{"id":700,"date":"2024-11-11T08:03:24","date_gmt":"2024-11-11T07:03:24","guid":{"rendered":"https:\/\/wp.unil.ch\/hydmet\/?page_id=700"},"modified":"2024-12-18T14:19:54","modified_gmt":"2024-12-18T13:19:54","slug":"a-data-driven-urban-flood-model-emulator","status":"publish","type":"page","link":"https:\/\/wp.unil.ch\/hydmet\/a-data-driven-urban-flood-model-emulator\/","title":{"rendered":"A data-driven urban flood model emulator"},"content":{"rendered":"\n<p>With the aim of enhancing the generalizability of urban pluvial flood data-driven models, we present a new deep-learning model that maintains high-resolution information of local urban patches and incorporates a larger context in the model<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img alt=\"\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"596\" src=\"https:\/\/wp.unil.ch\/hydmet\/files\/2024\/11\/fig02-1024x596.jpg\" alt=\"\" class=\"wp-image-701\" srcset=\"https:\/\/wp.unil.ch\/hydmet\/files\/2024\/11\/fig02-1024x596.jpg 1024w, https:\/\/wp.unil.ch\/hydmet\/files\/2024\/11\/fig02-300x175.jpg 300w, https:\/\/wp.unil.ch\/hydmet\/files\/2024\/11\/fig02-768x447.jpg 768w, https:\/\/wp.unil.ch\/hydmet\/files\/2024\/11\/fig02-1536x894.jpg 1536w, https:\/\/wp.unil.ch\/hydmet\/files\/2024\/11\/fig02.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">References<\/h4>\n\n\n\n<p>Cache, T., Gomez, M. S., Beucler, T., Blagojevic, J., Leitao, J. P., and Peleg, N. 2024. Enhancing generalizability of data-driven urban flood models by incorporating contextual information. Hydrology and Earth System Sciences. <a href=\"https:\/\/doi.org\/10.5194\/hess-28-5443-2024\">https:\/\/doi.org\/10.5194\/hess-28-5443-2024<\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Code<\/h4>\n\n\n\n<p>Cache and Gomez (2024). Multi-Scale Data-Driven Urban Flood Model. Zenodo.<a href=\"https:\/\/doi.org\/10.5281\/zenodo.6563635\" target=\"_blank\" rel=\"noreferrer noopener\"> <\/a><a href=\"https:\/\/doi.org\/10.5281\/zenodo.10688079\">https:\/\/doi.org\/10.5281\/zenodo.10688079<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>With the aim of enhancing the generalizability of urban pluvial flood data-driven models, we present a new deep-learning model that maintains high-resolution information of local urban patches and incorporates a &hellip; <\/p>\n","protected":false},"author":1002277,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","footnotes":""},"class_list":["post-700","page","type-page","status-publish"],"_links":{"self":[{"href":"https:\/\/wp.unil.ch\/hydmet\/wp-json\/wp\/v2\/pages\/700","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.unil.ch\/hydmet\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wp.unil.ch\/hydmet\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/hydmet\/wp-json\/wp\/v2\/users\/1002277"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/hydmet\/wp-json\/wp\/v2\/comments?post=700"}],"version-history":[{"count":2,"href":"https:\/\/wp.unil.ch\/hydmet\/wp-json\/wp\/v2\/pages\/700\/revisions"}],"predecessor-version":[{"id":709,"href":"https:\/\/wp.unil.ch\/hydmet\/wp-json\/wp\/v2\/pages\/700\/revisions\/709"}],"wp:attachment":[{"href":"https:\/\/wp.unil.ch\/hydmet\/wp-json\/wp\/v2\/media?parent=700"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}