Arid Zone Research ›› 2023, Vol. 40 ›› Issue (2): 163-172.doi: 10.13866/j.azr.2023.02.01
• Weather and Climate • Previous Articles Next Articles
SHAO Jian1,2,3(),ZHANG Suzhao1,4,CHEN Min2,LI Qiang4,ZHENG Youjiong2,CHENG Yao2,MA Ning5
Received:
2022-08-29
Revised:
2022-10-15
Online:
2023-02-15
Published:
2023-03-08
SHAO Jian,ZHANG Suzhao,CHEN Min,LI Qiang,ZHENG Youjiong,CHENG Yao,MA Ning. Application of FY-4A satellite data in short-time severe precipitation of Ningxia[J].Arid Zone Research, 2023, 40(2): 163-172.
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Tab. 1
Product parameters of FY-4A satellite"
产品 | 英文缩写 | 调取参数及产品 | 最小分辨率 | 更新频次 | |
---|---|---|---|---|---|
云相态 | CLP | CLP(Cloud Phase,云相态,无单位) | 4 km 1 km | ① 60 min ② 15 min ③ 不定时 | |
云类型 | CLT | CLT(Cloud Type,云类型,无单位) | |||
云顶高度 | CTH | CTH(Cloud Top Height,云顶高,km) | |||
降水估计 | QPE | Precipitation(Quantitative Rainfall Rate Estimation,定量降水估测,mm) | |||
对流层顶折叠检测 | TFP | TFTP_Z_depth(Tropopause folding uppermost height,对流层折叠最深深度,km) |
Tab. 2
Statistical characteristics of CLT and CLP in short-time severe precipitation cases during 2018-2020"
产品定义 | 取值 范围 | 无云 | 暖水云或 液态(水) | 过冷水云或 过冷液态 | 混合云或 混合态 | 冰云或 固态(冰) | 卷云 | 多层云 | 不确定 | 太空 | 填充值 | 无云 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
云类型CLT | 数值 | 0 | 2 | 3 | 4 | 5 | 6 | 7 | 9 | 126 | 127 | 0 |
占比/% | 11.09 | 24.46 | 6.96 | 54.6 | 0.72 | 1.11 | 0.84 | 0 | 0 | 0 | 11.09 | |
云相态CLP | 数值 | 0 | 1 | 2 | 3 | 4 | - | - | - | 126 | 127 | 0 |
占比/% | 7.99 | 14.11 | 15.52 | 60.12 | 2.21 | - | - | - | 0 | 0 | 7.99 |
Tab. 6
Comparison between QPE data and observation rain data"
QPE相对偏差 | QPE绝对误差 | ||||
---|---|---|---|---|---|
15 min | 1 h | 15 min | 1 h | ||
最大值/mm | 2.45 | 9.50 | 25.27 | 76.20 | |
最小值/mm | -25.27 | -76.20 | 0.11 | 0.88 | |
平均值/mm | -4.09 | -16.79 | 4.12 | 16.88 | |
偏差偏小占比/% | 99.28 | 98.77 | - | - | |
偏差偏小占比/% | 0.72 | 1.23 | - | - | |
绝对误差值与大值比 小于10%的占比/% | - | - | 7.55 | 11.32 | |
绝对误差值与大值比 小于20%的占比/% | - | - | 30.19 | 30.19 | |
绝对误差值与大值比 小于30%的占比/% | - | - | 56.60 | 52.83 |
[1] | 井喜, 李栋梁, 李明娟, 等. 青藏高原东北侧一次突发性大暴雨环境场综合分析[J]. 高原气象, 2008, 27(1): 46-57. |
[Jing Xi, Li Dongliang, Li Mingjuan, et al. Synthetic analyses on environmental conditions of an abrupt heavy rainstorm on the Northeast side of Tibetan Plateau[J]. Plateau Meteorology, 2008, 27(1): 46-57.] | |
[2] | 杨莲梅, 关学锋, 张迎新. 亚洲中部干旱区降水异常的大气环流特征[J]. 干旱区研究, 2018, 35(2): 249-259. |
[Yang Lianmei, Guan Xuefeng, Zhang Yingxing. Study on atmospheric circulation characteristics of precipitation anomalies in arid region of Central Asia[J]. Arid Zone Research, 2018, 35(2): 249-259.] | |
[3] | 邵建, 胡文东, 杨有林, 等. 基于图形学的致旱天气系统自动识别技术[J]. 干旱区研究, 2019, 36(3): 664-669. |
[Shao Jian, Hu Wendong, Yang Youlin, et al. Automatic recognition technology of weather systems resulting in drought based on graphics[J]. Arid Zone Research, 2019, 36(3): 664-669.] | |
[4] | 刘治国, 陶健红, 杨建才, 等. 冰雹云和雷雨云单体VIL演变特征对比分析[J]. 高原气象, 2008, 27(6): 1363-1374. |
[Liu Zhiguo, Tao Jianhong, Yang Jiancai, et al. Contrast analyses on variation characters of vertically integrated liquid water content about hail cloud cell and thundercloud cell[J]. Plateau Meteorology, 2008, 27(6): 1363-1374.] | |
[5] |
张之贤, 张强, 赵庆云, 等. “8·8”舟曲特大山洪泥石流灾害天气特征分析[J]. 高原气象, 2013, 32(1): 290-297.
doi: 10.7522/j.issn.1000-0534.2012.00028 |
[Zhang Zhixian, Zhang Qiang, Zhao Qingyun, et al. Analyses on disaster weather characteristics of masssive mudslide in Zhouqu Gansu on 8 August 2010[J]. Plateau Meteorology, 2013, 32(1): 290-297.]
doi: 10.7522/j.issn.1000-0534.2012.00028 |
|
[6] |
许东蓓, 许爱华, 肖玮, 等. 中国西北四省区强对流天气形势配置及特殊性综合分析[J]. 高原气象, 2015, 34(4): 973-981.
doi: 10.7522/j.issn.1000-0534.2014.00102 |
[Xu Dongpei, Xu Aihua, Xiao Wei, et al. Comprehensive analysis on the severe convective weather situation configuration and its particularity in Northwest China[J]. Plateau Meteorology, 2015, 34(4): 973-981.]
doi: 10.7522/j.issn.1000-0534.2014.00102 |
|
[7] | Matrosov S Y, Heymsfield A J. Estimating ice content and extinction in precipitating cloud systems from Cloud-Sat radar measurements[J]. Journal of Geophysical Research: Atmospheres, 2008, 113(D00A05): 1-8. |
[8] | 范思睿, 王维佳. 利用FY-4A卫星反演产品对飞机增雨作业的分析[J]. 高原山地气象研究, 2018, 38(4): 60-66, 84. |
[Fan Sirui, Wang Weijia, et al. A case analysis of FY-4A satellite-retrieved of artificial precipitation enhancement operation[J]. Plateau and Mountain Meteorology Research, 2018, 38(4): 60-66, 84.] | |
[9] |
徐小红, 余兴, 朱延年, 等. 6·23龙卷FY-2G卫星云微物理特征分析[J]. 高原气象, 2018, 37(6): 1737-1748.
doi: 10.7522/j.issn.1000-0534.2018.00041 |
[Xu Xiaohong, Yu Xing, Zhu Yannian, et al. Cloud microphysical properties of a tornado revealed by FY-2G geostationary satellite[J]. Plateau Meteorology, 2018, 37(6): 1737-1748.]
doi: 10.7522/j.issn.1000-0534.2018.00041 |
|
[10] | 张志清, 陆风, 方翔, 等. FY-4卫星应用和发展[J]. 上海航天, 2017, 34(4): 8-19. |
[Zhang Zhiqing, Lu Feng, Fang Xiang, et al. Application and development of FY-4 meteorological satellite[J]. Aerospace Shanghai, 2017, 34(4): 8-19.] | |
[11] | 王清平, 吴晓京, 陈阳权, 等. FY-4A卫星数据可视化及应用[J]. 气象科技, 2020, 47(3): 502-507. |
[Wang Qingping, Wu Xiaojing, Chen Yangquan, et al. Visualization and application of FY-4A satellite data[J]. Meteorological Science and Technology, 2020, 47(3): 502-507.] | |
[12] | 黄荣, 刘日胜, 刘国忠, 等. FY3极轨卫星资料在暴雨短时预报中的应用分析[J]. 气象研究与应用, 2018, 39(2): 41-44, 71, 144. |
[Huang Rong, Liu Risheng, Liu Guozhong, et al. Application of FY3 satellite data in short-term rainstorm forecast[J]. Journal of Meteorological Research and Application, 2018, 39(2): 41-44, 71, 144.] | |
[13] | 邵建, 任小芳, 王勇, 等. 一次雨转暴雪天气过程卫星云图中尺度特征分析[J/OL]. 宁夏大学学报(自然科学版): 1-7[2023-02-14]. http://kns.cnki.net/kcms/detail/64.1006.N.20210929.0858.004.html. |
[Shao Jian, Ren Xiaofang, Wang Yong, et al. Analysis on mesoscale characteristics of satellite cloud images for a rain to blizzard weather process[J]. Journal of Ningxia University(Naturnal Science Edition), 1-7[2023-02-14].http://kns.cnki.net/kcms/detail/64.1006.N.20210929.0858.004.html. ] | |
[14] | 丁明月, 王俐俐, 辛渝, 等. 基于CloudSat卫星资料对中亚低涡暴雨个例的诊断分析和数值模拟[J]. 干旱区研究, 2020, 37(4): 936-946. |
[Ding Yueming, Wang Lili, Xin Yu, et al. Diagnostic analysis and numerical simulation of a Central Asian vortex rainstorm based on CloudSat satellite data[J]. Arid Zone Research, 2020, 37(4): 936-946.] | |
[15] | 吴晓京, 朱小祥, 毛紫阳, 等. 风云二号气象卫星红外观测在云团降水监测中的应用[J]. 海洋气象学报, 2020, 39(3): 1-10. |
[Wu Xiaojing, Zhu Xiaoxiang, Mao Ziyang, et al. Algorithm design of convective precipitation monitoring and early warning sercice using FY-2 infrared data[J]. Journal of Marine Meteorology, 2020, 39(3): 1-10.] | |
[16] | 何立富, 陈双, 郭云谦. 台风利奇马(1909)极端强降雨观测特征及成因[J]. 应用气象学报, 2020, 31(5): 513-526. |
[He Lifu, Chen Shuang, Guo Yunqian, et al. Obtervation characteristics and synoptic mechanisms of typhoon lekima extreme rainfall in 1909[J]. Journal of Applied Meteorological Science, 2020, 31(5): 513-526.] | |
[17] |
张一平, 俞小鼎, 王迪, 等. 河套及周边地区干线触发对流天气特征初步分析[J]. 高原气象, 2021, 40(5): 1024-1037.
doi: 10.7522/j.issn.1000-0534.2020.00068 |
[Zhang Yipping, Yu Xiaoding, Wang Di, et al. A preliminary analysis of the characteristics of drylines and its triggering convections in the Hetao and surrounding regions[J]. Plateau Meteorology, 2021, 40(5): 1024-1037.]
doi: 10.7522/j.issn.1000-0534.2020.00068 |
|
[18] | 刘佳, 罗向阳. 风云二号多通道卫星数据对流单体检测[J]. 遥感学报, 2020, 24(8): 1023-1031. |
[Liu Jia, Luo Xiangyang. Detection of convective cells using multi-channel satellite data from FY-2[J]. Journal of Remote Sensing, 2020, 24(8): 1023-1031.] | |
[19] |
陈宏, 杨晓君, 易笑园, 等. 北上台风“安比”后期两个阶段暴雨落区分布的差异性分析[J]. 高原气象, 2021, 40(5): 1087-1100.
doi: 10.7522/j.issn.1000-0534.2020.00088 |
[Chen Hong, Yang Xiaojun, Yi Xiaoyuan, et al. Analysis of difference in distribution of rainstorms in the later two stages of northward-moving typhoon ampil[J]. Plateau Meteorology, 2021, 40(5): 1087-1100.]
doi: 10.7522/j.issn.1000-0534.2020.00088 |
|
[20] |
魏栋, 刘丽伟, 田文寿, 等. 基于卫星资料的西北地区高原涡强降水分析[J]. 高原气象, 2021, 40(4): 829-839.
doi: 10.7522/j.issn.1000-0534.2021.000021 |
[Wei Dong, Liu Liwei, Tian Wenshou, et al. Analysis of the heavy precipitation caused by plateau vortex in Northwest China based on satellite data[J]. Plateau Meteorology, 2021, 40(4): 829-839.]
doi: 10.7522/j.issn.1000-0534.2021.000021 |
|
[21] | 罗敬宁, 刘立葳. 遥感大数据分布式技术研究与实现[J]. 应用气象学报, 2017, 28(5): 621-631. |
[Luo Jingning, Liu Liwei. Research and implementation of remote sensing big data distributed technology[J]. Journal of Applied Meteorological Science, 2017, 28(5): 621-631.] | |
[22] | 江琪, 桂海林, 张天航, 等. 基于FY-4A卫星资料的中国区域网格化地表大气颗粒物浓度估算[J]. 气象, 2020, 46(10): 1297-1309. |
[Jiang Qi, Gui Hailin, Zhang Tianhang, et al. Estimation of gridding surface atmospheric particle matter concentration in China based on FY-4A satellite observation[J]. Meteorological Monthly, 2020, 46(10): 1297-1309.] | |
[23] | 王继竹, 郭英莲, 徐双柱, 等. 湖北省卫星云图短时暴雨概率预报方法及应用[J]. 气象科技, 2014, 42(3): 460-465. |
[Wang Jizhu, Guo Yinglian, Xu Shuangzhu, et al. Application of satellite data in probabilistic forecasting for short-time rainstorms in Hubei Province[J]. Meteorological Science and Technology, 2014, 42(3): 460-465.] | |
[24] | 闵文彬, 李宾, 彭俊, 等. 青藏高原东南部及其邻近地区FY-2E卫星晴空大气可降水量评估[J]. 长江流域资源与环境, 2015, 24(4): 625-631. |
[Min Wenbin, Li Bin, Peng Jun, et al. Evaluation of total precipitable water derived from FY-2E satellite data over the Southeast of Tibetan Plateau and its adjacent areas[J]. Resources and Environment in the Yangtze Basin, 2015, 24(4): 625-631.] | |
[25] | 许梦婕, 鲍艳松, 许丹, 等. 基于FY-4A卫星数据反演气溶胶光学厚度及分析应用[J]. 中国环境科学, 2020, 40(12): 5162-5168. |
[Xu Mengjie, Bao Yansong, Xu Dan, et al. Retrieval of aerosol optical depth based on FY-4A satellite data and its analysis and application[J]. China Environmental Science, 2020, 40(12): 5162-5168.] | |
[26] | 王雪芹, 徐卫红, 向朔育, 等. 基于FY-4A卫星资料分析暴雨云系特征[J]. 高原山地气象研究, 2020, 40(1): 36-40. |
[Wang Xueqin, Xu Weihong, Xiang Shuoyu, et al. Analysis of rainstorm cloud system characteristics based on FY-4A satellite data[J]. Plateau and Mountain Meteorology Research, 2020, 40(1): 36-40.] | |
[27] | 祝存兄, 史飞飞, 乔斌, 等. 基于高分1号卫星数据的青海湖扩张及湖滨沙地变化特征分析[J]. 干旱区研究, 2022, 39(4): 1076-1089. |
[Zhu Cunxiong, Shi Feifei, Qiao Bin, et al. Analysis of Qinghai Lake expansion and lakeside sandy land change characteristics based on GF-1 satellite[J]. Arid Zone Research, 2022, 39(4): 1076-1089.] | |
[28] | 阮永健, 吴秀芹. 基于GRACE和GLDAS的西北干旱区地下水资源量可持续性评价[J]. 干旱区研究, 2022, 39(3): 787-800. |
[Ruan Yongjian, Wu Xiuqin. Evaluation of groundwater resource sustainability based on GRACE and GLDAS in arid region of Northwest China[J]. Arid Zone Research, 2022, 39(3): 787-800.] | |
[29] | 陈兴鹃, 黄淑娥, 樊建勇, 等. 基于FY-3A/VIRR卫星资料的江西省大雾遥感监测[J]. 气象研究与应用, 2018, 39(1): 91-95. |
[Chen Xingjuan, Huang Shu’e, Fan Jianyong, et al. Remote sensing monitoring of fog in Jiangxi based on FY-3A/VIRR satellite data[J]. Journal of Meteorological Research and Application, 2018, 39(1): 91-95.] | |
[30] | 闵敏, 吴晓. 从FY-4A卫星遥感数据和GFS资料估算全天空状况下的地表长波辐射通量[J]. 气象, 2020, 46(3): 336-345. |
[Min Min, Wu Xiao. Wu Xiao. Estimating surface longwave radiation flux under all-sky condition from FY-4A and GFS data[J]. Meteorological Monthly, 2020, 46(3): 336-345.] | |
[31] | 王素娟, 崔鹏, 张鹏, 等. FY-3C/VIRR海表温度产品及质量检验. 应用气象学报, 2020, 31(6): 729-739. |
[Wang Sujuan, Cui Peng, Zhang Peng, et al. FY-3C/VIRR sea surface temperature products and quality validation[J]. Journal of Applied Meteorological Science, 2020, 31(6): 729-739.] | |
[32] |
徐丽娜, 申彦波, 李忠, 等. 基于概率密度匹配方法的FY-4A地表入射太阳辐射订正[J]. 高原气象, 2021, 40(4): 932-942.
doi: 10.7522/j.issn.1000-0534.2020.00080 |
[Xu Lina, Shen Yanbo, Li Zhong, et al. Correction of FY-4A surface solar irradiance based on probability density function matching method[J]. Plateau Meteorology, 2021, 40(4): 932-942.]
doi: 10.7522/j.issn.1000-0534.2020.00080 |
|
[33] |
姜红, 何清, 曾晓青, 等. 基于随机森林和卷积神经网络的FY-4A 号卫星沙尘监测研究[J]. 高原气象, 2021, 40(3): 680-689.
doi: 10.7522/j.issn.1000-0534.2020.00060 |
[Jiang Hong, He Qing, Zeng Xiaoqin, et al. Sand and dust monitoring using FY-4A satellite data based on the random forests and convolutional neural networks[J]. Plateau Meteorology, 2021, 40(3): 680-689.]
doi: 10.7522/j.issn.1000-0534.2020.00060 |
|
[34] |
周万福, 田建兵, 康小燕, 等. 基于FY-2卫星数据的青海东部春季不同类型降水过程云参数特征[J]. 干旱气象, 2018, 36(3): 431-437.
doi: 10.11755/j.issn.1006-7639(2018)-03-0431 |
[Zhou Wangfu, Tian Jianbing, Kang Xiaoyan, et al. Characteristics of retrieved cloud parameters during precipitation processes with different types in spring in eastern Qinghai[J]. Journal of Arid Meteorology, 2018, 36(3): 431-437.]
doi: 10.11755/j.issn.1006-7639(2018)-03-0431 |
|
[35] | 李浩, 邓军英, 刘岩, 等. 一次暴雨过程云中液态水微物理属性垂直分布[J]. 干旱区研究, 2015, 32(1): 161-167. |
[Li Hao, Deng Junying, Liu Yan, et al. Vertical distribution of microphysical properties of liquid water in cloud during a rainstorm[J]. Arid Zone Research, 2015, 32(1): 161-167.] | |
[36] | 任素玲, 方翔, 卢乃锰, 等. 基于气象卫星的青藏高原低涡识别[J]. 应用气象学报, 2020, 30(3): 345-359. |
[Ren Sulin, Fang Xiang, Lu Naimeng, et al. Recognition method of the Tibetan Plateau vortex based on meteorological satellite data[J]. Journal of Applied Meteorological Science, 2020, 30(3): 345-359.] | |
[37] | 张琪, 任景轩, 肖红茹, 等. 基于FY-4A卫星资料的四川盆地MCC初生和成熟阶段特征[J]. 大气科学, 2021, 45(4): 863-873. |
[Zhang Qi, Reng Jingxuan, Xiao Hongru, et al. Characteristics of MCC from convective initiation to mature stage over the Sichuan basin based on FY-4A satellite data[J]. Chinese Journal of Atmospheric Sciences, 2021, 45(4): 863-873.] | |
[38] | 李帅, 陈勇航, 侯小刚, 等. FY-2F云量产品在新疆区域的评估及检验[J]. 干旱区研究, 2021, 38(4): 1031-1039. |
[Li Shuai, Chen Yonghang, Hou Xiaogang, et al. Evaluation of FY-2F satellite cloud products in Xinjiang[J]. Arid Zone Research, 2021, 38(4): 1031-1039.] | |
[39] |
崔林丽, 郭巍, 葛伟强, 等. FY-4A卫星云顶参数精度检验及台风应用研究[J]. 高原气象, 2020, 39(1): 196-203.
doi: 10.7522/j.issn.1000-0534.2019.00065 |
[Cui Linli, Guo Wei, Ge Weiqiang, et al. Comparisons of cloud top parameter of FY-4A satellite and its typhoon application research[J]. Plateau Meteorology, 2020, 39(1): 196-203.]
doi: 10.7522/j.issn.1000-0534.2019.00065 |
|
[40] | 刘健, 崔鹏, 肖萌. FY-2G卫星冬夏云量产品偏差分析[J]. 应用气象学报, 2017, 28(2): 177-188. |
[Liu Jian, Cui Peng, Xiao Meng. The bias analysis of FY-2G cloud fraction in summer and winter[J]. Journal of Applied Meteorological Science, 2017, 28(2): 177-188.] | |
[41] |
俞琳飞, 张永强, 张佳华, 等. 卫星降水产品在太行山区的适用性初步评估[J]. 高原气象, 2020, 39(4): 819-829.
doi: 10.7522/j.issn.1000-0534.2020.00007 |
[Yu Linfei, Zhang Yongqiang, Zhang Guihua, et al. Preliminarily evaluate the applicability of satellite precipitation products over the Taihang Mountains[J]. Plateau Meteorology, 2020, 39(4): 819-829.]
doi: 10.7522/j.issn.1000-0534.2020.00007 |
|
[42] | 梁进秋, 申彦波, 胡丽琴, 等. FY-4A地表太阳入射辐射产品在山西高原的适用性研究[J]. 气象, 2020, 46(12): 1575-1585. |
[Liang Jinqiu, Shen Yanbo, Hu Liqin, et al. Applicability of FY-4A surface solar irradiance products in the Loess Plateau of Shanxi[J]. Meteorological Monthly, 2020, 46(12): 1575-1585.] | |
[43] | 薛筝筝, 黄玉学, 杨有林, 等. FY-2G卫星云量产品在宁夏的分析检验[J]. 气象水文海洋仪器, 2019, 36(2): 19-25. |
[Xue Zhengzheng, Huang Yuxue, Yang Youlin, et al. Analysis and test on cloud products of FY-2G satellite in Ningxia[J]. Meteorological, Hydrological and Marine Instruments, 2019, 36(2): 19-25.] | |
[44] | 丁蕾锭, 卢涵宇, 卢天健, 等. FY2G卫星降水产品在云贵高原地区的效用评估[J]. 广西大学学报: 自然科学版, 2020, 44(6): 1691-1699. |
[Ding Leiding, Lu Hanyu, Lu Tianjian, et al. Effect evaluation of FY2G satellite precipitation products in Yunnan-Kweichow plateau[J]. Journal of Guangxi University(Natural Science Edition), 2020, 44(6): 1691-1699.] | |
[45] | 王雅正, 杨元建, 刘超, 等. 风云三号卫星微波遥感土壤水分产品在山东地区的适用性分析[J]. 中国农业气象, 2021, 42(4): 318-329. |
[Wang Yazheng, Yang Jianyuan, Liu Chao, et al. Analysis on the applicability of Fengyun-3 satellite microwave remote sensing soil moisture products in Shandong[J]. Chinese Journal of Agrometeorology, 2021, 42(4): 318-329.] | |
[46] | 杨纲, 郭鹏, 李西灿, 等. 风云卫星微波遥感土壤水分产品适用性验证分析[J]. 水土保持研究, 2020, 27(1): 104-111, 118. |
[Yang Gang, Guo Peng, Li Xican, et al. Assessment on applicability of soil moisture products of Fengyun satellite microwave remote sensing[J]. Research of Soil and Water Conservation, 2020, 27(1): 104-111, 118.] | |
[47] | 闵文彬, 彭骏, 李施颖. 青藏高原FY-3C卫星积雪产品评估[J]. 国土资源遥感, 2021, 33(1): 145-151. |
[Min Wenbin, Peng Jun, Li Shiying. The evaluation of FY-3C snow products in the Tibetan Plateau[J]. Remote Sensing For Land & Resources, 2021, 33(1): 145-151.] | |
[48] | 陈耀登, 沈洁, 范水勇, 等. FY-4A卫星云导风观测误差优化及同化效果影响研究[J]. 大气科学学报, 2021, 44(3): 418-427. |
[Chen Yaodeng, Shen Jie, Fan Shuiyong, et al. A study of the observational error statistics and assimilation applications of the FY-4A satellite atmospheric motion vector[J]. Transactions of Atmospheric Sciences, 2021, 44(3): 418-427.] | |
[49] | 刘健, 王锡津. 主要卫星云气候数据集评述[J]. 应用气象学报, 2017, 28(6): 654-665. |
[Liu Jian, Wang Xijin, et al. Assessment on main kinds of satellite cloud climate datasets[J]. Journal of Applied Meteorological Science, 2017, 28(6): 654-665.] | |
[50] | 农川, 尹球, 宋慈, 等. FY-4A静止气象卫星红外高光谱大气探测仪GIIRS探测灵敏度分析[J]. 红外与毫米波学报, 2021, 40(3): 353-362. |
[Nong Chuan, Yin Qiu, Song Ci, et al. Sensitivity analysis of the satellite infrared hyper-spectral atmospheric sounder GIIRS on FY-4A[J]. Journal of Infrared and Millimeter Waves, 2021, 40(3): 353-362.] | |
[51] |
刘兆晨, 杨梅学, 万国宁, 等. 新型卫星降水产品在黄河源区的适用性分析[J]. 高原气象, 2021, 40(2): 403-410.
doi: 10.7522/j.issn.1000-0534.2020.00024 |
[Liu Zhaochen, Yang Meixue, Wan Guoning, et al. Applicability of new satellites precipitation products in source region of Yellow River: Using SWAT model as an example[J]. Plateau Meteorology, 2021, 40(2): 403-410.]
doi: 10.7522/j.issn.1000-0534.2020.00024 |
|
[52] | 马玉芬, 李如琦, 张萌, 等. AIRS辐射亮温在中亚地区的偏差分析及适用性[J]. 干旱区研究, 2021, 38(1): 12-21. |
[Ma Yufen, Li Ruqi, Zhang Meng, et al. Bias analysis and applicability evaluation of the atmospheric infrared sounder (AIRS) radiance in Central Asia[J]. Arid Zone Research, 2021, 38(1): 12-21.] | |
[53] | 邵建. 宁夏暴雨特征及客观预报方法研究[D]. 兰州: 兰州大学, 2015. |
[Shao Jian. A Study on Rainstorm and Its Objective Forecasting Methods in Ningxia Area[D]. Lanzhou: Lanzhou University, 2015.] | |
[54] |
邵建, 裴晓蓉, 刘娟, 等. 近53 a宁夏暴雨时空分布特征[J]. 干旱气象, 2015, 33(4): 595-601.
doi: 10.11755/j.issn.1006-7639(2015)-04-0595 |
[Shao Jian, Pei Xiaorong, Liu Juan, et al. Temporal and spatial distribution characteristics of rainstorms in Ningxia during 1961-2013[J]. Journal of Arid Meteorology, 2015, 33(4): 595-601.]
doi: 10.11755/j.issn.1006-7639(2015)-04-0595 |
|
[55] | 陈晓娟, 王咏青, 毛璐, 等. 贺兰山区两次极端暴雨动力作用数值模拟分析[J]. 干旱区研究, 2020, 37(3): 680-688. |
[Chen Xiaojuan, Wang Yongqin, Mao Lu, et al. Numerical simulation analysis of the dynamic effects of terrain on two extreme rainstorms on Helan Mountain[J]. Arid Zone Research, 2020, 37(3): 680-688.] | |
[56] |
邵建, 闫军, 裴晓蓉, 等. 自组织神经网络算法在宁夏暴雨天气分型中的应用[J]. 干旱气象, 2018, 36(5): 852-857.
doi: 10.11755/j.issn.1006-7639(2018)-05-0852 |
[Shao Jian, Yan Jun, Pei Xiaorong, et al. Application of self-organizing maps method in rainstorm classification in Ningxia[J]. Journal of Arid Meteorology, 2018, 36(5): 852-857.]
doi: 10.11755/j.issn.1006-7639(2018)-05-0852 |
|
[57] | 闫军, 王黎娟, 纪晓玲, 等. 影响宁夏的热带气旋远距离暴雨特征和预报概念模型[J]. 热带气象学报, 2020, 36(1): 32-41. |
[Yan Jun, Wang Lijuan, Ji Xiaolin, et al. Characteristics and conceptual models of tropical-cyclone-induced remote precipitation event in Ningxia[J]. Journal of Tropical Meteorology, 2020, 36(1): 32-41.] |
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