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dc.contributor.authorBenito-Verdugo, Pilar
dc.contributor.authorGonzález Zamora, Ángel 
dc.contributor.authorMartínez Fernández, José 
dc.date.accessioned2024-10-09T11:45:41Z
dc.date.available2024-10-09T11:45:41Z
dc.date.issued2024-05-24
dc.identifier.citationBenito-Verdugo, Pilar, Ángel González-Zamora, and José Martínez-Fernández. 2024. "Recent Cereal Phenological Variations under Mediterranean Conditions" Remote Sensing 16, no. 11: 1879. https://doi.org/10.3390/rs16111879es_ES
dc.identifier.urihttp://hdl.handle.net/10366/160281
dc.description.abstract[EN]This study analyzes the temporal patterns of rainfed cereal phenology extracted from the GIMMS NDVI3g dataset in the main cereal-growing regions under a Mediterranean climate in Spain, Portugal, France and Italy during the period 1982–2022. The series before and after the beginning of the 21st century were analyzed separately. Phenological parameters were extracted using the modified dynamic threshold method, and their trends were analyzed. Correlation analyses were performed to study the relationships among these parameters and to analyze the influence of hydroclimatic variables on the start (SOS) and end (EOS) of the growing season. Results showed a temporal reversal in phenological trends between both study periods, coinciding with the Glob. warming hiatus. In the first period (1982–2002), SOS and EOS advanced (􀀀7.5 and 􀀀3.1 days, respectively), and the length of growing season (LOS) increased. However, during the second stage (2003–2022), SOS and EOS were delayed (7.5 and 1.7 days, respectively), and LOS decreased. Similar dynamics were observed for the influence of the hydroclimatic variables on SOS and EOS, stronger in the first period and weaker in the second. This study provides valuable information on the phenological dynamics of rainfed cereals that may be useful for their management and planning in climate change scenarios.es_ES
dc.description.sponsorshipThis study was funded by the Spanish Ministry of Science, Innovation and Universities MCIN/AEI/10.13039/501100011033/ (project PID2020-114623RB-C33), and the Castilla y León Government (projects SA112P20 and CLU-2018-04), and the European Regional Development Fund (ERDF). Pilar Benito-Verdugo’s research has been funded by a predoctoral grant (FPU20/00592) from the Spanish Ministry of Science, Innovation and Universities.es_ES
dc.language.isoenges_ES
dc.publisherMDPIes_ES
dc.subjectCereal phenologyes_ES
dc.subjectRainfed cereales_ES
dc.subjectMediterranean climatees_ES
dc.subjectGlobal warming hiatuses_ES
dc.subjectNDVIes_ES
dc.subjectSoil moisturees_ES
dc.titleRecent Cereal Phenological Variations under Mediterranean Conditionses_ES
dc.typeinfo:eu-repo/semantics/articlees_ES
dc.relation.publishversionhttps:// doi.org/10.3390/rs16111879es_ES
dc.subject.unesco3103.01 Producción de Cultivoses_ES
dc.identifier.doi10.3390/rs16111879
dc.relation.projectIDPID2020-114623RB-C33es_ES
dc.relation.projectIDSA112P20es_ES
dc.relation.projectIDCLU-2018-04es_ES
dc.relation.projectIDFPU20/00592es_ES
dc.rights.accessRightsinfo:eu-repo/semantics/openAccesses_ES
dc.identifier.essn2072-4292
dc.journal.titleRemote Sensinges_ES
dc.volume.number16es_ES
dc.issue.number11es_ES
dc.page.initial1879es_ES
dc.type.hasVersioninfo:eu-repo/semantics/publishedVersiones_ES


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