{"id":147,"date":"2025-12-16T16:17:50","date_gmt":"2025-12-16T15:17:50","guid":{"rendered":"https:\/\/www.vitalspace.it\/?page_id=147"},"modified":"2026-03-09T14:56:47","modified_gmt":"2026-03-09T13:56:47","slug":"wp1-sviluppo-e-validazione","status":"publish","type":"page","link":"https:\/\/www.vitalspace.it\/index.php\/work-package-wp\/wp1-sviluppo-e-validazione\/","title":{"rendered":"WP1 &#8211; Sviluppo e validazione"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"147\" class=\"elementor elementor-147\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ac6545 e-flex e-con-boxed e-con e-parent\" data-id=\"2ac6545\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-734962d e-con-full e-flex e-con e-child\" data-id=\"734962d\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7296894 e-con-full e-flex e-con e-child\" data-id=\"7296894\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-289e2ab elementor-widget elementor-widget-button\" data-id=\"289e2ab\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">WP1<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7337735 elementor-widget elementor-widget-button\" data-id=\"7337735\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Universit\u00e0 di Cassino<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61d7043 elementor-widget elementor-widget-heading\" data-id=\"61d7043\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Sviluppo e validazione di modelli predittivi per il comfort ambientale<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d380ee e-con-full e-flex e-con e-child\" data-id=\"1d380ee\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-71cfe33 e-flex e-con-boxed e-con e-parent\" data-id=\"71cfe33\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-598ebbb e-con-full e-flex e-con e-child\" data-id=\"598ebbb\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bd00772 elementor-widget elementor-widget-text-editor\" data-id=\"bd00772\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<article class=\"prose max-w-none\"><section id=\"obiettivi\"><section id=\"contesto\"><h2>Contesto e ruolo nel progetto<\/h2><p>Il Work Package 1 (WP1), coordinato dall&#8217;Universit\u00e0 degli Studi di Cassino e del Lazio Meridionale, rappresenta il fondamento scientifico e metodologico del progetto VitalSpace. Il cuore dell&#8217;attivit\u00e0 \u00e8 lo sviluppo e la validazione di modelli predittivi per stimare, nel breve termine, l&#8217;evoluzione dei parametri di comfort in ambienti confinati.<\/p><p>In particolare, la previsione dell&#8217;andamento della temperatura interna e delle variabili termoigrometriche su orizzonti temporali di breve durata costituisce un elemento strategico per abilitare logiche di controllo proattivo degli impianti, con impatti diretti su comfort, efficienza energetica e sostenibilit\u00e0 complessiva del sistema.<\/p><\/section><section id=\"obiettivi\"><h2>Obiettivi scientifici e tecnici<\/h2><ul><li>Analizzare lo stato dell&#8217;arte dei modelli previsionali per la temperatura interna, con focus su machine learning e deep learning<\/li><li>Definire un set di input minimo ma realistico, testando la robustezza anche con dati parziali (temperatura interna\/esterna, occupazione, stato impianto)<\/li><li>Sperimentare e confrontare pi\u00f9 famiglie modellistiche<\/li><li>Validare prestazioni e generalizzazione tramite metriche quantitative\u00a0<\/li><li>Estendere l&#8217;analisi alla previsione di umidit\u00e0 relativa tramite approcci ibridi<\/li><li>Produrre un framework replicabile e integrabile nei moduli operativi della piattaforma<\/li><\/ul><\/section><section id=\"dataset\"><\/section><section id=\"deliverable\"><h2>Deliverable e integrazione con gli altri WP<\/h2><p>Il WP1 fornisce modelli predittivi validati e confrontati, metriche e best practice replicabili, e basi algoritmiche pronte per l&#8217;industrializzazione (WP2\/WP4) e per l&#8217;integrazione applicativa in piattaforma (WP5).<\/p><\/section><\/section><\/article>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7e90325 e-con-full elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-child\" data-id=\"7e90325\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-21ca9de elementor-widget elementor-widget-spacer\" data-id=\"21ca9de\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a36b21f elementor-widget elementor-widget-heading\" data-id=\"a36b21f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Materiali<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bd6253d e-con-full e-flex e-con e-child\" data-id=\"bd6253d\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-713fe79 elementor-view-framed elementor-shape-rounded elementor-widget elementor-widget-icon\" data-id=\"713fe79\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-file-text-icon lucide-file-text\"><path d=\"M6 22a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h8a2.4 2.4 0 0 1 1.704.706l3.588 3.588A2.4 2.4 0 0 1 20 8v12a2 2 0 0 1-2 2z\"><\/path><path d=\"M14 2v5a1 1 0 0 0 1 1h5\"><\/path><path d=\"M10 9H8\"><\/path><path d=\"M16 13H8\"><\/path><path d=\"M16 17H8\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-20a055d e-con-full e-flex e-con e-child\" data-id=\"20a055d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d02a110 elementor-widget elementor-widget-heading\" data-id=\"d02a110\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Modelli predittivi<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d151d84 elementor-widget elementor-widget-heading\" data-id=\"d151d84\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">PDF<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f9a3eff elementor-view-framed elementor-shape-rounded elementor-hidden-mobile elementor-widget elementor-widget-icon\" data-id=\"f9a3eff\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-download-icon lucide-download\"><path d=\"M12 15V3\"><\/path><path d=\"M21 15v4a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2v-4\"><\/path><path d=\"m7 10 5 5 5-5\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-15c8360 elementor-widget elementor-widget-spacer\" data-id=\"15c8360\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4611b82 e-con-full e-flex e-con e-child\" data-id=\"4611b82\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a411e6 elementor-widget elementor-widget-heading\" data-id=\"4a411e6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Video<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23aebd0 elementor-widget elementor-widget-video\" data-id=\"23aebd0\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/jBUzqUqtfGY&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3493df elementor-widget elementor-widget-spacer\" data-id=\"a3493df\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d3d0946 e-con-full e-flex e-con e-child\" data-id=\"d3d0946\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b49f51b elementor-widget elementor-widget-table-of-contents\" data-id=\"b49f51b\" data-element_type=\"widget\" data-settings=\"{&quot;exclude_headings_by_selector&quot;:[],&quot;marker_view&quot;:&quot;bullets&quot;,&quot;icon&quot;:{&quot;value&quot;:&quot;&quot;,&quot;library&quot;:&quot;&quot;},&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_offset&quot;:150,&quot;sticky_anchor_link_offset&quot;:150,&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;,&quot;h4&quot;,&quot;h5&quot;,&quot;h6&quot;],&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_effects_offset&quot;:0}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h3 class=\"elementor-toc__header-title\">\n\t\t\t\tIndice\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__b49f51b\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\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>Il Work Package 1 (WP1), coordinato dall&#8217;Universit\u00e0 degli Studi di Cassino e del Lazio Meridionale, rappresenta il fondamento scientifico e metodologico del progetto VitalSpace.<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":246,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-147","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.vitalspace.it\/index.php\/wp-json\/wp\/v2\/pages\/147","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.vitalspace.it\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.vitalspace.it\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.vitalspace.it\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.vitalspace.it\/index.php\/wp-json\/wp\/v2\/comments?post=147"}],"version-history":[{"count":34,"href":"https:\/\/www.vitalspace.it\/index.php\/wp-json\/wp\/v2\/pages\/147\/revisions"}],"predecessor-version":[{"id":388,"href":"https:\/\/www.vitalspace.it\/index.php\/wp-json\/wp\/v2\/pages\/147\/revisions\/388"}],"up":[{"embeddable":true,"href":"https:\/\/www.vitalspace.it\/index.php\/wp-json\/wp\/v2\/pages\/246"}],"wp:attachment":[{"href":"https:\/\/www.vitalspace.it\/index.php\/wp-json\/wp\/v2\/media?parent=147"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}