{"id":849,"date":"2025-09-17T11:59:49","date_gmt":"2025-09-17T09:59:49","guid":{"rendered":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/?p=849"},"modified":"2025-10-03T12:24:51","modified_gmt":"2025-10-03T10:24:51","slug":"paper-joms","status":"publish","type":"post","link":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/?p=849","title":{"rendered":"Nueva publicaci\u00f3n cient\u00edfica: Activities of Daily Living Detection through Energy Consumption Data and Machine Learning to Support Independent Aging"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"849\" class=\"elementor elementor-849\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3119d03 e-flex e-con-boxed e-con e-parent\" data-id=\"3119d03\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f7b757a elementor-widget elementor-widget-text-editor\" data-id=\"f7b757a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Accede a nuestra \u00faltima publicaci\u00f3n en el <em>Journal of Medical Systems<\/em> titulada:<\/p><p><strong>\u201cActivities of Daily Living Detection through Energy Consumption Data and Machine Learning to Support Independent Aging\u201d<\/strong><br \/>\ud83d\udcce <a class=\"fui-Link ___w5et180 f2hkw1w f3rmtva f1ewtqcl fyind8e f1k6fduh f1w7gpdv f1mo0ibp fjoy568 ff5ikls f1s184ao f1mk8lai fnbmjn9 f1o700av f13mvf36 f1cmlufx f9n3di6 f1ids18y f1tx3yz7 f1deo86v f1eh06m1 f1iescvh fhgqx19 f1olyrje f1p93eir f1nev41a\" tabindex=\"0\" href=\"https:\/\/link.springer.com\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-tabster=\"{&quot;restorer&quot;:{&quot;type&quot;:1}}\">Acceso al art\u00edculo en Springer<\/a><\/p><h4>Autores:<\/h4><p>Alejandro P\u00e9rez-Vereda\u00b9, Jes\u00fas Fontecha\u00b2, Adri\u00e1n Sanchez-Miguel\u00b2, Luis Caba\u00f1ero\u00b2, Iv\u00e1n Gonz\u00e1lez\u00b2, Christopher Nugent\u00b3<br \/>\u00b9 UTAMED, Universidad Tecnol\u00f3gica Atl\u00e1ntico Mediterr\u00e1neo<br \/>\u00b2 MAmI Research Lab, Universidad de Castilla-La Mancha<br \/>\u00b3 Ulster University<\/p><h4>Resumen:<\/h4><p>El envejecimiento poblacional plantea retos importantes para los sistemas de salud y servicios sociales. En este trabajo exploramos c\u00f3mo detectar Actividades Instrumentales de la Vida Diaria (IADLs) a partir del consumo energ\u00e9tico en hogares, utilizando t\u00e9cnicas de aprendizaje autom\u00e1tico como <strong>K-Means<\/strong> y <strong>LSTM<\/strong>.<\/p><p>Utilizamos el conjunto de datos <strong>REFIT<\/strong> para entrenar y validar los modelos. El enfoque planteado permite una monitorizaci\u00f3n no intrusiva de rutinas diarias, con aplicaciones potenciales en entornos Ambient Assisted Living<strong>\u00a0(AAL)<\/strong>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Accede a nuestra \u00faltima publicaci\u00f3n en el Journal of Medical Systems titulada: \u201cActivities of Daily Living Detection through Energy Consumption Data and Machine Learning to Support Independent Aging\u201d\ud83d\udcce Acceso al art\u00edculo en Springer Autores: Alejandro P\u00e9rez-Vereda\u00b9, Jes\u00fas Fontecha\u00b2, Adri\u00e1n Sanchez-Miguel\u00b2, Luis Caba\u00f1ero\u00b2, Iv\u00e1n Gonz\u00e1lez\u00b2, Christopher Nugent\u00b3\u00b9 UTAMED, Universidad Tecnol\u00f3gica Atl\u00e1ntico Mediterr\u00e1neo\u00b2 MAmI Research Lab, Universidad [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1114,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[19],"tags":[],"class_list":["post-849","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/index.php?rest_route=\/wp\/v2\/posts\/849","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=849"}],"version-history":[{"count":9,"href":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/index.php?rest_route=\/wp\/v2\/posts\/849\/revisions"}],"predecessor-version":[{"id":1113,"href":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/index.php?rest_route=\/wp\/v2\/posts\/849\/revisions\/1113"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/index.php?rest_route=\/wp\/v2\/media\/1114"}],"wp:attachment":[{"href":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=849"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=849"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.esi.uclm.es\/jesusfontecha.personal\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=849"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}