广东省大冰雹事件的层结特征与融化效应
详细信息    查看全文 | 推荐本文 |
  • 英文篇名:Characteristics of Atmospheric Stratification and Melting Effect of Heavy Hail Events in Guangdong Province
  • 作者:曾智琳 ; 谌芸 ; 朱克云 ; 李晟祺
  • 英文作者:ZENG Zhilin;CHEN Yun;ZHU Keyun;LI Shengqi;School of Atmospheric Sciences, Chengdu University of Information Technology;National Meteorological Center;Nanjing University of Information Science and Technology;
  • 关键词:大冰雹事件 ; 大气层结特征 ; 融化效应 ; 物理参数模型
  • 英文关键词:Heavy hail events(HHEs);;Characteristics of atmospheric stratification;;Melting effect;;Physical parameters model
  • 中文刊名:DQXK
  • 英文刊名:Chinese Journal of Atmospheric Sciences
  • 机构:成都信息工程大学大气科学学院;国家气象中心;南京信息工程大学;
  • 出版日期:2019-05-15
  • 出版单位:大气科学
  • 年:2019
  • 期:v.43
  • 基金:国家自然科学基金项目41175048、41330421~~
  • 语种:中文;
  • 页:DQXK201903010
  • 页数:20
  • CN:03
  • ISSN:11-1768/O4
  • 分类号:135-154
摘要
本文主要利用L波段常规探空数据、华南区域加密自动站资料以及ERA-Interim 0.125°×0.125°逐6 h再分析资料,依据我国冰雹等级划分标准(GB/T 27957-2011)筛选了2004~2017年发生在广东的23个大冰雹事件(直径≥20 mm),重点分析其大气层结状态与结构特征,定量诊断了大冰雹的融化效应,并建立了判别大冰雹的物理参数模型。结果表明:(1)大冰雹事件"上干下湿"比非大冰雹(直径≥5 mm且<20 mm)事件更加清晰,产生大冰雹所需的对流(位势)不稳定建立更依赖于"上干下湿"而不是"上冷下暖"。(2)H-/H+(冷云和暖云厚度比值)对于区分大冰雹与非大冰雹具有较好的指示效果,H-/H+高于1.6/1对判别产生大冰雹有参考价值。(3)相比于非大冰雹事件,大冰雹事件最大热浮力高度高于-5℃层,有利于托举雹胚进入有效增长层(-10℃~-30℃),促使雹胚生长为大冰雹。最大热浮力强度≥4℃可作为判别大冰雹与非大冰雹的关键阀值。(4)热传递与对流交换(Q_(cc))对大冰雹融化起主要作用,其贡献率与DBZ(冻结层高度)、t_(ave)(环境平均温度)呈反比关系;冰雹表层水膜因蒸发或重新凝结消耗潜热(Q_(es))对大冰雹融化影响表现在DBZ高度上的冰雹直径越小、Q_(es)融化贡献率越大,大冰雹融化程度越大。高空的干层向下延伸到较低高度有利于大冰雹不被或少被融化,也是大冰雹事件WBZ(湿球零度层高度)显著低于DBZ的重要原因。(5)基于全文统计内容与对比分析,构建了一个判别大冰雹的物理参数模型,大气层结满足ΔT_(d85)(850 h Pa与500 hPa的露点差)≥46℃、500 hPa的T-Td≥15℃、1000~700 hPa最小的T-Td≤2℃、H-/H+≥1.6/1,最大热浮力强度≥4℃、最大热浮力高度高于-5℃层时,有利于产生大冰雹。
        Based on conventional L-band soundings, automatic weather station data and ERA-Interim 0.125° × 0.125°reanalysis data at 6-hour intervals, we investigate 23 heavy hail events(HHEs, hail diameter ≥20 mm) that occurred in Guangdong province from 2004 to 2017. The 23 hail events are selected according to the Hail Classification Standard in China(GB/T 27957-2011). Characteristics of atmospheric stratification during these events and melting effects of hails are quantitatively analyzed, and a model of physical parameters is established to distinguish heavy hails. The results are as follows.(1) The upper-dry and lower-moist characteristic of vertical stratification is more evident for HHEs than for small hail events(SHEs, hail diameter ≥5 mm and <20 mm), and the convective(potential) instability is more dependent on the upper-dry and lower-moist stratification rather than that of the upper-cold and lower-warm.(2) The ratio of H-/H+(cold cloud/warm cloud) can be used to distinguish HHEs from SHEs, and the ratio above 1.6/1 is one reference criterion for the forecast of heavy hails.(3) Compared with SHEs, the height of maximum thermal buoyancy of HHEs is higher than the isothermal layer of-5℃, which helps the hail embryos to enter efficient growth layer(-10℃--30℃) and thus drives heavy hail growth. The maximum thermal buoyancy ≥4℃ is a key threshold to distinguish HHEs from SHEs.(4) Thermal conduction and convection transport(Qcc) play a main role in the melting process of heavy hails, and there is an anti-correlation relationship of Qccwith DBZ level(dry bulb zero level) and tave(average environmental temperature). Impacts of latent heat caused by vaporization and re-condensation of water resulted from hail melting process are reflected in the fact that the smaller the hail diameter over the DBZ level is, the larger the latent heat consume or release, originated from evaporation of water surrounding hail(Qes), and the greater the large hails will melt. The downward extension of the dry layer in the mid-troposphere inhibits the melting of large-size hails.(5) Based on statistical and comparative analyses of this paper, a model of physical parameters is established for prediction of heavy hails. These physical parameters include ΔT_(d85)≥46℃, T-T_d≥15℃ at 500 hPa, the minimum T-T_d≤2℃between 700 hPa and 1000 hPa, H-/H+≥1.6/1, the intensity of maximum thermal buoyancy≥4℃, and the height of maximum thermal buoyancy higher than the height of-5℃. The above conditions are favorable for the generation of heavy hails.
引文
Al-Sakka H,Boumahmoud A A,Fradon B,et al.2013.A new fuzzy logic hydrometeor classification scheme applied to the French X-,C-,and S-band polarimetric radars[J].J.Appl.Meteor.,52(10):2328-2344.doi:10.1175/JAMC-D-12-0236.1
    Amburn S A,Wolf P L.1997.VIL density as a hail indicator[J].Wea.Forecasting,12(3):473-478.doi:10.1175/1520-0434(1997)012<0473:VDAAHI>2.0.CO;2
    Browning K A,Foote G B.1976.Airflow and hail growth in supercell storms and some implications for hail suppression[J].Quart.J.Roy.Meteor.Soc.,102(433):499-533.doi:10.1002/qj.49710243303
    Browning K A.1977.The structure and mechanisms of hailstorms[M]//Foote G B,Knight C A.Hail:A Review of Hail Science and Hail Suppression.Boston,MA:American Meteorological Society,44
    陈宝君,郑凯琳,郭学良.2012.超级单体风暴中大冰雹增长机制的模拟研究[J].气候与环境研究,17(6):767-778.Chen Baojun,Zheng Kailin,Guo Xueliang.2012.Numerical investigation on the growth of large hail in a simulated supercell thunderstorm[J].Climatic and Environmental Research(in Chinese),17(6):767-778.doi:10.3878/j.issn.1006-9585.2012.06.14
    陈晓燕,罗松,杨玲.2010.黔西南州冰雹时空分布及春夏冰雹环境条件分析[J].暴雨灾害,29(1):49-53.Chen Xiaoyan,Luo Song,Yang Ling.2010.Analysis of temporal and spatial distribution characteristics and environmental conditions of hail in Southwest Guizhou[J].Torrential Rain and Disaster(in Chinese),29(1):49-53.doi:10.3969/j.issn.1004-9045.2010.01.008
    Chisholm A J,Renich J H.1972.The Kinematics of Multicell and Supercell Alberta Hailstorms,Alberta Hail Studies[M].Edmonton,Canada:Research Council of Alberta Hail Studies,24-31
    Czys R R,Scott R W,Tang K C,et al.1996.A physically based,nondimensional parameter for discriminating between locations of freezing rain and ice pellets[J].Wea.Forecasting,11(4):591-598.doi:10.1175/1520-0434(1996)011<0591:APBNPF>2.0.CO;2
    戴建华,陶岚,丁杨,等.2012.一次罕见飑前强降雹超级单体风暴特征分析[J].气象学报,70(4):609-627.Dai Jianhua,Tao Lan,Ding Yang,et al.2012.Case analysis of a large hail-producing severe supercell ahead of a squall line[J].Acta Meteorologica Sinica(in Chinese),70(4):609-627.doi:10.11676/qxxb2012.050
    樊李苗,俞小鼎.2013.中国短时强对流天气的若干环境参数特征分析[J].高原气象,32(1):609-627.Fan Limiao,Yu Xiaoding.2013.Characteristic analyses on environmental parameters in short-term severe convective weather in China[J].Plateau Meteorology,32(1):156-165.doi:10.7522/j.issn.1000-0534.2012.00016
    樊明月,王庆,刘文,等.2016.低过冷雨水含量天气过程冰雹形成机制及催化机理模拟[J].气候与环境研究,21(3):293-305.Fan Mingyue,Wang Qing,Liu Wen,et al.2016.Numerical study of hail formation in a storm with low supercooled rain water content and the seeding mechanism with AgI[J].Climatic and Environmental Research(in Chinese),21(3):293-305.doi:10.3878/j.issn.1006-9585.2015.15128
    房文,郑国光,胡志晋.2002.冰雹生长物理过程参数化研究[J].气象学报,60(6):698-705.Fang Wen,Zheng Guoguang,Hu Zhijin.2002.Parameterization of physical processes for hailstone growth[J].Acta Meteorologica Sinicaa(in Chinese),60(6):698-705.doi:10.3321/j.issn:0577-6619.2002.06.007
    Farley R D.1987.Numerical modeling of hailstorms and hailstone growth.PartⅢ:Simulation of an Alberta hailstorm-Natural and seeded cases[J].J.Appl.Meteor.,26(7):789-812.doi:10.1175/1520-0450(1987)026<0789:NMOHAH>2.0.CO;2
    Foote G B.1984.A study of hail growth utilizing observed storm condition[J].J.Appl.Meteor.,23(1):84-101.doi:10.1175/1520-0450(1984)023<0084:ASOHGU>2.0.CO;2
    高晓梅,俞小鼎,王令军,等.2018.鲁中地区分类强对流天气环境参量特征分析[J].气象学报,76(2):196-212.Gao Xiaomei,Yu Xiaoding,Wang Lingjun,et al.2018.Characteristics of environmental parameters for classified severe convective weather in central area of Shandong Province[J].Acta Meteorologica Sinica(in Chinese),76(2):196-212.doi:10.11676/qxxb2018.006
    Heinselman P L,Ryzhkov A V.2006.Validation of polarimetric hail detection[J].Wea.Forecasting,21(5):839-850.doi:10.1175/WAF956.1
    胡胜,罗聪,张羽,等.2015.广东大冰雹风暴单体的多普勒天气雷达特征[J].应用气象学报,26(1):57-65.Hu Sheng,Luo Cong,Zhang Yu,et al.2015.Doppler radar features of severe hailstorms in Guangdong Province[J].Journal of Applied Meteorological Science(in Chinese),26(1):57-65.doi:10.11898/1001-7313.20150106
    Johns R H,DoswellⅢC A.1992.Severe local storms forecasting[J].Wea.Forecasting,7(4):588-612.doi:10.1175/1520-0434(1992)007<0588:SLSF>2.0.CO;2
    Johnson R H,Mapes B E.2001.Mesoscale processes and severe convective weather[M]//Doswell C A.Severe Convective Storms.Boston,MA:American Meteorological Society,71-122
    Knight N C.1981.The climatology of hailstone embryos[J].J.Appl.Meteor.,20(4):750-755.doi:10.1175/1520-0450(1981)020<0750:TCOHE>2.0.CO;2
    雷蕾,孙继松,魏东.2011.利用探空资料判别北京地区夏季强对流的天气类别[J].气象,37(2):136-141.Lei Lei,Sun Jisong,Wei Dong.2011.Distinguishing the category of the summer convective weather by sounding data in Beijing[J].Meteorological Monthly(in Chinese),37(2):136-141
    雷雨顺,吴宝俊,吴正华.1978.冰雹概论[M].北京:科学出版社,39-43.Lei Yushun,Wu Baojun,Wu Zhenghua.1978.Hailstone Generality[M].Beijing:Science Press,39-43
    Lemon L R.1998.The radar“three-body scatter spike”:An operational large-hail signature[J].Wea.Forecasting,13(2):327-340.doi:10.1175/1520-0434(1998)013<0327:TRTBSS>2.0.CO;2
    李聪,姜有山,姜迪,等.2017.一次冰雹天气过程的多源资料观测分析[J].气象,43(9):1084-1094.Li Cong,Jiang Youshan,Jiang Di,et al.2017.Observation and analysis of a hailstorm event based on multi-source data[J].Meteorological Monthly(in Chinese),43(9):1084-1094.doi:10.7519/j.issn.1000-0526.2017.09.006
    李怀宇,何如意,胡胜,等.2015.近10年广东冰雹的统计特征及天气形势[J].气象科技,43(2):261-269.Li Huaiyu,He Ruyi,Hu Sheng,et al.2015.Statistical characteristics and circulation patterns of hails in Guangdong in recent 10 years[J].Meteorological Science and Technology(in Chinese),43(2):261-269.doi:10.3969/j.issn.1671-6345.2015.02.017
    Li P W,Wong W K,Cheung P,et al.2014.An overview of nowcasting development,applications,and services in the Hong Kong Observatory[J].J.Meteor.Res.,28(5):859-876.doi:10.1007/s13351-014-4048-9
    List R.1963.General heat and mass exchange of spherical hailstones[J].J.Amos.Sci.,20(3):189-197.doi:10.1175/1520-0469(1963)020<0189:GHAMEO>2.0.CO;2
    刘治国,田守利,邵亮,等.2008.冰雹云垂直累积含水量密度与降雹大小的关系研究[J].干旱气象,26(3):22-28.Liu Zhiguo,Tian Shouli,Shao Liang,et al.2008.Correlation between the vertically integrated water content density of hail cloud and the hail diameter on the ground[J].Arid Meteorology(in Chinese),26(3):22-28.doi:10.3969/j.issn.1006-7639.2008.03.004
    陆汉城,杨国祥.2004.中尺度天气原理和预报(第二版)[M].北京:气象出版社,43-44.Lu Hancheng,Yang Guoxiang.2004.Mesoscale Weather Theory and Forecast(2nd ed.)[M].Beijing:China Meteorological Press,43-44
    Mason B J,Maybank J.1961.The fragmentation and electrification of freezing water drops[J].Quart.J.Roy.Meteor.Soc.,87(371):113-114.doi:10.1002/qj.49708737116
    McNulty R P.1995.Severe and convective weather:A central region forecasting challenge[J].Wea.Forecasting,10(2):187-202.doi:10.1175/1520-0434(1995)010<0187:SACWAC>2.0.CO;2
    Miller L J,Tuttle J D,Knight C A.1988.Airflow and hail growth in a severe northern High Plains supercell[J].J.Atmos.Sci.,45(4):736-762.doi:10.1175/1520-0469(1988)045<0736:AAHGIA>2.0.CO;2
    Miller R C.1972.Notes on analysis and severe storm forecasting procedures of the Air Force Global Weather Central[R].Technical Report 200(R).Air Weather Service,United State Air Force
    闵晶晶,刘还珠,曹晓钟,等.2011.天津“6.25”大冰雹过程的中尺度特征及成因[J].应用气象学报,22(5):525-536.Min Jingjing,Liu Huanzhu,Cao Xiaozhong,et al.2011.The mesoscale characteristics and causes of a severe hail event in Tianjin[J].Journal of Applied Meteorological Science(in Chinese),22(5):525-536.doi:10.3969/j.issn.1001-7313.2011.05.002
    Moller A R.2001.Severe local storms forecasting[M]//Doswell C A.Severe Convective Storms.Boston:American Meteorological Society,458
    Musil D,Heymsfield A J,Smith P L.1986.Microphysical characteristics of a well-developed weak echo region in a High Plains supercell thunderstorm[J].J.Appl.Meteor.,25(7):1037-1051.doi:10.1175/1520-0450(1986)025<1037:MCOAWD>2.0.CO;2
    Nelson S P.1983.The influence of storm flow structure on hail growth[J].J.Atmos.Sci.,40(8):1965-1983.doi:10.1175/1520-0469(1983)040<1965:TIOSFS>2.0.CO;2
    Newton C W.1967.Severe convective storms[J].Advances in Geophysics,12:257-308.doi:10.1016/S0065-2687(08)60377-5
    农孟松,祁丽燕,黄明策,等.2008.基于环流分型的广西冰雹潜势预报研究[J].气象,34(6):46-52.Nong Mengsong,Qi Liyan,Huang Mingce,et al.2008.Research on hail potential forecast happened in Guangxi based on circulation classification[J].Meteorological Monthly(in Chinese),34(6):46-52.doi:10.7519/j.issn.1000-0526.2008.06.007
    Park H S,Ryzhkov A V,Zrni?D S,et al.2009.The hydrometeor classification algorithm for the polarimetric WSR-88D:Description and application to an MCS[J].Wea.Forecasting,24(3):730-748.doi:10.1175/2008WAF2222205.1
    濮文耀,李红斌,宋煜,等.2015.0℃层高度的变化对冰雹融化影响的分析和应用[J].气象,41(8):980-985.Pu Wenyao,Li Hongbin,Song Yu,et al.2015.Analysis and application of the effect of 0℃layer height on melting hail[J].Meteorological Monthly(in Chinese),41(8):980-985.doi:10.7519/j.issn.1000-0526.2015.08.007
    仇娟娟,何立富.2013.苏沪浙地区短时强降水与冰雹天气分布及物理量特征对比分析[J].气象,39(5):577-584.Qiu Juanjuan,He Lifu.2013.Comparative analysis on weather characteristics and convective parameters of torrential rain and hail in Yangtze River Delta[J].Meteorological Monthly(in Chinese),39(5):577-584.doi:10.7519/j.issn.1000-0526.2013.05.005
    Rasmussen R M,Pruppacher H R.1982.A wind tunnel and theoretical study of the melting behavior of atmospheric ice particles.PartⅠ:Awind tunnel study of frozen drops of radius<500μm[J].J.Atmos.Sci.,39(1):152-158.doi:10.1175/1520-0469(1982)039<0152:AWTATS>2.0.CO;2
    Rasmussen R M,Heymsfield A J.1987.Melting and shedding of graupel and hail.PartⅡ:Sensitivity study[J].J.Atmos.Sci.,44(19):2764-2782.doi:10.1175/1520-0469(1987)044<2764:MASOGA>2.0.CO;2
    Rossi P J,Hasu V,Koistinen J,et al.2014.Analysis of a statistically initialized fuzzy logic scheme for classifying the severity of convective storms in Finland[J].Meteorological Applications,21(3):656-674.doi:10.1002/met.1389
    Schumann T E W.1938.The theory of hailstone formation[J].Quart.J.Roy.Meteor.Soc.,64(273):3-21.doi:10.1002/qj.49706427303
    盛志军,邓超,周雨,等.2016.江西省北部地区一次致灾冰雹天气环境条件和特征分析[J].气象与减灾研究,39(3):190-197.Sheng Zhijun,Deng Chao,Zhou Yu,et al.2016.Analysis on environmental conditions and characteristics of a disastrous hail event in northern of Jiangxi[J].Meteorology and Disaster Reduction Research(in Chinese),39(3):190-197.doi:10.12013/qxyjzyj2016-026
    孙继松,戴建华,何立富,等.2014.强对流天气预报的基本原理与技术方法[M].北京:气象出版社,51,74.Sun Jisong,Dai Jianhua,He Lifu,et al.2014.Fundamental Theory and Technical Methods for Severe Convective Weather Forecasting[M].Beijing:China Meteorological Press,51,74.
    Waldvogel A,Federer B,Grimm P.1979.Criteria for the detection of hail cells[J].J.Appl.Meteor.,18(12):1521-1525.doi:10.1175/1520-0450(1979)018<1521:CFTDOH>2.0.CO;2
    王华,孙继松,李津.2007.2005年北京城区两次强冰雹天气的对比分析[J].气象,33(2):49-56.Wang Hua,Sun Jisong,Li Jin.2007.A comparative analysis on two severe hail events in Beijing urban district in 2005[J].Meteorological Monthly(in Chinese),33(2):49-56.doi:10.3969/j.issn.1000-0526.2007.02.008
    王沛霖.1994.珠江三角洲局地强风暴发生的环境条件[J].气象学报,52(2):252-256.Wang Peilin.1994.On the genesis conditions of severe local storms in the Pearl River Delta[J].Acta Meteorologica Sinica(in Chinese),52(2):252-256.doi:10.11676/qxxb1994.033
    王秀明,钟青,韩慎友.2009.一次冰雹天气强对流(雹)云演变及超级单体结构的个例模拟研究[J].高原气象,28(2):352-365.Wang Xiuming,Zhong Qing,Han Shenyou.2009.A numerical case study on the evolution of hail cloud and the three-dimensional structure of supercell[J].Plateau Meteorology(in Chinese),28(2):352-365
    Weisman M L,Klemp J B.1982.The dependence of numerically simulated convective storms on vertical wind shear and buoyancy[J].Mon.Wea.Rev.,110(6):504-520.doi:10.1175/1520-0493(1982)110<0504:TDONSC>2.0.CO;2
    Weisman M L,Klemp J B.1984.The structure and classification of numerically simulated convective storms in directionally varying wind shears[J].Mon.Wea.Rev.,112(112):2479-2498.doi:10.1175/1520-0493(1984)112<2479:TSACON>2.0.CO;2
    Weisman M L,Rotunno R.2000.The use of vertical wind shear versus helicity in interpreting supercell dynamics[J].J.Atmos.Sci.,57(9):1452-1472.doi:10.1175/1520-0469(2000)057<1452:TUOVWS>2.0.CO;2
    Wilson J W,Reum D.1986.“The hail spike”:Reflectivity and velocity signature[C]//23d Conf.on Radar Meteorology.Snowmass,CO:Amer.Meteor.Soc.,62-65
    Witt A,Nelson S P.1984.The relationship between upper-level divergent outflow magnitude as measured by Doppler radar and hailstorm intensity[C]//Preprints,22nd Conference on Radar Meteorology,Zurich,Switzerland,American Meteorology Society,Boston,108-111
    Witt A,Nelson S P.1991.The use of single-Doppler radar for estimating maximum hailstone size[J].J.Appl.Meteor.,30(4):425-431.doi:10.1175/1520-0450(1991)030<0425:TUOSDR>2.0.CO;2
    Witt A,Eilts M D,Stumpf G J,et al.1998.An enhanced hail detection algorithm for the WSR-88D[J].Wea.Forecasting,13(2):286-303.doi:10.1175/1520-0434(1998)013<0286:AEHDAF>2.0.CO;2
    吴保民,盛裴轩,王雨曾.1997.一维积云模式计算降雹最大尺度[J].气象,23(10):3-7.Wu Baomin,Sheng Peixuan,Wang Yuzeng.1997.Forecasting maximum hail size with a numerical model of cumulus[J].Meteorological Monthly(in Chinese),23(10):3-7.doi:10.7519/j.issn.1000-0526.1997.10.001
    吴剑坤.2010.我国强冰雹发生的环境条件和雷达回波特征的初步分析[D].北京:中国气象科学研究院硕士学位论文,105pp.Wu Jiankun.2010.Preliminary analysis of environmental conditions and radar echo characteristics of severe hails occurrence in China[D].M.S.thesis(in Chinese),Beijing:Chinese Academy of Meteorological Sciences,105pp
    许焕斌,段英.2001.冰雹形成机制的研究并论人工雹胚与自然雹胚的“利益竞争”防雹假说[J].大气科学,25(2):277-288.Xu Huanbin,Duan Ying.2001.The mechanism of hailstone’s formation and the hail-suppression hypothesis:“Beneficial competition”[J].Chinese Journal of Atmospheric Sciences(in Chinese),25(2):277-288.doi:10.3878/j.issn.1006-9895.2001.02.14
    俞小鼎.2014.关于冰雹的融化层高度[J].气象,40(6):649-654.Yu Xiaoding.2014.A note on the melting level of hail[J].Meteorological Monthly(in Chinese),40(6):649-654.doi:10.7519/j.issn.1000-0526.2014.06.001
    张杰.2006.中小尺度天气学[M].北京:气象出版社,35-39.Zhang Jie.2006.Meso-Small Scale Synoptic Meteorology[M].Beijing:China Meteorological Press,35-39
    张琳娜,郭锐,何娜,等.2013.北京地区冰雹天气特征[J].气象科技,41(1):114-120.Zhang Linna,Guo Rui,He Na,et al.2013.Characteristic analysis of a hail event in Beijing[J].Meteorological Science and Technology(in Chinese),41(1):114-120.doi:10.3969/j.issn.1671-6345.2013.01.022
    郑艳,刘丽君,吴春娃.2015.近10a海南岛冰雹天气统计特征与概念模型[J].气象研究与应用,36(4):15-20.Zheng Yan,Liu Lijun,Wu Chunwa.2015.Statistical characteristics and conceptual model of hail weather in Hainan Island during recent 10 years[J].Journal of Meteorological Research and Application(in Chinese),36(4):15-20.doi:10.3969/j.issn.1673-8411.2015.04.003
    郑永光,周康辉,盛杰,等.2015.强对流天气监测预报预警技术进展[J].应用气象学报,26(6):641-657.Zheng Yongguang,Zhou Kanghui,Sheng Jie,et al.2015.Advances in techniques of monitoring,forecasting and warning of severe convective weather[J].Journal of Applied Meteorological Science(in Chinese),26(6):641-657.doi:10.11898/1001-7313.20150601
    郑永光,陶祖钰,俞小鼎.2017.强对流天气预报的一些基本问题[J].气象,43(6):641-652.Zheng Yongguang,Tao Zuyu,Yu Xiaoding.2017.Some essential issues of severe convective weather forecasting[J].Meteorological Monthly(in Chinese),43(6):641-652.doi:10.7519/j.issn.1000-0526.2017.06.001
    郑媛媛,俞小鼎,方翀,等.2004.一次典型超级单体风暴的多普勒天气雷达观测分析[J].气象学报,62(3):317-328.Zheng Yuanyuan,Yu Xiaoding,Fang Chong,et al.2004.Analysis of a strong classic supercell storm with Doppler weather radar data[J].Acta Meteorologica Sinica(in Chinese),62(3):317-328.doi:10.3321/j.issn:0577-6619.2004.03.006
    Zrni?D S.1987.Three-body scattering produces precipitation signature of special diagnose value[J].Radio Sci.,22(1):76-86.doi:10.1029/RS022i001p00076

© 2004-2018 中国地质图书馆版权所有 京ICP备05064691号 京公网安备11010802017129号

地址:北京市海淀区学院路29号 邮编:100083

电话:办公室:(+86 10)66554848;文献借阅、咨询服务、科技查新:66554700