{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,17]],"date-time":"2026-01-17T21:33:22Z","timestamp":1768685602206,"version":"3.49.0"},"reference-count":61,"publisher":"MDPI AG","issue":"16","license":[{"start":{"date-parts":[[2023,8,10]],"date-time":"2023-08-10T00:00:00Z","timestamp":1691625600000},"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":["2022YFC3003902"],"award-info":[{"award-number":["2022YFC3003902"]}]},{"name":"National Key Research and Development Program of China","award":["2022YFC3002904"],"award-info":[{"award-number":["2022YFC3002904"]}]},{"name":"National Key Research and Development Program of China","award":["41905047"],"award-info":[{"award-number":["41905047"]}]},{"name":"National Natural Science Foundation of China","award":["2022YFC3003902"],"award-info":[{"award-number":["2022YFC3003902"]}]},{"name":"National Natural Science Foundation of China","award":["2022YFC3002904"],"award-info":[{"award-number":["2022YFC3002904"]}]},{"name":"National Natural Science Foundation of China","award":["41905047"],"award-info":[{"award-number":["41905047"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Understanding the characteristics of the raindrop size distribution (DSD) is crucial to improve our knowledge of the microphysical processes of precipitation and to improve the accuracy of radar quantitative precipitation estimation (QPE). In this study, the spatial variability of DSD in different regions of Beijing and its influence on radar QPE are analyzed using 11 disdrometers. The DSD data are categorized into three regions: Urban, suburban, and mountainous according to their locations. The DSD exhibits evidently different characteristics in the urban, suburban, and mountain regions of Beijing. The average raindrop diameter is smaller in the urban region compared to the suburban region. The average rain rate and raindrop number concentration are lower in the mountainous region compared to both urban and suburban regions. The difference in DSD between urban and suburban regions is due to the difference in DSD for the same precipitation types, while the difference in DSD between mountain and plains (i.e., urban and suburban regions) is the combined effect of the convection\/stratiform ratio and the difference of DSD for the same precipitation types. Three DSD-based polarimetric radar QPE estimators were retrieved and estimated. Among these three QPE estimators, R(ZH), R(Kdp), and R(Kdp, ZDR), R(Kdp, ZDR) performs best, followed by R(Kdp), and R(ZH) performs worst. R(Kdp) is more sensitive to the representative parameters, while R(ZH) and R(Kdp, ZDR) are more sensitive to observational error and systematic bias (i.e., calibration).<\/jats:p>","DOI":"10.3390\/rs15163964","type":"journal-article","created":{"date-parts":[[2023,8,10]],"date-time":"2023-08-10T10:24:47Z","timestamp":1691663087000},"page":"3964","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Spatial Variability of Raindrop Size Distribution at Beijing City Scale and Its Implications for Polarimetric Radar QPE"],"prefix":"10.3390","volume":"15","author":[{"given":"Zhe","family":"Zhang","sequence":"first","affiliation":[{"name":"Shenzhen National Climate Observatory, Shenzhen 518040, China"}]},{"given":"Huiqi","family":"Li","sequence":"additional","affiliation":[{"name":"Guangzhou Institute of Tropical and Marine Meteorology, China Meteorological Administration\/China Meteorological Administration Tornado Key Laboratory, Guangzhou 510640, China"}]},{"given":"Donghuan","family":"Li","sequence":"additional","affiliation":[{"name":"Key Laboratory of Water Cycle and Related Land Surface Processes, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5810-1486","authenticated-orcid":false,"given":"Youcun","family":"Qi","sequence":"additional","affiliation":[{"name":"Key Laboratory of Water Cycle and Related Land Surface Processes, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China"}]}],"member":"1968","published-online":{"date-parts":[[2023,8,10]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"3051","DOI":"10.1175\/JAS3534.1","article-title":"A multimoment bulk microphysics parameterization. Part I: Analysis of the role of the spectral shape parameter","volume":"62","author":"Milbrandt","year":"2005","journal-title":"J. Atmos. Sci."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"1665","DOI":"10.1175\/JAS3446.1","article-title":"A new double-moment microphysics parameterization for application in cloud and climate models. Part I: Description","volume":"62","author":"Morrison","year":"2005","journal-title":"J. Atmos. Sci."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1273","DOI":"10.1175\/JAS3680.1","article-title":"Improving parameterization of rain microphysics with disdrometer and radar observations","volume":"63","author":"Zhang","year":"2006","journal-title":"J. Atmos. Sci."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"1393","DOI":"10.1175\/1520-0450(2001)040<1393:COTRSD>2.0.CO;2","article-title":"Characteristics of the Raindrop Size Distribution in Tropical Continental Squall Lines Observed in Darwin, Australia","volume":"40","author":"Maki","year":"2001","journal-title":"J. Appl. Meteorol."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"2238","DOI":"10.1175\/2008JAMC1732.1","article-title":"Analysis of video disdrometer and polarimetric radar data to characterize rain microphysics in Oklahoma","volume":"47","author":"Cao","year":"2008","journal-title":"J. Appl. Meteorol. Climatol."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"2265","DOI":"10.1002\/2015JD024160","article-title":"Statistical characteristics of raindrop size distributions observed in East China during the Asian summer monsoon season using 2-D video disdrometer and Micro Rain Radar data","volume":"121","author":"Wen","year":"2016","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"171","DOI":"10.1016\/j.atmosres.2019.04.009","article-title":"An investigation into microphysical structure of a squall line in South China observed with a polarimetric radar and a disdrometer","volume":"226","author":"Wang","year":"2019","journal-title":"Atmos. Res."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"830","DOI":"10.1109\/36.917906","article-title":"A method for estimating rain rate and drop size distribution from polarimetric radar measurements","volume":"39","author":"Zhang","year":"2001","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"973","DOI":"10.1175\/2009JAMC2227.1","article-title":"Polarimetric radar rain estimation through retrieval of drop size distribution using a Bayesian approach","volume":"49","author":"Cao","year":"2010","journal-title":"J. Appl. Meteorol. Climatol."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"1375","DOI":"10.1175\/JHM-D-16-0215.1","article-title":"Improving Polarimetric C-Band Radar Rainfall Estimation with Two-Dimensional Video Disdrometer Observations in Eastern China","volume":"18","author":"Chen","year":"2017","journal-title":"J. Hydrometeorol."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1016\/j.geomorph.2014.07.036","article-title":"Measurement uncertainty in rainfall kinetic energy and intensity relationships for soil erosion studies: An evaluation using PARSIVEL disdrometers in the Southern Appalachian Mountains","volume":"228","author":"Barros","year":"2015","journal-title":"Geomorphology"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"461","DOI":"10.1061\/(ASCE)IR.1943-4774.0000412","article-title":"Raindrop size distribution and soil erosion","volume":"138","author":"Caracciolo","year":"2012","journal-title":"J. Irrig. Drain. Eng."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"2063","DOI":"10.1175\/JTECH-D-12-00254.1","article-title":"Articulating and stationary PARSIVEL disdrometer measurements in conditions with strong winds and heavy rainfall","volume":"30","author":"Friedrich","year":"2013","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"1902","DOI":"10.1175\/2011JAS3617.1","article-title":"Do We Observe Aerosol Impacts on DSDs in Strongly Forced Tropical Thunderstorms","volume":"68","author":"May","year":"2011","journal-title":"J. Atmos. Sci."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"RG2001","DOI":"10.1029\/2011RG000369","article-title":"Impact of aerosols on convective clouds and precipitation","volume":"50","author":"Tao","year":"2012","journal-title":"Rev. Geophys."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"354","DOI":"10.1175\/1520-0469(2003)060<0354:RSDIDC>2.0.CO;2","article-title":"Raindrop size distribution in different climatic regimes from disdrometer and dual-polarized radar analysis","volume":"60","author":"Bringi","year":"2003","journal-title":"J. Atmos. Sci."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1016\/j.atmosres.2013.08.003","article-title":"Characteristics of the raindrop size distributions and their retrieved polarimetric radar parameters in northern and southern China","volume":"135","author":"Tang","year":"2014","journal-title":"Atmos. Res."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"11092","DOI":"10.1002\/2017JD027233","article-title":"Raindrop Size Distribution Measurements at 4500 m on the Tibetan Plateau During TIPEX-III","volume":"122","author":"Chen","year":"2017","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"632","DOI":"10.1175\/2009JAMC2208.1","article-title":"Distributions of raindrop sizes and fall velocities in a semiarid plateau climate: Convective versus stratiform rains","volume":"49","author":"Niu","year":"2010","journal-title":"J. Appl. Meteorol. Climatol."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"215","DOI":"10.2151\/jmsj.2013-208","article-title":"Statistical characteristics of raindrop size distribution in the Meiyu season observed in eastern China","volume":"91","author":"Chen","year":"2013","journal-title":"J. Meteorol. Soc. Japan. Ser. II"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"104895","DOI":"10.1016\/j.atmosres.2020.104895","article-title":"Raindrop size distribution and microphysical characteristics of a great rainstorm in 2016 in Beijing, China","volume":"239","author":"Luo","year":"2020","journal-title":"Atmos. Res."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"106459","DOI":"10.1016\/j.atmosres.2022.106459","article-title":"Microphysical characteristics of seasonal rainfall observed by a Parsivel disdrometer in the Tianshan Mountains, China","volume":"280","author":"Zeng","year":"2022","journal-title":"Atmos. Res."},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Zeng, Y., Yang, L., Tong, Z., Jiang, Y., Chen, P., and Zhou, Y. (2022). Characteristics and Applications of Summer Season Raindrop Size Distributions Based on a PARSIVEL2 Disdrometer in the Western Tianshan Mountains (China). Remote Sens., 14.","DOI":"10.3390\/rs14163988"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"106332","DOI":"10.1016\/j.atmosres.2022.106332","article-title":"Characteristics of orographic raindrop size distribution in the Tianshan Mountains, China","volume":"278","author":"Zeng","year":"2022","journal-title":"Atmos. Res."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"1462","DOI":"10.1175\/1520-0450(2001)040<1462:DAMCFB>2.0.CO;2","article-title":"Dry and Moist Convection Forced by an Urban Heat Island","volume":"40","author":"Baik","year":"2001","journal-title":"J. Appl. Meteorol."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1175\/1087-3562(2003)007<0001:DOUIRA>2.0.CO;2","article-title":"Detection of Urban-Induced Rainfall Anomalies in a Major Coastal City","volume":"7","author":"Shepherd","year":"2003","journal-title":"Earth Interact."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"5439","DOI":"10.5194\/acp-17-5439-2017","article-title":"Urbanization-induced urban heat island and aerosol effects on climate extremes in the Yangtze River Delta region of China","volume":"17","author":"Zhong","year":"2016","journal-title":"Atmos. Chem. Phys."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"507","DOI":"10.1016\/S1352-2310(99)00374-X","article-title":"Urban heat islands and summertime convective thunderstorms in Atlanta: Three case studies","volume":"34","author":"Bornstein","year":"2000","journal-title":"Atmos. Environ."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"112","DOI":"10.1016\/j.atmosres.2005.12.007","article-title":"Mesoscale convective precipitation system modified by urbanization in Beijing City","volume":"82","author":"Guo","year":"2006","journal-title":"Atmos. Res."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1007\/s13143-014-0016-7","article-title":"Urban impacts on precipitation","volume":"50","author":"Han","year":"2014","journal-title":"Asia-Pac. J. Atmos. Sci."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"1309","DOI":"10.1126\/science.1160606","article-title":"Flood or drought: How do aerosols affect precipitation?","volume":"321","author":"Rosenfeld","year":"2008","journal-title":"Science"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"828","DOI":"10.1175\/JAM2492.1","article-title":"Urban aerosol impacts on downwind convective storms","volume":"46","author":"Cotton","year":"2007","journal-title":"J. Appl. Meteorol. Climatol."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"10903","DOI":"10.1002\/2015JD023753","article-title":"A case study of urbanization impact on summer precipitation in the Greater Beijing Metropolitan Area: Urban heat island versus aerosol effects","volume":"120","author":"Zhong","year":"2015","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"D20115","DOI":"10.1029\/2012JD018158","article-title":"Diurnal variations in convective storm activity over contiguous North China during the warm season based on radar mosaic climatology","volume":"117","author":"Chen","year":"2012","journal-title":"J. Geophys. Res."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1175\/MWR-D-16-0115.1","article-title":"On the initiation of an isolated heavy-rain-producing storm near the central urban area of Beijing metropolitan region","volume":"145","author":"Li","year":"2017","journal-title":"Mon. Weather Rev."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"4027","DOI":"10.1002\/joc.4983","article-title":"A statistical analysis of hourly heavy rainfall events over the Beijing metropolitan region during the warm seasons of 2007\u20132014","volume":"37","author":"Li","year":"2017","journal-title":"Int. J. Climatol."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1049","DOI":"10.1007\/s00376-014-4100-9","article-title":"Analysis of the structure and propagation of a simulated squall line on 14 June 2009","volume":"32","author":"Liu","year":"2015","journal-title":"Adv. Atmos. Sci."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"725","DOI":"10.1007\/s00376-010-9240-y","article-title":"Diurnal variations of summer precipitation in the Beijing area and the possible effect of topography and urbanization","volume":"28","author":"Yin","year":"2011","journal-title":"Adv. Atmos. Sci."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"1426","DOI":"10.1002\/grl.50304","article-title":"The Beijing extreme rainfall of 21 July 2012:\u201cRight results\u201d but for wrong reasons","volume":"40","author":"Zhang","year":"2013","journal-title":"Geophys. Res. Lett."},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Ji, L., Chen, H., Li, L., Chen, B., Xiao, X., Chen, M., and Zhang, G. (2019). Raindrop Size Distributions and Rain Characteristics Observed by a PARSIVEL Disdrometer in Beijing, Northern China. Remote Sens., 11.","DOI":"10.3390\/rs11121479"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"4153","DOI":"10.5194\/hess-23-4153-2019","article-title":"Statistical characteristics of raindrop size distribution during rainy seasons in the Beijing urban area and implications for radar rainfall estimation","volume":"23","author":"Ma","year":"2019","journal-title":"Hydrol. Earth Syst. Sci."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"W00H06","DOI":"10.1029\/2010WR009872","article-title":"A network of disdrometers to quantify the small-scale variability of the raindrop size distribution","volume":"47","author":"Jaffrain","year":"2011","journal-title":"Water Resour. Res."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"1276","DOI":"10.1175\/JTECH-D-13-00174.1","article-title":"Evaluation of the new version of the laser-optical disdrometer, OTT Parsivel2","volume":"31","author":"Tokay","year":"2014","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"311","DOI":"10.1016\/j.advwatres.2005.03.018","article-title":"DEVEX-disdrometer evaluation experiment: Basic results and implications for hydrologic studies","volume":"29","author":"Krajewski","year":"2006","journal-title":"Adv. Water Resour."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"352","DOI":"10.1175\/2010JHM1244.1","article-title":"Experimental Quantification of the Sampling Uncertainty Associated with Measurements from PARSIVEL Disdrometers","volume":"12","author":"Jaffrain","year":"2011","journal-title":"J. Hydrometeorol."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"1672","DOI":"10.1175\/JTECH-D-12-00163.1","article-title":"Comparison of raindrop size distribution measurements by collocated disdrometers","volume":"30","author":"Tokay","year":"2013","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"674","DOI":"10.1175\/1520-0450(2002)041<0674:EIREWA>2.0.CO;2","article-title":"Experiments in Rainfall Estimation with a Polarimetric Radar in a Subtropical Environment","volume":"41","author":"Brandes","year":"2002","journal-title":"J. Appl. Meteorol."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"991","DOI":"10.1029\/GL013i010p00991","article-title":"Aircraft observations of large raindrops in warm, shallow, convective clouds","volume":"13","author":"Beard","year":"1986","journal-title":"Geophys. Res. Lett."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"583","DOI":"10.1016\/j.atmosres.2010.03.019","article-title":"Investigating precipitation microphysics using ground-based microwave remote sensors and disdrometer data","volume":"97","author":"Marzano","year":"2010","journal-title":"Atmos. Res."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"1118","DOI":"10.1175\/1520-0450(2001)040<1118:TCONDT>2.0.CO;2","article-title":"The Concept of \u201cNormalized\u201d Distribution to Describe Raindrop Spectra: A Tool for Cloud Physics and Cloud Remote Sensing","volume":"40","author":"Testud","year":"2001","journal-title":"J. Appl. Meteorol."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"805","DOI":"10.1109\/PROC.1965.4058","article-title":"Matrix formulation of electromagnetic scattering","volume":"53","author":"Waterman","year":"1965","journal-title":"Proc. IEEE"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Bringi, V.N., and Chandrasekar, V. (2001). Polarimetric Doppler Weather Radar: Principles and Applications, Cambridge University Press.","DOI":"10.1017\/CBO9780511541094"},{"key":"ref_53","first-page":"61","article-title":"Subtle Precipitation Characteristics in Beijing Area","volume":"19","author":"Liu","year":"2014","journal-title":"Clim. Environ. Res."},{"key":"ref_54","first-page":"475","article-title":"Fine-Scale Characteristics of Rainfall in Beijing Urban Area Based on a High-Density Autonomous Weather Stations (AWS) Dataset","volume":"41","author":"Yang","year":"2017","journal-title":"Chin. J. Atmos. Sci."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"516","DOI":"10.1016\/j.scib.2020.02.002","article-title":"Rapid urbanization and more extreme rainfall events","volume":"65","author":"Zhang","year":"2020","journal-title":"Sci. Bull."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"1793","DOI":"10.1126\/science.287.5459.1793","article-title":"Suppression of rain and snow by urban and industrial air pollution","volume":"287","author":"Rosenfeld","year":"2000","journal-title":"Science"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"1234","DOI":"10.1175\/JAMC-D-14-0264.1","article-title":"Mechanism of urbanization impact on a summer cold-frontal rainfall process in the greater Beijing metropolitan area","volume":"54","author":"Zhong","year":"2015","journal-title":"J. Appl. Meteorol. Climatol."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"574","DOI":"10.1016\/j.envpol.2019.01.002","article-title":"Spatial distribution differences in PM2.5 concentration between heating and non-heating seasons in Beijing, China","volume":"248","author":"Ji","year":"2019","journal-title":"Environ. Pollut."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1175\/1520-0426(1995)012<0249:CODPRE>2.0.CO;2","article-title":"Comparison of dual-polarization radar estimators of rain","volume":"12","author":"Ryzhkov","year":"1995","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"122","DOI":"10.1175\/2009JTECHA1318.1","article-title":"Evaluating polarimetric X-band radar rainfall estimators during HMT","volume":"27","author":"Matrosov","year":"2010","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"13352","DOI":"10.1038\/s41598-019-49974-5","article-title":"Variability of orographic enhancement of precipitation in the Alpine region","volume":"9","author":"Napoli","year":"2019","journal-title":"Sci. Rep."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/16\/3964\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T20:30:29Z","timestamp":1760128229000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/16\/3964"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,8,10]]},"references-count":61,"journal-issue":{"issue":"16","published-online":{"date-parts":[[2023,8]]}},"alternative-id":["rs15163964"],"URL":"https:\/\/doi.org\/10.3390\/rs15163964","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,8,10]]}}}