{"id":17249,"date":"2022-05-02T14:37:17","date_gmt":"2022-05-02T14:37:17","guid":{"rendered":"https:\/\/cit.upc.edu\/portfolio-item\/hospitales-40-con-una-gestion-mas-efectiva-gracias-a-algoritmos-machine-learning\/"},"modified":"2025-06-20T07:59:59","modified_gmt":"2025-06-20T07:59:59","slug":"hospitals-40-amb-una-gestio-mes-efectiva-gracies-a-algorismes-de-machine-learning","status":"publish","type":"portfolio","link":"https:\/\/cit.upc.edu\/ca\/portfolio-item\/hospitals-40-amb-una-gestio-mes-efectiva-gracies-a-algorismes-de-machine-learning\/","title":{"rendered":"Hospitals 4.0 amb una gesti\u00f3 m\u00e9s efectiva gr\u00e0cies a algorismes de machine learning"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">02\/05\/2021<br>Project Header<br>right<br>right<br>no-repeat;left top;;<br>auto<br>20px<br><br><h4>Un bess\u00f3 digital que permetr\u00e0 anticipar-se i optimitzar recursos<\/h4><br>Project Header<br>no-repeat;left top;;<br>auto<br>20px<br><br>El projecte Hospitals 4.0 \u2013 Machine learning per a una gesti\u00f3 m\u00e9s efectiva, en el qual participa el <a target=\"_blank\" target=\"_blank\" href=\"https:\/\/mcia.upc.edu\/es\">Grup de Recerca Accionaments El\u00e8ctrics i Aplicacions Industrials (MCIA)<\/a> de la <a target=\"_blank\" target=\"_blank\" href=\"https:\/\/www.upc.edu\/es\">Universitat Polit\u00e8cnica de Catalunya \u00b7 BarcelonaTech (UPC)<\/a>, t\u00e9 com a principal objectiu la construcci\u00f3 d\\&#8217;un digital twin que permeti monitorar, visualitzar i gestionar l\\&#8217;estat de manteniment dels equipaments hospitalaris.\r<br>Aquest \\\u00bbbess\u00f3 digital\\\u00bb representa amb exactitud l\\&#8217;actuaci\u00f3 d\\&#8217;un entorn hospitalari real en un escenari simulat. La simulaci\u00f3 permet a l\\&#8217;equip de gesti\u00f3 preparar-se davant possibles situacions reals i anticipar-se a actuacions futures mitjan\u00e7ant la recopilaci\u00f3 de dades d\\&#8217;utilitzaci\u00f3 i desgast dels sistemes.\r<br>Mitjan\u00e7ant l\\&#8217;optimitzaci\u00f3 de la disponibilitat de recursos, i del manteniment d\\&#8217;aquests dins de l\\&#8217;entorn hospitalari, es garanteix la disponibilitat dels equips m\u00e8dics quan s\u00f3n necessaris. L\\&#8217;anticipaci\u00f3 evitar\u00e0 l\\&#8217;escassetat d\\&#8217;aquests o possibles problemes amb temps suficient per a poder buscar i comen\u00e7ar a activar solucions.<br>Main Text<br>no-repeat;left top;;<br>auto<br><br><br><img decoding=\"async\" src=\"https:\/\/cit.upc.edu\/wp-content\/uploads\/2022\/05\/smartech-cluster-hospital-4-0.png\" alt=\"smartech-cluster-hospital-4-0\" \/><br>large<br>center<br><br><br><h4>Pilot sobre una instal\u00b7laci\u00f3 real ja en marxa<\/h4><br>Project Header<br>no-repeat;left top;;<br>auto<br>20px<br><br>Hospitals 4.0 \u00e9s un projecte de curta durada (aproximadament entre 9 i 10 mesos) i actualment es troba en la fase de recol\u00b7lecci\u00f3 de dades de l\\&#8217;<a target=\"_blank\" target=\"_blank\" href=\"https:\/\/cst.cat\/\">Hospital de Terrassa<\/a>. A m\u00e9s, s\\&#8217;estan realitzant els primers dissenys BIM (Building Information Modeling) de la zona que es pret\u00e9n monitorar.\r<br>Sota aquest pilot es podran validar la concordan\u00e7a i la funcionalitat de les diverses tecnologies habilitadores dins de la Ind\u00fastria 4.0 que fan possible aquest projecte, entre elles la simulaci\u00f3 de sistemes, els bessons digitals, el machine learning, la intel\u00b7lig\u00e8ncia artificial, la internet de les coses (IoT) i la interconnexi\u00f3 de sistemes.\r<br>Com a seg\u00fcent pas es comen\u00e7ar\u00e0 a dissenyar la part \\\u00bbl\u00f2gica\\\u00bb del simulador d\\&#8217;\u00fas de les instal\u00b7lacions. En aquest punt, MCIA es responsabilitza de la creaci\u00f3 de l\\&#8217;algorisme de machine learning que, juntament amb el disseny dels fluxos de dades del simulador que est\u00e0 desenvolupant CT Solutions Group i la base de dades amb els hist\u00f2rics cl\u00ednics, permetr\u00e0 un sistema de gesti\u00f3 d\\&#8217;equips predictiu i correctiu.<br>Main Text<br>no-repeat;left top;;<br>auto<br><br><br><img decoding=\"async\" src=\"https:\/\/cit.upc.edu\/wp-content\/uploads\/2022\/05\/diagrama-desarrollo-proyecto-hospitales-40.png\" alt=\"diagrama-desarrollo-proyecto-hospitales-40\" \/><br>large<br>center<br><br><br><h4>Quins avantatges tindran els hospitals o centres de salut que comptin amb aquesta soluci\u00f3?<\/h4><br>Project Header<br>no-repeat;left top;;<br>auto<br>20px<br><br>\r<br>\tReduir els costos millorant l\\&#8217;efici\u00e8ncia de l\\&#8217;\u00fas d\\&#8217;equips de l\\&#8217;hospital. Gr\u00e0cies al manteniment predictiu es podran anticipar imprevistos i, amb aix\u00f2, despeses no desitjades. Tamb\u00e9 seran capa\u00e7os de buscar el rendiment \u00f2ptim d\\&#8217;aquests.\r<br>\tMillorar les operacions. L\\&#8217;anticipaci\u00f3 dels possibles errors facilitar\u00e0 el disseny i gesti\u00f3 del calendari de manteniments preventius, i minimitzar\u00e0 els retards en les operacions peri\u00f2diques ocasionats per les incid\u00e8ncies que requereixin soluci\u00f3 urgent.\r<br>\tMillorar la sostenibilitat i medi ambient. Gr\u00e0cies a la millora del consum energ\u00e8tic dels sistemes implicats en l\\&#8217;operativa de l\\&#8217;hospital, s\\&#8217;estar\u00e0 contribuint conseq\u00fcentment a la millora del medi ambient i la sostenibilitat.\r<br>\tMitigar els riscos. Permet executar simulacions que ajudaran a determinar i optimitzar l\\&#8217;operaci\u00f3 de la instal\u00b7laci\u00f3 i el seu \u00fas, aix\u00ed com determinar si el manteniment preventiu establert \u00e9s el correcte.\r<br>\tComprendre les interaccions del sistema. Els bessons digitals de diferents sistemes es poden combinar per a preveure com es relacionen entre si. Aquesta funci\u00f3 \u00e9s molt \u00fatil en el cas de productes i serveis que procedeixen de diferents prove\u00efdors.\r<br>\t\tAfinar la predicci\u00f3. El model de machine learning recopila totes les dades necess\u00e0ries per a crear algorismes predictius. Aquests sistemes d\\&#8217;intel\u00b7lig\u00e8ncia artificial permeten prevenir fallades i millorar el funcionament dels sistemes.\r<br>\t\tMillorar la capacitat d\\&#8217;atenci\u00f3 al pacient. La incorporaci\u00f3 d\\&#8217;algorismes de machine learning a la gesti\u00f3 de manteniment permetr\u00e0 disposar d\\&#8217;un mecanisme de predicci\u00f3 de fallades, possibilitant la programaci\u00f3 d\\&#8217;accions addicionals per a evitar la indisponibilitat dels equips. Al seu torn, l\\&#8217;increment de la disponibilitat dels equips m\u00e8dics permetr\u00e0 millorar la capacitat i qualitat d\\&#8217;atenci\u00f3 al pacient.\r<br>\t\tPredir les necessitats de personal i recursos addicionals. Mitjan\u00e7ant el simulador d\\&#8217;operaci\u00f3 de la instal\u00b7laci\u00f3, es podr\u00e0 predir i determinar el n\u00famero de personal requerit davant diverses situacions, tamb\u00e9 si hi haur\u00e0 equips suficients, i fins i tot anticipar-se a la falta d\\&#8217;uns certs medicaments.\r<br><br>Main Text<br>no-repeat;left top;;<br>auto<br><br><h4>Membres del projecte i suport estatal<\/h4><br>Project Header<br>no-repeat;left top;;<br>auto<br>20px<br><br>El projecte est\u00e0 finan\u00e7at mitjan\u00e7ant la l\u00ednia d\\&#8217;ajudes de suport a les <a target=\"_blank\" target=\"_blank\" href=\"https:\/\/www.mincotur.gob.es\/portalayudas\/agrupacionesempresariales\/Paginas\/Index.aspx\">Agrupacions Empresarials Innovadores (AEI)<\/a> del <a target=\"_blank\" target=\"_blank\" href=\"https:\/\/www.mincotur.gob.es\/es-es\/Paginas\/index.aspx\">Ministeri d\\&#8217;Ind\u00fastria, Comer\u00e7 i Turisme<\/a> amb un import de 32.351 euros. El seu lideratge recau en el cl\u00faster <a target=\"_blank\" target=\"_blank\" href=\"https:\/\/smartechcluster.org\/es\/\">Smartech Cluster<\/a>  i compta amb la participaci\u00f3 de l\\&#8217;<a target=\"_blank\" target=\"_blank\" href=\"https:\/\/www.wemindcluster.com\/\">Associaci\u00f3 Cl\u00faster Salut Mental de Catalunya<\/a>, <a target=\"_blank\" target=\"_blank\" href=\"https:\/\/mcia.upc.edu\/es\">MCIA UPC<\/a>, <a target=\"_blank\" target=\"_blank\" href=\"https:\/\/bim6d.eu\/\">BIM6D<\/a>, <a target=\"_blank\" target=\"_blank\" href=\"https:\/\/ccfundacions.cat\/directori-de-fundacions\/joan-costa-roma\/\">Fundaci\u00f3 Joan Costa Roma<\/a> i <a target=\"_blank\" target=\"_blank\" href=\"https:\/\/cadtech.es\/\">Cadtech Ib\u00e9rica<\/a>.<br>Main Text<br>no-repeat;left top;;<br>auto<br><br><br><img decoding=\"async\" src=\"https:\/\/cit.upc.edu\/wp-content\/uploads\/2022\/05\/logos.png\" alt=\"logos\" \/><br>large<br>center<br><br><h5>Tecnologia<\/h5>\r<br><a target=\"_blank\" target=\"_blank\" href=\"\/es\/tic\/\">TIC<\/a>\r<br><a target=\"_blank\" target=\"_blank\" href=\"\/ca\/salut\/\">Salut<\/a><br>Tecnolog\u00eda<br>no-repeat;left top;;<br>auto<br>0px<br><br>25<br><br><h5>Sector<\/h5>\r<br><a target=\"_blank\" target=\"_blank\" href=\"\/es\/sector-salud\/\">Sector Salut<\/a><br>Sector<br>no-repeat;left top;;<br>auto<br>0px<br><br>25<br><br><h5>Tema<\/h5>\r<br><a target=\"_blank\" target=\"_blank\" href=\"\/es\/inteligencia-artificial\/\">Intel\u00b7lig\u00e8ncia Artificial<\/a>\r<br><a target=\"_blank\" target=\"_blank\" href=\"\/ca\/internet-of-things-2\/\">Internet of Things<\/a>\r<br><a target=\"_blank\" target=\"_blank\" href=\"\/ca\/smart-city\/\">Smart City<\/a><br>Tema<br>no-repeat;left top;;<br>auto<br>30px<br><br>40<br><br><h5>Vols saber m\u00e9s?<\/h5><br>Contact Button<br>no-repeat;left top;;<br>auto<br>0px<br><br><hr class=\"no_line\" style=\"margin: 0 auto 0px auto\"\/>\n\r<br><a class=\"button  button_size_2\" href=\"\"         title=\"\"><span class=\"button_label\">Button<\/span><\/a>\n\r<br>\r<br><hr class=\"no_line\" style=\"margin: 0 auto 0px auto\"\/>\n\r<br><a class=\"button  button_size_2\" href=\"\"         title=\"\"><span class=\"button_label\">Button<\/span><\/a>\n<br>no-repeat;left top;;<br>auto<br><br>50<br><br><h4>Proyectos Relacionados<\/h4><br>Proyectos Relacionados<br>no-repeat;left top;;<br>auto<br><br>4<br>grid<br>4<br>tecnologias-de-las-tic-ca<br>date<br>DESC<br>17249<br><br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>El projecte Hospitals 4.0 \u2013 Machine learning per a una gesti\u00f3 m\u00e9s efectiva, en el qual participa el Grup MCIA de la Universitat Polit\u00e8cnica de Catalunya, t\u00e9 com a principal objectiu la construcci\u00f3 d&#8217;un digital twin que permetr\u00e0 un sistema de gesti\u00f3 d&#8217;equips predictiu i correctiu.<\/p>\n","protected":false},"author":5,"featured_media":17241,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","meta":[],"portfolio-types":[408,908,153,221],"class_list":["post-17249","portfolio","type-portfolio","status-publish","has-post-thumbnail","hentry","portfolio-types-salut","portfolio-types-sc-ca","portfolio-types-tecnologias-de-la-salud-ca","portfolio-types-tecnologias-de-las-tic-ca"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - 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