Non-parametric comparative analysis of the spatiotemporal pattern of human-caused and natural wildfires in Galicia

dc.contributor.affiliationUniversidade de Santiago de Compostela. Departamento de Estatística, Análise Matemática e Optimizaciónes_ES
dc.contributor.affiliationUniversidade de Santiago de Compostela. Departamento de Produción Vexetal e Proxectos de Enxeñaríaes_ES
dc.contributor.authorMarey Pérez, Manuel
dc.contributor.authorFuentes-Santos, Isabel
dc.contributor.authorSaavedra Nieves, Paula
dc.contributor.authorGonzález Manteiga, Wenceslao
dc.date.accessioned2024-04-11T11:47:44Z
dc.date.available2024-04-11T11:47:44Z
dc.date.issued2022
dc.description.abstractBackground. Wildfire is a major environmental threat worldwide and climate change is expected to increase its severity. Galicia has suffered high wildfire incidence during the last decades, most wildfires being from arson, in contrast with the low rate of natural wildfires. Aim. This work aims to characterise the spatiotemporal dynamics of human-caused and natural fires in Galicia. Methods. We apply first- and second-order non-parametric inference to spatiotemporal wildfire point patterns. Key results. The distribution of natural wildfires remained stable over years, with high incidence in summer and in the eastern area of Galicia. Arson wildfires had aggregated patterns, with strong interaction between outbreaks and fires, and their distribution varied both over and within years, with high incidence shifting between the southern and western areas, and high hazard in early spring and late summer. Negligence wildfire patterns showed short-distance aggregation, but large-distance aggregation between outbreaks and fires; their spatial distribution also varied between and within years. Conclusions. Different models and covariates are required to predict the hazard from each wildfire type. Natural fires are linked to meteorological and environmental factors, whereas socioeconomic covariates are crucial in human-caused wildfires. Implications. These results are the basis for the future development of predictive spatiotemporal point process models for human-caused wildfires.es_ES
dc.description.peerreviewedSIes_ES
dc.description.sponsorshipThis work was supported by Projects MTM2016-76969-P and PID2020-116587GB-I00 (AEI/FEDER, UE), and projects IN607B: Modalidad B – Grupos con potencial crecemento, GPC GI-1716 PROXECTOS E PLANIFICACIÓN (PROEPLA), 2018-PG078 (Ref. ED431B 2018/23) from the Galician Government (Xunta de Galicia).es_ES
dc.identifier.citationMarey-Pérez, M. F., Fuentes-Santos, I., Saavera-Nieves, P., & González-Manteiga, W. (2023). Non-parametric comparative analysis of the spatiotemporal pattern of human-caused and natural wildfires in Galicia. International Journal of Wildland Fire, 32(2), 178-194es_ES
dc.identifier.essn1448-5516
dc.identifier.urihttp://hdl.handle.net/10347/33491
dc.language.isoenges_ES
dc.publisherCSIRO Publishinges_ES
dc.relation.projectIDinfo:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020/PID2020-116587GB-I00/ES/DINAMICA COMPLEJA E INFERENCIA NO PARAMETRICA/es_ES
dc.relation.publisherversionhttps://doi.org/10.1071/WF22030es_ES
dc.rights© 2023 The Author(s) (or their employer(s)). Published by CSIRO Publishing on behalf of IAWF. Attribution-NonCommercial-NoDerivatives 4.0 Internacionales_ES
dc.rights.accessRightsopen accesses_ES
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subjectInhomogeneous point processeses_ES
dc.subjectIntensity functiones_ES
dc.subjectNon-parametric inferencees_ES
dc.subjectSmooth bootstrapes_ES
dc.subjectSpain wildfirees_ES
dc.subjectSpatiotemporal interactionses_ES
dc.subjectWildfire hazardes_ES
dc.titleNon-parametric comparative analysis of the spatiotemporal pattern of human-caused and natural wildfires in Galiciaes_ES
dc.typejournal articlees_ES
dc.type.hasVersionVoRes_ES
dspace.entity.typePublication
relation.isAuthorOfPublication0e04335d-5a37-41a2-89ae-880cec8eacde
relation.isAuthorOfPublication4e59d256-3244-4910-9f6f-8fd084214850
relation.isAuthorOfPublicationb953938f-b35a-43c1-ac9b-17e3692be77c
relation.isAuthorOfPublication.latestForDiscovery4e59d256-3244-4910-9f6f-8fd084214850

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Non-parametric comparative analysis of the spatiotemporal pattern of human-caused and natural wildfires in Galicia