{"id":1392,"date":"2024-11-30T23:24:16","date_gmt":"2024-12-01T02:24:16","guid":{"rendered":"https:\/\/datamining.dc.uba.ar\/datamining\/?p=1392"},"modified":"2024-12-23T12:18:57","modified_gmt":"2024-12-23T15:18:57","slug":"defensa-de-tesis-matias-poullain-23-12-2024-11-hs","status":"publish","type":"post","link":"https:\/\/datamininguba.com.ar\/datamining\/2024\/11\/30\/defensa-de-tesis-matias-poullain-23-12-2024-11-hs\/","title":{"rendered":"Defensa de Tesis \u2013 Mat\u00edas Poullain \u2013 23\/12\/2024 \u2013 11 hs."},"content":{"rendered":"<p>El Lunes 23\/12 se realiz\u00f3 la Defensa de Tesis de Mat\u00edas Poullain titulada \u201cCuantificaci\u00f3n de la reducci\u00f3n de la concentraci\u00f3n de la columna NO2 troposf\u00e9rico en la Ciudad Aut\u00f3noma de Buenos Aires durante la pandemia de COVID-19\u201d. \u00a0Cont\u00f3 con la direcci\u00f3n del Dr. Rodrigo Castro y la Dra. Andrea Pineda Rojas. Los jurados fueron el Dr. Manuel Miller, Dr. Esteban Mocskos y Dra. Lidia Otero. La defensa puede verse a trav\u00e9s del siguiente link: <a href=\"https:\/\/www.youtube.com\/live\/62ZOBilDq10\" target=\"_blank\" rel=\"noopener\">https:\/\/www.youtube.com\/live\/62ZOBilDq10<\/a><\/p>\n<p>Resumen:<\/p>\n<p>En 2020, el brote del nuevo virus SARS-CoV-2 oblig\u00f3 a diversos gobiernos alrededor del mundo a tomar medidas para prevenir y mitigar su transmisi\u00f3n. Una de las medidas m\u00e1s importantes fue la restricci\u00f3n al movimiento. Esta medida tuvo efectos positivos adicionales, como la reducci\u00f3n de la contaminaci\u00f3n atmosf\u00e9rica por di\u00f3xido de nitr\u00f3geno (NO2). Am\u00e9rica Latina es una de las regiones con menos estudios realizados sobre esta tem\u00e1tica, y la Ciudad Aut\u00f3noma de Buenos Aires (CABA) no es la excepci\u00f3n. En este trabajo nos proponemos cuantificar la reducci\u00f3n de la columna de NO2 durante la restricci\u00f3n a la circulaci\u00f3n en CABA entre el 20\/03\/2020 y el 06\/11\/2020. Utilizando datos hist\u00f3ricos de conteos de veh\u00edculos en peajes, informaci\u00f3n meteorol\u00f3gica e im\u00e1genes satelitales de la columna de NO2 troposf\u00e9rico, se evaluaron algoritmos de machine learning y luego de seleccionar el mejor se simul\u00f3 la columna de NO2 en un escenario contrafactual sin restricciones, para finalmente comparar con los datos observados con las restricciones aplicadas.<\/p>\n<p>En este trabajo se logr\u00f3 desarrollar satisfactoriamente modelos de machine learning de buen desempe\u00f1o relativo tanto para la estimaci\u00f3n de la circulaci\u00f3n vehicular como para la concentraci\u00f3n de la columna de NO2. Se estim\u00f3 que la concentraci\u00f3n de la columna de NO2 disminuy\u00f3 un 39 % en el primer mes y un 9 % durante todo el periodo.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>El Lunes 23\/12 se realiz\u00f3 la Defensa de Tesis de [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":56,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1392","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sin-categoria"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Defensa de Tesis \u2013 Mat\u00edas Poullain \u2013 23\/12\/2024 \u2013 11 hs. - Maestr\u00eda en Data Mining<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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