GNSS天顶对流层延迟的短时天气预报分析Analysis of short-time weather forecast based on GNSS zenith troposphere delay
郭敏,张捍卫,夏朋飞
摘要(Abstract):
针对天顶对流层延迟(ZTD)与大气可降水量(PWV)相关性特征及变化规律,该文提出基于无气象元素ZTD短时天气监测及预报的方法。该文以北京市2013—2015年BJFS站日均数据为例,采用GZTD和Saastamoinen+GPT2模型拟合,得到传统的无气象元素的PWV模型。并利用2016年BJFS站ZTD和气象数据,计算出PWV1(含气象元素)和PWV2(无气象元素)数据,通过定量数据分析得出:PWV1与PWV2、ZTD相关系数分别达到0.633 2,0.967 6;PWV2与ZTD相关性为0.649 8。从短期数据,BJFS站6—9月的ZTD与PWV1相关性系数为0.969 6。这证明了ZTD能够真实反映PWV1的真实变化趋势,同时也说明ZTD应用于短时天气预报的可行性。最后针对北京地区2016年的降雨、降雪和雾霾等极端天气事件,采用ZTD方法对其进行了分析研究,并取得了较好的效果。
关键词(KeyWords): GNSS;大气可降水量(PWV);天顶对流层延迟(ZTD);气象数据;极端天气
基金项目(Foundation): 国家自然科学基金项目(41905027,41474021,41904025);; 河南省科技攻关项目(182102210315);; 河南省高校基本科研业务费专项资金资助项目(NSFRF180406);; 大地测量与地球动力学国家重点实验室开放基金项目(SKLGED2020-3-7-E)
作者(Author): 郭敏,张捍卫,夏朋飞
DOI: 10.16251/j.cnki.1009-2307.2021.04.005
参考文献(References):
- [1] BEVIS M,BUSINGER S,HERRING T A,et al.GPS meteorology:remote sensing of atmospheric water vapor using the global positioning system[J].Journal of Geophysical Research,1992,97:15787-15801.
- [2] XIA P F,YE S R,JIANG P,et al.Assessing water vapor tomography in Hong Kong with improved vertical and horizontal constraints[J].Annals of Geophysics,2018,36:969-978.
- [3] ZHAO Q Z,YAO Y B,YAO W Q.Near-global GPS-derived PWV and its analysis in the El Niňo event of 2014-2016[J].Journal of Atmospheric and Solar-Terrestrial Physics,2018,179:69-80.
- [4] KUO Y H,GUO Y R,WESTWATER E R.Assimilation of precipitable water measurements into a mesoscale numerical model[J].Monthly Weather Review,1993,121(4):1215-1238.
- [5] DAI A G,WANG J H,WARE R H,et al.Diurnal variation in water vapor over North America and its implications for sampling errors in radiosonde humidity[J/OL].Journal of Geophysical Research Atmospheres,2002[2019-12-10].https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2001JD000642.
- [6] WANG J H,ZHANG L Y,DAI A G,et al.A near-global,2-hourly data set of atmospheric precipitable water from ground-based GPS measurements[J].J Geophys Res Atmos,2007,112(D11):1-17.
- [7] 姚宜斌,赵庆志,李祖锋,等.基于全球导航卫星系统资料的短时降水预报[J].水科学进展,2016,27(3):357-365.(YAO Yibin,ZHAO Qingzhi,LI Zufeng,et al.Shor-term precipitation forecasting based on the data from GNSS observation[J].Advances in Water Science,2016,27(3):357-365.)
- [8] 海连洋,王腾军,赵明海,等.地基GPS天顶对流层延迟与暴雨的相关性研究[J].北京测绘,2017(S1):40-43.(HAI Lianyang,WANG Tengjun,ZHAO Minghai,et al.Study on the correlation between ground-based GPS trouble delay and rainstorm[J].Beijing Surveying and Mapping,2017(S1):40-43.)
- [9] 姚宜斌,罗亦泳,张静影,等.基于小波相干的雾霾与GNSS对流层延迟相关性分析[J].武汉大学学报(信息科学版),2018,43(12):2131-2138.(YAO Yibin,LUO Yiyong,ZHANG Jingying,et al.Correlation analysis between haze and GNSS tropospheric delay based on coherent wavelet[J].Geomatics and Information Science of Wuhan University,2018,43(12):2131-2138.)
- [10] 潘文超,郝金明,张辉,等.雾霾与GPS对流层天顶延迟相关性探究[J].武汉大学学报(信息科学版),2017,42(5):609-615.(PAN Wenchao,HAO Jinming,ZHANG Hui,et al.Correlation of the haze and GPS troposphere zenith path delay[J].Geomatics and Information Science of Wuhan University,2017,42(5):609-615.)
- [11] 王勇,任栋,郝振航,等.一种对流层延迟的ZTD与PM2.5浓度相关性研究[J].测绘科学,2018,43(5):40-44.(WANG Yong,REN Dong,HAO Zhenhang,et al.Study on the correlation between ZTD of CMONOC and PM2.5 concentration[J].Science of Surveying and Mapping,2018,43(5):40-44.)
- [12] SCHUELER T,HEIN G W,EISSFELLER B.A new tropospheric correction model for GNSS navigation[C]∥Proceedings of GNSS.Sevilla,Spain:[s.n.],2001:8-11.
- [13] 宋淑丽.地基GPS网对水汽三维分布的监测及其在气象学中的应用[D].上海:中国科学院研究生院(上海天文台),2004.(SONG Shuli.Sensing three dimensional water vapor structure with ground-based GPS network and the application in meteorology[D].Shanghai:Shanghai Astronomical Observatory,CAS,2004.)
- [14] MATEUS P,NICO G,CATALAO J.Maps of PWV temporal changes by SAR interferometry:a study on the properties of atmosphere’s temperature profiles[J].IEEE Geoscience and Remote Sensing Letters,2014,11(12):2065-2069.
- [15] 姚宜斌,何畅勇,张豹,等.一种新的全球对流层天顶延迟模型GZTD[J].地球物理学报,2013,56(7):2218-2227.(YAO Yibin,HE Changyong,ZHANG Bao,et al.A new global zenith tropospheric delay model GZTD[J].Chinese Journal of Geophysics,2013,56(7):2218-2227.)
- [16] SAASTAMOINEN J.Atmospheric correction for the troposphere and stratosphere in radio ranging of satellites[M]//HENRIKSEN S W,MANCINI A,CHOVITZ B H.The use of artificial satellites for geodesy.[S.l.]:[s.n.],1972:274-251.
- [17] 姚宜斌,张豹,严凤,等.两种精化的对流层延迟改正模型[J].地球物理学报,2015,58(5):1492-1501.(YAO Yibin,ZHANG Bao,YAN Feng,et al.Two new sophisticated models for tropospheric delay corrections[J].Chinese Journal of Geophysics,2015,58(5):1492-1501.)
- [18] ASKNE J,NORDIUS H.Estimation of tropospheric delay for microwaves from surface weather data[J].Radio Science,1987,22(3):379-386.
- [19] WANG Y,LIU Y,LIU L,et al.Retrieval of the change of precipitable water vapor by GPS technique[J].Geo-spatial Information Science,2007,10(4):265-268.
- [20] BOEHM J,HEINKELMANN R,SCHUH H.Short note:a global model of pressure and temperature for geodetic applications[J].Journal of Geodesy,2007,81(10):679-683.
- [21] YAO Y B,ZHU S,YUE S Q.A globally applicable,season-specific model for estimating the weighted mean temperature of the atmosphere[J].Journal of Geodesy,2012,86(12):1125-1135.
- [22] SUN Y L,ZHANG G S,TANG A H,et al.Chemical characteristics of PM2.5 and PM10 in haze-fog episodes in Beijing[J].Environmental Science & Technology,2006,40(10):3148-3155.
- [23] 张双成,赵立都,吕旭阳,等.GNSS水汽在雾霾天气监测中的应用研究[J].武汉大学学报(信息科学版),2018,43(3):451-456.(ZHANG Shuangcheng,ZHAO Lidu,LYU Xuyang,et al.Application of GPS water vapor to hazy weather[J].Geomatics and Information Science of Wuhan University,2018,43(3):451-456.)