{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,23]],"date-time":"2026-01-23T00:07:24Z","timestamp":1769126844076,"version":"3.49.0"},"reference-count":64,"publisher":"MDPI AG","issue":"17","license":[{"start":{"date-parts":[[2023,8,25]],"date-time":"2023-08-25T00:00:00Z","timestamp":1692921600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2022YFF0801302"],"award-info":[{"award-number":["2022YFF0801302"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["41930970"],"award-info":[{"award-number":["41930970"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["42077421"],"award-info":[{"award-number":["42077421"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2022YFF0801302"],"award-info":[{"award-number":["2022YFF0801302"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["41930970"],"award-info":[{"award-number":["41930970"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["42077421"],"award-info":[{"award-number":["42077421"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Climate change research has received increasing attention from both researchers and the public, and the analysis of precipitation is one of the most important topics in this field. As a supplement to gauge observations, satellite-derived precipitation data present advantages, as they have high spatiotemporal resolution and good continuity. The Global Precipitation Measurement (GPM) mission is the newest generation of precipitation measurement products designed to conduct quasi-global satellite observations. This study used the latest Integrated Multi-satellitE Retrievals for GPM data collected between 2001 and 2020 to analyze changes in precipitation amount, frequency, and intensity on global land and ocean surfaces. The results showed that precipitation intensity over the ocean was generally higher than on land, and the two were more similar at the hourly scale than at the daily scale, as shown by the JS divergence statistics: 0.0323 and 0.0461, respectively. This may be due to the thermodynamic differences between land and the ocean, which can accumulate over a longer time scale. The average number of annual precipitation hours and days increased by 50 h and 5 days during 2011\u20132020 compared with the previous decade. The absence of obvious changes in annual precipitation amounts led to a decrease in annual precipitation intensity and the weakening of extreme precipitation on land. The analysis of precipitation regimes in nine mainland regions of the globe showed a significant increasing trend for both hourly and daily precipitation in North Asia, while insignificant changes or even decreasing trends were detected in the other regions. The results of this study elucidated the variations in precipitation between land and ocean areas and can contribute to the understanding of global precipitation.<\/jats:p>","DOI":"10.3390\/rs15174179","type":"journal-article","created":{"date-parts":[[2023,8,25]],"date-time":"2023-08-25T08:33:09Z","timestamp":1692952389000},"page":"4179","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Differences in Global Precipitation Regimes between Land and Ocean Areas Based on the GPM IMERG Product"],"prefix":"10.3390","volume":"15","author":[{"given":"Pengfei","family":"Lv","sequence":"first","affiliation":[{"name":"State Key Laboratory of Earth Surface Processes and Resource Ecology, Faculty of Geographical Science, Beijing Normal University, Beijing 100875, China"}]},{"given":"Hongfei","family":"Hao","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Earth Surface Processes and Resource Ecology, Faculty of Geographical Science, Beijing Normal University, Beijing 100875, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7979-6379","authenticated-orcid":false,"given":"Guocan","family":"Wu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Earth Surface Processes and Resource Ecology, Faculty of Geographical Science, Beijing Normal University, Beijing 100875, China"}]}],"member":"1968","published-online":{"date-parts":[[2023,8,25]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"e2021EF002487","DOI":"10.1029\/2021EF002487","article-title":"Hydrological Intensification Will Increase the Complexity of Water Resource Management","volume":"10","author":"Ficklin","year":"2022","journal-title":"Earth\u2019s Future"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"11932","DOI":"10.1029\/2018JD030129","article-title":"Different Precipitation Elasticity of Runoff for Precipitation Increase and Decrease at Watershed Scale","volume":"124","author":"Tang","year":"2019","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"024004","DOI":"10.1088\/1748-9326\/11\/2\/024004","article-title":"More uneven distributions overturn benefits of higher precipitation for crop yields","volume":"11","author":"Fishman","year":"2016","journal-title":"Environ. Res. Lett."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"639","DOI":"10.1038\/s41586-018-0411-9","article-title":"Global land change from 1982 to 2016","volume":"560","author":"Song","year":"2018","journal-title":"Nature"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"RG2001","DOI":"10.1029\/2009RG000301","article-title":"Tropospheric water vapor, convenction and climate","volume":"48","author":"Sherwood","year":"2010","journal-title":"Rev. Geophys."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"8465","DOI":"10.1175\/JCLI-D-18-0662.1","article-title":"Significant Increases in Extreme Precipitation and the Associations with Global Warming over the Global Land Monsoon Regions","volume":"32","author":"Zhang","year":"2019","journal-title":"J. Clim."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"1258","DOI":"10.1073\/pnas.1615333114","article-title":"Global warming precipitation accumulation increases above the current-climate cutoff scale","volume":"114","author":"Neelin","year":"2017","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"e2020GL090327","DOI":"10.1029\/2020GL090327","article-title":"Contrasting Phase Changes of Precipitation Annual Cycle Between Land and Ocean Under Global Warming","volume":"47","author":"Song","year":"2020","journal-title":"Geophys. Res. Lett."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"4901","DOI":"10.1029\/2018WR024067","article-title":"Global and Regional Increase of Precipitation Extremes Under Global Warming","volume":"55","author":"Papalexiou","year":"2019","journal-title":"Water Resour. Res."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"8586","DOI":"10.1029\/2018GL078465","article-title":"Shifts in Precipitation Accumulation Extremes During the Warm Season Over the United States","volume":"45","author":"Neelin","year":"2018","journal-title":"Geophys. Res. Lett."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"989","DOI":"10.1007\/s11442-012-0978-2","article-title":"Long-term trends of precipitation in the North China Plain","volume":"22","author":"Fan","year":"2012","journal-title":"J. Geogr. Sci."},{"key":"ref_12","unstructured":"Arias, P., Bellouin, N., Coppola, E., Jones, R., Krinner, G., Marotzke, J., and Zickfeld, K. (2021). Climate Change 2021: The Physical Science Basis, IPCC. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"341","DOI":"10.1002\/2015GL066615","article-title":"How much does it rain over land?","volume":"43","author":"Herold","year":"2016","journal-title":"Geophys. Res. Lett."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1175\/BAMS-D-14-00283.1","article-title":"So, How Much of the Earth\u2019s Surface Is Covered by Rain Gauges?","volume":"98","author":"Kidd","year":"2017","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"1109","DOI":"10.5194\/hess-15-1109-2011","article-title":"Status of satellite precipitation retrievals","volume":"15","author":"Kidd","year":"2011","journal-title":"Hydrol. Earth Syst. Sci."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"085007","DOI":"10.1088\/1748-9326\/ab2cae","article-title":"Identifying changing precipitation extremes in Sub-Saharan Africa with gauge and satellite products","volume":"14","author":"Harrison","year":"2019","journal-title":"Environ. Res. Lett."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"3706","DOI":"10.1175\/1520-0442(2003)016<3706:SPAETA>2.0.CO;2","article-title":"Seamless Poleward Atmospheric Energy Transports and Implications for the Hadley Circulation","volume":"16","author":"Trenberth","year":"2003","journal-title":"J. Clim."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"6075","DOI":"10.1175\/JCLI-D-21-0766.1","article-title":"Robust Anthropogenic Signal Identified in the Seasonal Cycle of Tropospheric Temperature","volume":"35","author":"Santer","year":"2022","journal-title":"J. Clim."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"e2021GL093798","DOI":"10.1029\/2021GL093798","article-title":"Global Scaling of Rainfall With Dewpoint Temperature Reveals Considerable Ocean-Land Difference","volume":"48","author":"Ali","year":"2021","journal-title":"Geophys. Res. Lett."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"11980","DOI":"10.1029\/2018GL080298","article-title":"The Uneven Nature of Daily Precipitation and Its Change","volume":"45","author":"Pendergrass","year":"2018","journal-title":"Geophys. Res. Lett."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"129386","DOI":"10.1016\/j.jhydrol.2023.129386","article-title":"Climatology and changes in internal intensity distributions of global precipitation systems over 2001\u20132020 based on IMERG","volume":"620","author":"Zhang","year":"2023","journal-title":"J. Hydrol."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"128768","DOI":"10.1016\/j.jhydrol.2022.128768","article-title":"Global precipitation system scale increased from 2001 to 2020","volume":"616","author":"Zhang","year":"2022","journal-title":"J. Hydrol."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"410","DOI":"10.1038\/s41561-023-01177-4","article-title":"Positive correlation between wet-day frequency and intensity linked to universal precipitation drivers","volume":"16","author":"McErlich","year":"2023","journal-title":"Nat. Geosci."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"3944","DOI":"10.1038\/s41467-021-24262-x","article-title":"Anthropogenic influence on extreme precipitation over global land areas seen in multiple observational datasets","volume":"12","author":"Madakumbura","year":"2021","journal-title":"Nat. Commun."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1175\/1525-7541(2001)002<0036:GPAODD>2.0.CO;2","article-title":"Global Precipitation at One-Degree Daily Resolution from Multisatellite Observations","volume":"2","author":"Huffman","year":"2001","journal-title":"J. Hydrometeorol."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"1005","DOI":"10.1007\/s00704-022-03986-w","article-title":"Changes of precipitation pattern in China: 1961\u20132010","volume":"148","author":"Zhang","year":"2022","journal-title":"Theor. Appl. Clim."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1175\/JCLI-D-21-0324.1","article-title":"Reduction in Precipitation Seasonality in China from 1960 to 2018","volume":"35","author":"Mao","year":"2022","journal-title":"J. Clim."},{"key":"ref_28","first-page":"227","article-title":"Precipitation unevenness in gauge observations and eight reanalyses from 1979 to 2018 over China","volume":"35.1","author":"Wu","year":"2021","journal-title":"J. Clim."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"3904","DOI":"10.1175\/JCLI-D-12-00502.1","article-title":"Global Increasing Trends in Annual Maximum Daily Precipitation","volume":"26","author":"Westra","year":"2013","journal-title":"J. Clim."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1175\/JCLI-D-19-0892.1","article-title":"A Global, Continental, and Regional Analysis of Changes in Extreme Precipitation","volume":"34","author":"Sun","year":"2021","journal-title":"J. Clim."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1038\/nclimate3157","article-title":"A re-examination of the projected subtropical precipitation decline","volume":"1","author":"He","year":"2017","journal-title":"Nat. Clim. Change"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"1681","DOI":"10.1029\/2018GL079709","article-title":"If Rain Falls in India and No One Reports It, Are Historical Trends in Monsoon Extremes Biased?","volume":"46","author":"Lin","year":"2019","journal-title":"Geophys. Res. Lett."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"2961","DOI":"10.1007\/s00704-019-02784-1","article-title":"Future precipitation extremes over India from the CORDEX-South Asia experiments","volume":"137","author":"Rai","year":"2019","journal-title":"Theor. Appl. Clim."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"11352","DOI":"10.1029\/2018GL079567","article-title":"The Changing Seasonality of Extreme Daily Precipitation","volume":"45","author":"Marelle","year":"2018","journal-title":"Geophys. Res. Lett."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"1655","DOI":"10.1175\/JHM-D-19-0246.1","article-title":"Calibrating Hourly Precipitation Forecasts with Daily Observations","volume":"21","author":"Robertson","year":"2020","journal-title":"J. Hydrometeorol."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"100219","DOI":"10.1016\/j.wace.2019.100219","article-title":"A synthesis of hourly and daily precipitation extremes in different climatic regions","volume":"26","author":"Barbero","year":"2019","journal-title":"Weather Clim. Extrem."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"974","DOI":"10.1002\/2016GL071917","article-title":"Is the intensification of precipitation extremes with global warming better detected at hourly than daily resolutions?","volume":"44","author":"Barbero","year":"2017","journal-title":"Geophys. Res. Lett."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1016\/j.jhydrol.2012.12.026","article-title":"Performance evaluation of radar and satellite rainfalls for Typhoon Morakot over Taiwan: Are remote-sensing products ready for gauge denial scenario of extreme events?","volume":"506","author":"Chen","year":"2013","journal-title":"J. Hydrol."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.advwatres.2015.11.008","article-title":"From TRMM to GPM: How well can heavy rainfall be detected from space?","volume":"88","author":"Prakash","year":"2016","journal-title":"Adv. Water Resour."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"106656","DOI":"10.1016\/j.atmosres.2023.106656","article-title":"Evaluation of the GPM IMERG product at the hourly timescale over China","volume":"285","author":"Wang","year":"2023","journal-title":"Atmos. Res."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"128476","DOI":"10.1016\/j.jhydrol.2022.128476","article-title":"A new pixel-to-object method for evaluating the capability of the GPM IMERG product to quantify precipitation systems","volume":"613","author":"Li","year":"2022","journal-title":"J. Hydrol."},{"key":"ref_42","first-page":"657","article-title":"Extreme precipitation monitoring capability of the multi-satellite jointly retrieval precipitation products of Global Precipitation Measurement (GPM) mission","volume":"26","author":"Ding","year":"2022","journal-title":"J. Remote Sens."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"1679","DOI":"10.1175\/BAMS-D-15-00306.1","article-title":"The Global Precipitation Measurement (GPM) Mission for Science and Society","volume":"98","author":"Petersen","year":"2017","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_44","first-page":"607","article-title":"Global Precipitation Measurement (GPM) Mission and Its Latest Progress: A Review","volume":"30","author":"Kachi","year":"2015","journal-title":"Remote Sens. Technol. Appl."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"265","DOI":"10.1029\/2003JD003497","article-title":"Effect of precipitation sampling error on simulated hydrological fluxes and states: Anticipating the Global Precipitation Measurement satellites","volume":"109","author":"Nijssen","year":"2004","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1175\/JHM-D-15-0059.1","article-title":"Statistical and Hydrological Comparisons between TRMM and GPM Level-3 Products over a Midlatitude Basin: Is Day-1 IMERG a Good Successor for TMPA 3B42V7?","volume":"17","author":"Tang","year":"2016","journal-title":"J. Hydrometeorol."},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Zhou, C., Gao, W., Hu, J., Du, L., and Du, L. (2021). Capability of IMERG V6 Early, Late, and Final Precipitation Products for Monitoring Extreme Precipitation Events. Remote Sens., 13.","DOI":"10.3390\/rs13040689"},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Xu, F., Guo, B., Ye, B., Ye, Q., Chen, H., Ju, X., Guo, J., and Wang, Z. (2019). Systematical Evaluation of GPM IMERG and TRMM 3B42V7 Precipitation Products in the Huang-Huai-Hai Plain, China. Remote Sens., 11.","DOI":"10.3390\/rs11060697"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"111697","DOI":"10.1016\/j.rse.2020.111697","article-title":"Have satellite precipitation products improved over last two decades? A com-prehensive comparison of GPM IMERG with nine satellite and reanalysis datasets","volume":"240","author":"Tang","year":"2020","journal-title":"Remote Sens. Environ."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"e2020JD033692","DOI":"10.1029\/2020JD033692","article-title":"Event-Based Evaluation of the GPM Multisatellite Merged Precipitation Product From 2014 to 2018 Over China: Methods and Results","volume":"126","author":"Li","year":"2021","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"10423","DOI":"10.1029\/2018JD028991","article-title":"Validating the Integrated Multisatellite Retrievals for Global Precipitation Measurement in Terms of Diurnal Variability with Hourly Gauge Observations Collected at 50,000 Stations in China","volume":"123","author":"Li","year":"2018","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"163","DOI":"10.29303\/jppipa.v8i1.1155","article-title":"Ground Validation of GPM IMERG-F Precipitation Products with the Point Rain Gauge Records on the Extreme Rainfall Over a Mountainous Area of Sumatra Island","volume":"8","author":"Ramadhan","year":"2022","journal-title":"J. Penelit. Pendidik. IPA"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"112754","DOI":"10.1016\/j.rse.2021.112754","article-title":"Review of GPM IMERG performance: A global perspective","volume":"268","author":"Pradhan","year":"2022","journal-title":"Remote Sens. Environ."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"106340","DOI":"10.1016\/j.atmosres.2022.106340","article-title":"Reliability of the IMERG product through reference rain gauges in Central Italy","volume":"278","author":"Gentilucci","year":"2022","journal-title":"Atmos. Res."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"054005","DOI":"10.1088\/1748-9326\/abf394","article-title":"Global precipitation system size","volume":"16","author":"Zhang","year":"2021","journal-title":"Environ. Res. Lett."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"1858","DOI":"10.1109\/TIT.2003.813506","article-title":"A new metric for probability distributions","volume":"49","author":"Endres","year":"2003","journal-title":"IEEE Trans. Inf. Theory"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"14692","DOI":"10.1029\/2019GL085653","article-title":"Quantifying Asynchronicity of Precipitation and Potential Evapotranspiration in Mediterranean Climates","volume":"46","author":"Feng","year":"2019","journal-title":"Geophys. Res. Lett."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1112","DOI":"10.1175\/1520-0442(2001)014<1112:GPATFP>2.0.CO;2","article-title":"Global Precipitation and Thunderstorm Frequencies. Part II: Diurnal Variations","volume":"14","author":"Dai","year":"2001","journal-title":"J. Clim."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1175\/BAMS-D-17-0107.1","article-title":"How often does it really rain","volume":"99","author":"Trenberth","year":"2018","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"4823","DOI":"10.1007\/s00382-020-05258-7","article-title":"Global distribution of the intensity and frequency of hourly precipitation and their responses to ENSO","volume":"54","author":"Li","year":"2020","journal-title":"Clim. Dyn."},{"key":"ref_61","doi-asserted-by":"crossref","unstructured":"Li, Y., Guo, B., Wang, K., Wu, G., and Shi, C. (2020). Performance of TRMM Product in Quantifying Frequency and Intensity of Precipitation during Daytime and Nighttime across China. Remote Sens., 12.","DOI":"10.3390\/rs12040740"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"11175","DOI":"10.1029\/2019JD030855","article-title":"Assessment of Water Cycle Intensification Over Land using a Multisource Global Gridded Precipitation DataSet","volume":"124","author":"Markonis","year":"2019","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"711","DOI":"10.1002\/joc.5837","article-title":"Characteristics of extreme precipitation over eastern Asia and its possible con-nections with Asian summer monsoon activity","volume":"39","author":"Cui","year":"2019","journal-title":"Int. J. Climatol."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"1057","DOI":"10.1007\/s13351-021-1028-8","article-title":"Heterogeneous Trends of Precipitation Extremes in Recent Two Decades over East Africa","volume":"35","author":"Mtewele","year":"2021","journal-title":"J. Meteorol. Res."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/17\/4179\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T20:38:58Z","timestamp":1760128738000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/17\/4179"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,8,25]]},"references-count":64,"journal-issue":{"issue":"17","published-online":{"date-parts":[[2023,9]]}},"alternative-id":["rs15174179"],"URL":"https:\/\/doi.org\/10.3390\/rs15174179","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,8,25]]}}}