{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,16]],"date-time":"2026-02-16T17:07:52Z","timestamp":1771261672749,"version":"3.50.1"},"reference-count":80,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2017,8,27]],"date-time":"2017-08-27T00:00:00Z","timestamp":1503792000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100000780","name":"European Union","doi-asserted-by":"publisher","award":["691053"],"award-info":[{"award-number":["691053"]}],"id":[{"id":"10.13039\/501100000780","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Satellite-derived estimates of precipitation are essential to compensate for missing rainfall measurements in regions where the homogeneous and continuous monitoring of rainfall remains challenging due to low density rain gauge networks. The Precipitation Estimation from Remotely Sensed Information using Artificial Neural Networks\u2014Climate Data Record (PERSIANN-CDR) is a relatively new product (released in 2013) but that contains data since 1983, thus enabling long-term rainfall analysis. In this work, we used three decades (1983\u20132014) of PERSIANN-CDR daily rainfall data to characterize precipitation patterns in the southern part of the Amazon basin, which has been drastically impacted in recent decades by anthropogenic activities that exacerbate the spatio-temporal variability of rainfall regimes. We computed metrics for the rainy season (onset date, demise date and duration) on a pixel-to-pixel basis for each year in the time series. We identified significant trends toward a shortening of the rainy season in the southern Amazon, mainly linked to earlier demise dates. This work thus contributes to monitoring possible signs of climate change in the region and to assessing uncertainties in rainfall trends and their potential impacts on human activities and natural ecosystems.<\/jats:p>","DOI":"10.3390\/rs9090889","type":"journal-article","created":{"date-parts":[[2017,8,28]],"date-time":"2017-08-28T12:08:37Z","timestamp":1503922117000},"page":"889","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":61,"title":["Monitoring Rainfall Patterns in the Southern Amazon with PERSIANN-CDR Data: Long-Term Characteristics and Trends"],"prefix":"10.3390","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3017-9625","authenticated-orcid":false,"given":"Damien","family":"Arvor","sequence":"first","affiliation":[{"name":"French National Center for Scientific Research (CNRS), Universit\u00e9 Rennes 2, UMR LETG, Place du Recteur Henri Le Moal, 354043 Rennes Cedex, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0448-1924","authenticated-orcid":false,"given":"Beatriz","family":"Funatsu","sequence":"additional","affiliation":[{"name":"CNRS, Universit\u00e9 de Nantes, UMR LETG, Campus du Tertre BP 81227, 44312 Nantes Cedex 3, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"V\u00e9ronique","family":"Michot","sequence":"additional","affiliation":[{"name":"French National Center for Scientific Research (CNRS), Universit\u00e9 Rennes 2, UMR LETG, Place du Recteur Henri Le Moal, 354043 Rennes Cedex, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8383-805X","authenticated-orcid":false,"given":"Vincent","family":"Dubreuil","sequence":"additional","affiliation":[{"name":"French National Center for Scientific Research (CNRS), Universit\u00e9 Rennes 2, UMR LETG, Place du Recteur Henri Le Moal, 354043 Rennes Cedex, France"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2017,8,27]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1529","DOI":"10.1046\/j.1523-1739.2001.01093.x","article-title":"Positive Feedbacks among Forest Fragmentation, Drought, and Climate Change in the Amazon","volume":"15","author":"Laurance","year":"2001","journal-title":"Conserv. 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