{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,25]],"date-time":"2026-02-25T15:47:49Z","timestamp":1772034469050,"version":"3.50.1"},"reference-count":76,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2019,4,30]],"date-time":"2019-04-30T00:00:00Z","timestamp":1556582400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Seventh Framework Programme","award":["FP7-613996"],"award-info":[{"award-number":["FP7-613996"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Mosquitoes are vectors of major pathogen agents worldwide. Population dynamics models are useful tools to understand and predict mosquito abundances in space and time. To be used as forecasting tools over large areas, such models could benefit from integrating remote sensing data that describe the meteorological and environmental conditions driving mosquito population dynamics. The main objective of this study is to assess a process-based modeling framework for mosquito population dynamics using satellite-derived meteorological estimates as input variables. A generic weather-driven model of mosquito population dynamics was applied to Rift Valley fever vector species in northern Senegal, with rainfall, temperature, and humidity as inputs. The model outputs using meteorological data from ground weather station vs satellite-based estimates are compared, using longitudinal mosquito trapping data for validation at local scale in three different ecosystems. Model predictions were consistent with field entomological data on adult abundance, with a better fit between predicted and observed abundances for the Sahelian Ferlo ecosystem, and for the models using in-situ weather data as input. Based on satellite-derived rainfall and temperature data, dynamic maps of three potential Rift Valley fever vector species were then produced at regional scale on a weekly basis. When direct weather measurements are sparse, these resulting maps should be used to support policy-makers in optimizing surveillance and control interventions of Rift Valley fever in Senegal.<\/jats:p>","DOI":"10.3390\/rs11091024","type":"journal-article","created":{"date-parts":[[2019,4,30]],"date-time":"2019-04-30T08:51:44Z","timestamp":1556614304000},"page":"1024","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":19,"title":["Spatial Modeling of Mosquito Vectors for Rift Valley Fever Virus in Northern Senegal: Integrating Satellite-Derived Meteorological Estimates in Population Dynamics Models"],"prefix":"10.3390","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5463-332X","authenticated-orcid":false,"given":"Annelise","family":"Tran","sequence":"first","affiliation":[{"name":"Centre de coop\u00e9ration Internationale en Recherche Agronomique pour le D\u00e9veloppement (CIRAD), Unit\u00e9 Mixte de Recherche TETIS, F-97490 Sainte-Clotilde, R\u00e9union, France"},{"name":"Centre de coop\u00e9ration Internationale en Recherche Agronomique pour le D\u00e9veloppement (CIRAD), Unit\u00e9 Mixte de Recherche ASTRE, F-34090 Montpellier, France"},{"name":"TETIS, Universit\u00e9 Montpellier, AgroParisTech, CIRAD, CNRS, IRSTEA, F-34090 Montpellier, France"},{"name":"ASTRE, Universit\u00e9 Montpellier, CIRAD, INRA, F-34090 Montpellier, France"}]},{"given":"Assane","family":"Fall","sequence":"additional","affiliation":[{"name":"Laboratoire National de l\u2019Elevage et de Recherches V\u00e9t\u00e9rinaires, Institut S\u00e9n\u00e9galais de Recherches Agricoles, 11500 Dakar, Senegal"}]},{"given":"Biram","family":"Biteye","sequence":"additional","affiliation":[{"name":"Laboratoire National de l\u2019Elevage et de Recherches V\u00e9t\u00e9rinaires, Institut S\u00e9n\u00e9galais de Recherches Agricoles, 11500 Dakar, Senegal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4816-9812","authenticated-orcid":false,"given":"Mamadou","family":"Ciss","sequence":"additional","affiliation":[{"name":"Laboratoire National de l\u2019Elevage et de Recherches V\u00e9t\u00e9rinaires, Institut S\u00e9n\u00e9galais de Recherches Agricoles, 11500 Dakar, Senegal"}]},{"given":"Geoffrey","family":"Gimonneau","sequence":"additional","affiliation":[{"name":"Centre de coop\u00e9ration Internationale en Recherche Agronomique pour le D\u00e9veloppement (CIRAD), Unit\u00e9 Mixte de Recherche ASTRE, F-34090 Montpellier, France"},{"name":"ASTRE, Universit\u00e9 Montpellier, CIRAD, INRA, F-34090 Montpellier, France"},{"name":"Laboratoire National de l\u2019Elevage et de Recherches V\u00e9t\u00e9rinaires, Institut S\u00e9n\u00e9galais de Recherches Agricoles, 11500 Dakar, Senegal"}]},{"given":"Mathieu","family":"Castets","sequence":"additional","affiliation":[{"name":"Centre de coop\u00e9ration Internationale en Recherche Agronomique pour le D\u00e9veloppement (CIRAD), Unit\u00e9 Mixte de Recherche TETIS, F-97490 Sainte-Clotilde, R\u00e9union, France"},{"name":"TETIS, Universit\u00e9 Montpellier, AgroParisTech, CIRAD, CNRS, IRSTEA, F-34090 Montpellier, France"}]},{"given":"Momar","family":"Seck","sequence":"additional","affiliation":[{"name":"Laboratoire National de l\u2019Elevage et de Recherches V\u00e9t\u00e9rinaires, Institut S\u00e9n\u00e9galais de Recherches Agricoles, 11500 Dakar, Senegal"}]},{"given":"V\u00e9ronique","family":"Chevalier","sequence":"additional","affiliation":[{"name":"Centre de coop\u00e9ration Internationale en Recherche Agronomique pour le D\u00e9veloppement (CIRAD), Unit\u00e9 Mixte de Recherche ASTRE, F-34090 Montpellier, France"},{"name":"ASTRE, Universit\u00e9 Montpellier, CIRAD, INRA, F-34090 Montpellier, France"},{"name":"Epidemiology and Public Health Unit, Institut Pasteur du Cambodge, 99 Phnom Penh, Cambodia"}]}],"member":"1968","published-online":{"date-parts":[[2019,4,30]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"252","DOI":"10.2987\/8756-971X(2007)23[252:MABCOM]2.0.CO;2","article-title":"Modeling and biological control of mosquitoes","volume":"23","author":"Lord","year":"2007","journal-title":"J. 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