.91 | 86.02 |
0.9 | 89.78 | 89.48 | 88.81 | 87.93 | 87.52 | 86.39 | 84.28 | 86.07 |
1.0 | 89.75 | 89.54 | 88.95 | 88.02 | 87.83 | 86.84 | 84.54 | 86.10 |
Table 10
Comparison of 3-h clear or rain forecast accuracy from different forecast products in Liaoning province in 2019"
预报 | 时次 | |||||||
003 | 006 | 009 | 012 | 015 | 018 | 021 | 024 | |
EC原始 | 79.94 | 77.67 | 73.11 | 68.92 | 59.99 | 57.15 | 61.06 | 73.31 |
中央气象台 | 84.63 | 83.08 | 80.52 | 77.90 | 72.87 | 71.29 | 72.97 | 79.63 |
EC消空 | 89.75 | 89.50 | 88.63 | 87.79 | 87.14 | 85.98 | 83.91 | 86.02 |
正技巧 | 5.12 | 6.42 | 8.11 | 9.89 | 14.27 | 14.69 | 10.94 | 6.39 |
1 | 曹越, 赵琳娜, 巩远发, 等. ECMWF高分辨率模式降水预报能力评估与误差分析[J]. 暴雨灾害, 2019, 38 (3): 249- 258. |
2 | 辛辰, 漆梁波. ECMWF模式对南方春雨期降水预报的检验和分析[J]. 暴雨灾害, 2018, 37 (4): 383- 391. |
3 | 张宏芳, 潘留杰, 杨新. ECMWF、日本高分辨率模式降水预报能力的对比分析[J]. 气象, 2014, 40 (4): 424- 432. |
4 | 潘留杰, 张宏芳, 王建鹏, 等. 日本高分辨率模式对中国降水预报能力的客观检验[J]. 高原气象, 2014, 33 (2): 483- 494. |
5 | 宫宇, 代刊, 徐珺, 等. GRAPES-GFS模式暴雨预报天气学检验特征[J]. 气象, 2018, 44 (9): 1148- 1159. |
6 | 蔡义勇, 危国飞, 党皓飞, 等. 基于降水目标的主雨带识别及预报误差空间检验[J]. 气象与环境学报, 2020, 36 (1): 36- 42. |
7 | 齐铎, 张天华, 王承伟, 等. 东北夏季天气分型及EC降水预报空间检验[J]. 气象与环境学报, 2020, 36 (3): 17- 25. |
8 | 于翡, 黄丽萍, 邓莲堂. GRAPES-MESO模式不同空间分辨率对中国夏季降水预报的影响分析[J]. 大气科学, 2018, 42 (5): 1146- 1156. |
9 | 徐同, 杨玉华, 李佳, 等. SMS-WARMS V2.0模式对中国西南地区降水预报能力的客观检验[J]. 气象, 2019, 45 (8): 1065- 1074. |
10 | 班晋, 王波, 李永生, 等. 基于NCEP_CFSv2模式的黑龙江省夏季降水预测研究[J]. 气象与环境学报, 2019, 35 (6): 21- 27. |
11 | 孙素琴, 郑婧, 金米娜, 等. 基于多模式2015年江西省汛期区域性暴雨的检验[J]. 气象与环境学报, 2017, 33 (2): 1- 7. |
12 | 公颖, 周小珊, 杨森, 等. 2012年东北地区重大天气过程WRF模式预报效果检验[J]. 气象与环境学报, 2015, 31 (6): 27- 33. |
13 | 杨阳, 王连仲, 周晓珊. 东北区域业务模式预报产品检验评估系统的建立及应用[J]. 气象与环境学报, 2017, 33 (4): 21- 28. |
14 | 高松影, 刘天伟, 李慧琳, 等. 日本数值产品对丹东暴雨预报的天气学检验与误差分析[J]. 暴雨灾害, 2011, 30 (3): 234- 240. |
15 | 赛瀚, 李燕, 刘硕, 等. 东北区域数值模式产品在天气预报业务中的检验[J]. 气象与环境学报, 2018, 34 (5): 119- 127. |
16 | Jolliffe I T, Stephenson D B.预报检验——大气科学从业者指南(2版)[M].李应林,译.北京:气象出版社, 2016: 32. |
[1] | Duo QI,Tian-hua ZHANG,Cheng-wei WANG,Song-tao LIU. Classification of synoptic circulations and spatial verification of the ECMWF model precipitation forecast over Northeast China during summer [J]. Journal of Meteorology and Environment, 2020, 36(3): 17-25. |
[2] | QIAN Yan-zhen, PAN Ling-jie, DUAN Jing-jing, GUO Yu-guang, ZHU Xian-chun. Analysis on the characteristics of heavy rainfall in Ningbo indirect caused by three landing typhoons [J]. Journal of Meteorology and Environment, 2019, 35(5): 37-45. |
[3] | WANG Xiu-ying, LIAO Liu-feng, WANG Jun-jie. A forecast model for flash heavy rainfall in southwestern Yunnan province based on a multiple linear regression method [J]. Journal of Meteorology and Environment, 2019, 35(2): 15-22. |
[4] | LIN Xiao-hong, WU Jian-cheng, LIU Tong-yi, HAN Mei, GUO Hong, KE Xiao-qing. Analysis of heavy rainfall distribution difference among three typical hollow typhoons landing in Fujian province [J]. Journal of Meteorology and Environment, 2019, 35(1): 10-17. |
[5] | REN Li, ZHANG Gui-hua, ZHAO Ling, LIN Jia-nan. Comparison analysis of two rare heavy rainfalls in Spring over Heilongjiang province [J]. Journal of Meteorology and Environment, 2018, 34(6): 33-41. |
[6] | SAI Han, LI Yan, LIU Shuo, QUAN Mei-lan, SUN Yue-cheng. The verification of northeast regional numerical model products in operational weather forecast services [J]. Journal of Meteorology and Environment, 2018, 34(5): 119-127. |
[7] | WAN Yu;CAO Xing;YANG Lian-mei. Mesoscale characteristics of a short-time heavy rainfall under the background of the Central Asian Vortex in the middle Tianshan of Xinjiang province [J]. Journal of Meteorology and Environment, 2018, 34(4): 1-10. |
[8] | LIU Hui, RAO Xiao-qin, ZHANG Heng-de, LI Ming, ZHANG Zhi-gang. Comparative verification and analysis of environmental meteorology operational numerical prediction models in China [J]. Journal of Meteorology and Environment, 2017, 33(5): 17-24. |
[9] | YANG Yang, WANG Lian-zhong, ZHOU Xiao-shan. Establishment and application of the verification and evaluation system of operational model forecast products in Northeast China [J]. Journal of Meteorology and Environment, 2017, 33(4): 21-28. |
[10] | YANG Guan-ying, DENG Xue-liang, WU Bi-wen, HUO Yan-feng, ZHAI Jing, YU Cai-xia, TIAN Lei. Verification of CUACE model in Hefei,Anhui province [J]. Journal of Meteorology and Environment, 2017, 33(1): 51-57. |
[11] | CHEN Sheng-jie, YIN Dong-ping, LI Yu-tao, SUN Yan, LI Chao. Analysis of differences of rainfall between urban and rural regions in Nanjing [J]. Journal of Meteorology and Environment, 2016, 32(6): 27-33. |
[12] | LIANG Han, CHEN Chuan-lei, NIE An-qi, TIAN Li, HE Hui, HUANG Ge. Validation on numerical forecast products during the “8.16” severe torrential rain in Liaoning province [J]. Journal of Meteorology and Environment, 2016, 32(6): 1-9. |
[13] | LI Jin, DING Ting, SUN Lin-hai, QIAN Wei-hong. Analysis of low-frequency atmospheric disturbances over mid-lower reaches of the Yangtze River during heavy rainfall in 1998 [J]. Journal of Meteorology and Environment, 2016, 32(4): 23-31. |
[14] | WU Ying-xu, ZHOU Yi, LIU Song-tao, ZHANG Li-bao. Analysis of physical mechanism and characteristics of strong winds and heavy rainfall from a β mesoscale system in Heilongjiang province [J]. Journal of Meteorology and Environment, 2016, 32(3): 1-9. |
[15] | XU Min, CONG Bo, LIU Yan-jie, WANG Jie, ZHANG Shao-hui, TIAN Xiao-fei. Verification and assessment of precipitation forecast by five numerical models in Langfang [J]. Journal of Meteorology and Environment, 2016, 32(1): 9-15. |
Viewed | ||||||||||||||||||||||||||||||||||||||||||||||||||
Full text 152
|
|
|||||||||||||||||||||||||||||||||||||||||||||||||
Abstract 335
|
|
|||||||||||||||||||||||||||||||||||||||||||||||||
|