{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,4]],"date-time":"2026-03-04T07:20:20Z","timestamp":1772608820516,"version":"3.50.1"},"reference-count":70,"publisher":"MDPI AG","issue":"22","license":[{"start":{"date-parts":[[2023,11,20]],"date-time":"2023-11-20T00:00:00Z","timestamp":1700438400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"National Key Research and Development Program of China","award":["2022YFB3901800"],"award-info":[{"award-number":["2022YFB3901800"]}]},{"name":"National Key Research and Development Program of China","award":["2022YFB3901805"],"award-info":[{"award-number":["2022YFB3901805"]}]},{"name":"National Key Research and Development Program of China","award":["41974176"],"award-info":[{"award-number":["41974176"]}]},{"name":"National Key Research and Development Program of China","award":["42174189"],"award-info":[{"award-number":["42174189"]}]},{"name":"National Natural Science Foundation of China","award":["2022YFB3901800"],"award-info":[{"award-number":["2022YFB3901800"]}]},{"name":"National Natural Science Foundation of China","award":["2022YFB3901805"],"award-info":[{"award-number":["2022YFB3901805"]}]},{"name":"National Natural Science Foundation of China","award":["41974176"],"award-info":[{"award-number":["41974176"]}]},{"name":"National Natural Science Foundation of China","award":["42174189"],"award-info":[{"award-number":["42174189"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Based on Microwave Radiometer (MWR) observations in Wuhan over the course of 21 months, we compared the temperature and water vapor levels with those from radiosonde (RS) sounding data at 00:00 and 12:00 UTC, and then analyzed the seasonal and diurnal changes of temperature and water vapor levels from the MWR data. The MWR and RS mean temperatures and dew points are roughly consistent with each other below 2 km, whereas above 2 km, the MWR temperature is slightly lower than the RS temperature. The difference in their water vapor densities decreases quickly with height, and the bias of their relative humidities is generally in the range of \u221215% to 20%. The MWR observations show that in autumn, the surface temperature is 6.8 K lower during precipitation events than during non-precipitation events, indicating that precipitation in autumn is mainly caused by cold air from the north. The relative humidity during precipitation events exceeds 90% from the ground to 5 km, which is obviously larger than during non-precipitation events. During non-precipitation events, the seasonal mean water vapor density at 0\u20131.0 km shows an approximately linear increase with the mean temperature; however, their diurnal changes are opposite due to the effect of the boundary layer. At 4.5\u20135.5 km and 8.5\u20139.5 km, the mean temperature shows a synchronized diurnal evolution, with the maximum value prior to that at 0\u20131.0 km, indicating the strong influence of the air\u2013land interaction on the temperature near the ground. Hence, this study is helpful for deepening our understanding of temperature and humidity variabilities over Wuhan.<\/jats:p>","DOI":"10.3390\/rs15225422","type":"journal-article","created":{"date-parts":[[2023,11,20]],"date-time":"2023-11-20T00:30:50Z","timestamp":1700440250000},"page":"5422","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Seasonal and Diurnal Changes of Air Temperature and Water Vapor Observed with a Microwave Radiometer in Wuhan, China"],"prefix":"10.3390","volume":"15","author":[{"given":"Xinglin","family":"Guo","sequence":"first","affiliation":[{"name":"School of Electronic Information, Wuhan University, Wuhan 430072, China"},{"name":"Key Laboratory of Geospace Environment and Geodesy, Ministry of Education, Wuhan 430072, China"},{"name":"State Observatory for Atmospheric Remote Sensing, Wuhan 430072, China"}]},{"given":"Kaiming","family":"Huang","sequence":"additional","affiliation":[{"name":"School of Electronic Information, Wuhan University, Wuhan 430072, China"},{"name":"Key Laboratory of Geospace Environment and Geodesy, Ministry of Education, Wuhan 430072, China"},{"name":"State Observatory for Atmospheric Remote Sensing, Wuhan 430072, China"}]},{"given":"Junjie","family":"Fang","sequence":"additional","affiliation":[{"name":"School of Electronic Information, Wuhan University, Wuhan 430072, China"},{"name":"Key Laboratory of Geospace Environment and Geodesy, Ministry of Education, Wuhan 430072, China"}]},{"given":"Zirui","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Electronic Information, Wuhan University, Wuhan 430072, China"},{"name":"Key Laboratory of Geospace Environment and Geodesy, Ministry of Education, Wuhan 430072, China"}]},{"given":"Rang","family":"Cao","sequence":"additional","affiliation":[{"name":"School of Electronic Information, Wuhan University, Wuhan 430072, China"},{"name":"Key Laboratory of Geospace Environment and Geodesy, Ministry of Education, Wuhan 430072, China"}]},{"given":"Fan","family":"Yi","sequence":"additional","affiliation":[{"name":"School of Electronic Information, Wuhan University, Wuhan 430072, China"},{"name":"Key Laboratory of Geospace Environment and Geodesy, Ministry of Education, Wuhan 430072, China"},{"name":"State Observatory for Atmospheric Remote Sensing, Wuhan 430072, China"}]}],"member":"1968","published-online":{"date-parts":[[2023,11,20]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"250","DOI":"10.1029\/2018RG000607","article-title":"Model hierarchies for understanding atmospheric circulation","volume":"57","author":"Maher","year":"2019","journal-title":"Rev. Geophys."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"2888","DOI":"10.1002\/2017JD027194","article-title":"Causes: On the role of surface energy budget errors to the warm surface air temperature error over the central United States","volume":"123","author":"Ma","year":"2018","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"RG3001","DOI":"10.1029\/2009RG000302","article-title":"Water vapor and the dynamics of climate changes","volume":"48","author":"Schneider","year":"2010","journal-title":"Rev. Geophys."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"RG2001","DOI":"10.1029\/2009RG000301","article-title":"Tropospheric water vapor, convection, and climate","volume":"48","author":"Sherwood","year":"2010","journal-title":"Rev. Geophys."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"441","DOI":"10.1146\/annurev.energy.25.1.441","article-title":"Water vapor feedback and global warming","volume":"25","author":"Held","year":"2000","journal-title":"Annu. Rev. Energy Environ."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1029\/2007JD009109","article-title":"Trends in the temperature and water vapor content of the tropical lower stratosphere: Sea surface connection","volume":"113","author":"Rosenlof","year":"2008","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"5057","DOI":"10.5194\/hess-22-5057-2018","article-title":"Combined impacts of ENSO and MJO on the 2015 growing season drought on the Canadian Prairies","volume":"22","author":"Li","year":"2018","journal-title":"Hydrol. Earth Syst. Sci."},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Vaquero-Mart\u00ednez, J., Ant\u00f3n, M., Sanchez-Lorenzo, A., and Cachorro, V.E. (2020). Evaluation of water vapor radiative effects using GPS data series over Southwestern Europe. Remote Sens., 12.","DOI":"10.3390\/rs12081307"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"2059","DOI":"10.1175\/BAMS-D-14-00110.1","article-title":"Noaa\u2019s Hysplit atmospheric transport and dispersion modeling system","volume":"96","author":"Stein","year":"2015","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"106664","DOI":"10.1016\/j.atmosres.2023.106664","article-title":"Evaluation of the weighted mean temperature over China using multiple reanalysis data and radiosonde","volume":"285","author":"Sun","year":"2023","journal-title":"Atmos. Res."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"404","DOI":"10.1175\/1520-0426(1985)002<0404:RORHAT>2.0.CO;2","article-title":"Review of radiosonde humidity and temperature errors","volume":"2","author":"Pratt","year":"1985","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1175\/JTECH-D-12-00113.1","article-title":"Radiation dry bias correction of Vaisala RS92 humidity data and its impacts on historical radiosonde data","volume":"30","author":"Wang","year":"2013","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"70","DOI":"10.1256\/wea.222.05","article-title":"Arctic warming signals from satellite observations","volume":"61","author":"Comiso","year":"2006","journal-title":"Weather"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"14841","DOI":"10.1029\/2010JD014841","article-title":"Record of tropical interannual variability of temperature and water vapor from a combined AIRS-MLS data set","volume":"116","author":"Liang","year":"2011","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"9658","DOI":"10.1002\/jgrd.50772","article-title":"Temperature trends in the tropical upper troposphere and lower stratosphere: Connections with sea surface temperatures and implications for water vapor and ozone","volume":"118","author":"Garfinkel","year":"2013","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"1231","DOI":"10.1002\/grl.50246","article-title":"Unprecedented upper-air dropsonde observations over Antarctica from the 2010 Concordiasi Experiment: Validation of satellite-retrieved temperature profiles","volume":"40","author":"Wang","year":"2013","journal-title":"Geophys. Res. Lett."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"1880","DOI":"10.1002\/2014JD022440","article-title":"Cloud-induced uncertainties in AIRS and ECMWF temperature and specific humidity","volume":"120","author":"Wong","year":"2015","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"105379","DOI":"10.1016\/j.atmosres.2020.105379","article-title":"Ceilometer inversion method using water-vapor correction from co-located microwave radiometer for aerosol retrievals","volume":"250","author":"Wiegner","year":"2021","journal-title":"Atmos. Res."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"599","DOI":"10.1002\/met.1494","article-title":"Atmospheric thickness and vertical structure properties in wintertime precipitation events from microwave radiometer, radiosonde and wind profiler observations","volume":"22","author":"Kim","year":"2015","journal-title":"Meteorol. Appl."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"4736","DOI":"10.1002\/2013JD020872","article-title":"Macrophysical and microphysical properties of monsoon clouds over a rain shadow region in India from ground- based radiometric measurements","volume":"119","author":"Harikishan","year":"2014","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"104678","DOI":"10.1016\/j.atmosres.2019.104678","article-title":"Linear correction method for improved atmospheric vertical profile retrieval based on ground-based microwave radiometer","volume":"232","author":"Zhao","year":"2020","journal-title":"Atmos. Res."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"641","DOI":"10.1007\/s12040-014-0439-7","article-title":"Evaluation of brightness temperature from a forward model of ground-based microwave radiometer","volume":"123","author":"Rambabu","year":"2014","journal-title":"J. Earth Syst. Sci."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"405","DOI":"10.1029\/97RS02219","article-title":"A combined natural orthogonal functions neural network technique for the radiometric estimation of atmospheric profiles","volume":"33","author":"Schiavon","year":"1998","journal-title":"Radio Sci."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"105","DOI":"10.1175\/1520-0426(1994)011<0105:TPWNNI>2.0.CO;2","article-title":"Temperature profiling with neural network inversion of microwave radiometer data","volume":"11","author":"Churnside","year":"1994","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_25","unstructured":"Del Frate, F., and Schiavon, G. (1997, January 3\u20138). A neural network algorithm for the retrieval of atmospheric profiles from radiometric data. Proceedings of the 1997 IEEE International Geoscience and Remote Sensing Symposium Proceedings. Remote Sensing\u2014A Scientific Vision for Sustainable Development, Singapore."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"236","DOI":"10.1016\/j.jqsrt.2010.05.021","article-title":"The primary design of advanced ground-based atmospheric microwave sounder and retrieval of physical parameters","volume":"112","author":"Ying","year":"2011","journal-title":"J. Quant. Spectrosc. Radiat. Transf."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1016\/j.atmosres.2012.12.007","article-title":"Diurnal variability of stability indices observed using radiosonde observations over a tropical station: Comparison with microwave radiometer measurements","volume":"124","author":"Ratnam","year":"2013","journal-title":"Atmos. Res."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1016\/j.atmosres.2015.04.007","article-title":"Vertical profile retrievals with warm-rain microphysics using the ground-based microwave radiometer operated by the Hong Kong Observatory","volume":"161","author":"Chan","year":"2015","journal-title":"Atmos. Res."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"10313","DOI":"10.1002\/2015JD023438","article-title":"Comparison of atmospheric profiles between microwave radiometer retrievals and radiosonde soundings","volume":"120","author":"Xu","year":"2015","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1016\/j.atmosres.2014.01.021","article-title":"Effect of off-zenith observations on reducing the impact of precipitation on ground-based microwave radiometer measurement accuracy","volume":"140","author":"Xu","year":"2014","journal-title":"Atmos. Res."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"253","DOI":"10.1127\/0941-2948\/2009\/0375","article-title":"Performance and application of a multi-wavelength, ground-based microwave radiometer in intense convective weather","volume":"18","author":"Chan","year":"2009","journal-title":"Meteorol. Z."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"104652","DOI":"10.1016\/j.atmosres.2019.104652","article-title":"On the analysis of ground-based microwave radiometer data during fog conditions","volume":"231","author":"Temimi","year":"2020","journal-title":"Atmos. Res."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1016\/j.atmosres.2004.12.005","article-title":"A network suitable microwave radiometer for operational monitoring of the cloudy atmosphere","volume":"75","author":"Rose","year":"2005","journal-title":"Atmos. Res."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"3355","DOI":"10.5194\/amt-8-3355-2015","article-title":"Accuracy of retrieving temperature and humidity profiles by ground-based microwave radiometry in truly complex terrain","volume":"8","author":"Massaro","year":"2015","journal-title":"Atmos. Meas. Tech."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"4421","DOI":"10.5194\/amt-10-4421-2017","article-title":"The effect of cloud liquid water on tropospheric temperature retrievals from microwave measurements","volume":"10","author":"Bernet","year":"2017","journal-title":"Atmos. Meas. Tech."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"155","DOI":"10.5194\/amt-10-155-2017","article-title":"Uncertainties of ground-based microwave radiometer retrievals in zenith and off-zenith observations under snow conditions","volume":"10","author":"Zhang","year":"2017","journal-title":"Atmos. Meas. Tech."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1057","DOI":"10.1175\/2008JTECHA1150.1","article-title":"Ground-based passive microwave profiling during dynamic weather conditions","volume":"26","author":"Knupp","year":"2009","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"259","DOI":"10.5194\/adgeo-2-259-2005","article-title":"Monitoring of rainfall by ground-based passive microwave systems: Models, measurements and applications","volume":"2","author":"Marzano","year":"2005","journal-title":"Adv. Geosci."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"13205","DOI":"10.5194\/acp-14-13205-2014","article-title":"Determination and climatology of the planetary boundary layer height above the Swiss plateau by in situ and remote sensing measurements as well as by the COSMO-2 model","volume":"14","author":"Coen","year":"2014","journal-title":"Atmos. Chem. Phys."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1016\/j.atmosres.2018.06.007","article-title":"Study of the planetary boundary layer by microwave radiometer, elastic lidar and Doppler lidar estimations in Southern Iberian Peninsula","volume":"213","author":"Moreira","year":"2018","journal-title":"Atmos. Res."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"105179","DOI":"10.1016\/j.atmosres.2020.105179","article-title":"Analysis of differences between thermodynamic and material boundary layer structure: Comparison of detection by ceilometer and microwave radiometer","volume":"248","author":"Jiang","year":"2021","journal-title":"Atmos. Res."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"E2415","DOI":"10.1073\/pnas.1205276109","article-title":"Perception of climate change","volume":"109","author":"Hansen","year":"2012","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"4263","DOI":"10.5194\/acp-14-4263-2014","article-title":"Atmospheric boundary layer top height in South Africa: Measurements with lidar and radiosonde compared to three atmospheric models","volume":"14","author":"Korhonen","year":"2014","journal-title":"Atmos. Chem. Phys."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"866","DOI":"10.1002\/2015RG000500","article-title":"Aerosol and monsoon climate interactions over Asia","volume":"54","author":"Li","year":"2016","journal-title":"Rev. Geophys."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"104932","DOI":"10.1016\/j.atmosres.2020.104932","article-title":"Study of the planetary boundary layer height in an urban environment using a combination of microwave radiometer and ceilometer","volume":"240","author":"Moreira","year":"2020","journal-title":"Atmos. Res."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"D16113","DOI":"10.1029\/2009JD013680","article-title":"Estimating climatological planetary boundary layer heights from radiosonde observations: Comparison of methods and uncertainty analysis","volume":"115","author":"Seidel","year":"2010","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"105955","DOI":"10.1016\/j.atmosres.2021.105955","article-title":"Temperature, water vapor and tropopause characteristics over the Tibetan Plateau in summer based on the COSMIC, ERA-5 and IGRA datasets","volume":"266","author":"Sun","year":"2022","journal-title":"Atmos. Res."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"1035","DOI":"10.1175\/1520-0450(2001)040<1035:RIEBGB>2.0.CO;2","article-title":"Rainfall intensity estimation by ground-based dual-frequency microwave radiometers","volume":"40","author":"Liu","year":"2001","journal-title":"J. Appl. Meteorol. Clim."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"e2020JD032456","DOI":"10.1029\/2020JD032456","article-title":"Comparative study of cloud liquid water and rain liquid water obtained from microwave radiometer and micro rain radar observations over central China during the monsoon","volume":"125","author":"Zhang","year":"2020","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"431","DOI":"10.1127\/0941-2948\/2011\/0276","article-title":"Application of ground-based, multi-channel microwave radiometer in the nowcasting of intense convective weather through instability indices of the atmosphere","volume":"20","author":"Chan","year":"2011","journal-title":"Meteorol. Z."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"10399","DOI":"10.1002\/2015JD023341","article-title":"The Mesoscale Heavy Rainfall Observing System (MHROS) over the middle region of the Yangtze River in China","volume":"120","author":"Cui","year":"2015","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1016\/j.atmosres.2019.01.012","article-title":"Analysis of fog at Xianyang Airport based on multi-source ground-based detection data","volume":"220","author":"Ming","year":"2019","journal-title":"Atmos. Res."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.atmosres.2019.06.008","article-title":"Impact of water vapor transfer on a Circum-Bohai-Sea heavy fog: Observation and numerical simulation","volume":"229","author":"Tian","year":"2019","journal-title":"Atmos. Res."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"1062","DOI":"10.1175\/1520-0426(1999)016<1062:TFHRLW>2.0.CO;2","article-title":"Twenty-four-hour Raman lidar water vapor measurements during the Atmospheric radiation Measurement program\u2019s 1996 and 1997 water vapor intensive observation periods","volume":"16","author":"Turner","year":"1999","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"6451","DOI":"10.1364\/AO.41.006451","article-title":"Relative-humidity profiling in the troposphere with a Raman lidar","volume":"41","author":"Mattis","year":"2002","journal-title":"Appl. Opt."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"8079","DOI":"10.1029\/2002RS002856","article-title":"A multichannel radiometric profiler of temperature, humidity, and cloud liquid","volume":"38","author":"Ware","year":"2003","journal-title":"Radio Sci."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"117004","DOI":"10.1016\/j.atmosenv.2019.117004","article-title":"Comparation of aerosol optical properties and associated radiative effects of air pollution events between summer and winter: A case study in January and July 2014 over Wuhan, Central China","volume":"218","author":"Jin","year":"2019","journal-title":"Atmos. Environ."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"78","DOI":"10.1016\/j.atmosres.2018.11.014","article-title":"Seasonal analysis of the atmosphere during five years by using microwave radiometry over a mid-latitude site","volume":"218","author":"Moreira","year":"2019","journal-title":"Atmos. Res."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1029\/2012JD018174","article-title":"Nowcasting severe convective activity over southeast India using ground-based microwave radiometer observations","volume":"118","author":"Madhulatha","year":"2013","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"873","DOI":"10.1175\/2007JTECHA1027.1","article-title":"Improved daytime column-integrated precipitable water vapor from Vaisala radiosonde humidity sensors","volume":"25","author":"Shephard","year":"2008","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"953","DOI":"10.1175\/1520-0426(2003)20<953:RHSAMR>2.0.CO;2","article-title":"Radiosonde humidity soundings and microwave radiometers during Nauru99","volume":"20","author":"Westwater","year":"2003","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1175\/1520-0426(2003)020<0117:DBAVIV>2.0.CO;2","article-title":"Dry bias and variability in Vaisala RS80-H radiosondes: The ARM experience","volume":"20","author":"Turner","year":"2003","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_63","unstructured":"\u00c7engel, Y.A., and Boles, M.A. (1989). Thermodynamics: An Engineering Approach, McGraw-Hill. [3rd ed.]."},{"key":"ref_64","doi-asserted-by":"crossref","unstructured":"Liu, M., Liu, Y.A., and Shu, J. (2022). Characteristics analysis of the multi-channel ground-based microwave radiometer observations during various weather conditions. Atmosphere, 13.","DOI":"10.3390\/atmos13101556"},{"key":"ref_65","first-page":"719","article-title":"The temperature profile comparison between the ground-based microwave radiometer and the other instrument for the recent three years","volume":"4","author":"Liu","year":"2011","journal-title":"Acta Meteorol. Sin."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"3100","DOI":"10.1002\/2015JD023497","article-title":"Scaling of precipitation extremes with temperature in the French Mediterranean region: What explains the hook shape?","volume":"121","author":"Drobinski","year":"2016","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"6011","DOI":"10.5194\/amt-15-6011-2022","article-title":"Evaluation of the New York State Mesonet Profiler Network data","volume":"15","author":"Shrestha","year":"2022","journal-title":"Atmos. Meas. Tech."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"106094","DOI":"10.1016\/j.jastp.2023.106094","article-title":"Retrieval of atmospheric temperature and humidity profiles over a tropical coastal station from ground-based Microwave Radiometer using deep learning technique","volume":"249","author":"Renju","year":"2023","journal-title":"J. Atmos. Sol. Terr. Phys."},{"key":"ref_69","doi-asserted-by":"crossref","unstructured":"Ma, R.J., and Li, X.F. (2022). Sounding data from ground-based microwave radiometers for a hailstorm case: Analyzing spatiotemporal differences and initializing an idealized model for prediction. Atmosphere, 13.","DOI":"10.3390\/atmos13101535"},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Qi, Y.J., Fan, S.Y., Li, B., Mao, J.J., and Lin, D.W. (2022). Assimilation of ground-based microwave radiometer on heavy rainfall forecast in Beijing. Atmosphere, 13.","DOI":"10.3390\/atmos13010074"}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/22\/5422\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T21:25:53Z","timestamp":1760131553000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/22\/5422"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,11,20]]},"references-count":70,"journal-issue":{"issue":"22","published-online":{"date-parts":[[2023,11]]}},"alternative-id":["rs15225422"],"URL":"https:\/\/doi.org\/10.3390\/rs15225422","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,11,20]]}}}