{"id":5084,"date":"2024-12-10T10:50:53","date_gmt":"2024-12-10T09:50:53","guid":{"rendered":"https:\/\/www.mosaicfactor.com\/projects\/disruptive\/"},"modified":"2025-10-15T11:04:08","modified_gmt":"2025-10-15T09:04:08","slug":"disruptive","status":"publish","type":"proyecto","link":"https:\/\/www.mosaicfactor.com\/ca\/projects\/disruptive\/","title":{"rendered":"Disruptive"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;section&#8221; _builder_version=&#8221;4.27.2&#8243; custom_margin=&#8221;0px||||false|false&#8221; custom_padding=&#8221;0px||||false|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row admin_label=&#8221;row&#8221; _builder_version=&#8221;4.27.2&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; width=&#8221;100%&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Model de detecci\u00f3 i classificaci\u00f3 de <em>disrupcions<\/em>.<\/p>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; custom_margin=&#8221;||0em||false|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Client<\/h2>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row admin_label=&#8221;row&#8221; _builder_version=&#8221;4.27.2&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; width=&#8221;100%&#8221; custom_padding=&#8221;0px||||false|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Finan\u00e7at pel Govern d\u2019Espanya<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row module_id=&#8221;fila-clientes&#8221; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; width=&#8221;100%&#8221; custom_padding=&#8221;2em||2em||true|false&#8221; custom_css_free_form=&#8221;selector .et_pb_module{||  padding:0 1em;||  min-width:12%;||}&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; custom_css_main_element=&#8221;display:flex;||align-items:center;||flex-flow:wrap;;&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/www.mosaicfactor.com\/wp-content\/uploads\/2024\/10\/project-disruptive-logos-partners.webp&#8221; title_text=&#8221;project-disruptive-logos-partners&#8221; url_new_window=&#8221;on&#8221; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; width=&#8221;820px&#8221; max_width=&#8221;120px&#8221; custom_css_main_element=&#8221;max-width:fit-content;&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row admin_label=&#8221;row&#8221; _builder_version=&#8221;4.27.2&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; width=&#8221;100%&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; custom_margin=&#8221;||0em||false|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Partners<\/h2>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row module_id=&#8221;fila-clientes&#8221; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; width=&#8221;95%&#8221; custom_padding=&#8221;0em||0em||true|false&#8221; custom_css_free_form=&#8221;selector .et_pb_module{||  padding:0 1em;||  min-width:12%;||}&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; custom_css_main_element=&#8221;display:flex;||align-items:center;||align-content:center;||justify-content:center;||flex-flow:wrap;;&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/www.mosaicfactor.com\/wp-content\/uploads\/2024\/10\/logo-cluster-digital.svg&#8221; title_text=&#8221;logo-cluster-digital&#8221; url=&#8221;https:\/\/www.clusterdigital.cat\/&#8221; url_new_window=&#8221;on&#8221; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; width=&#8221;100px&#8221; max_width=&#8221;120px&#8221; min_height=&#8221;40px&#8221; custom_css_main_element=&#8221;max-width:fit-content;&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_image src=&#8221;https:\/\/www.mosaicfactor.com\/wp-content\/uploads\/2024\/10\/logo-gpa.svg&#8221; title_text=&#8221;logo-gpa&#8221; url=&#8221;https:\/\/dca.cat\/ca\/membre\/gestio-i-promocio-aeroportuaria-s-a-gpa\/&#8221; url_new_window=&#8221;on&#8221; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; width=&#8221;200px&#8221; max_width=&#8221;200px&#8221; min_height=&#8221;25px&#8221; custom_css_main_element=&#8221;max-width:fit-content;&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_image src=&#8221;https:\/\/www.mosaicfactor.com\/wp-content\/uploads\/2024\/10\/logoicil.svg&#8221; title_text=&#8221;logoicil&#8221; url=&#8221;https:\/\/icil.org\/&#8221; url_new_window=&#8221;on&#8221; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; width=&#8221;120px&#8221; max_width=&#8221;120px&#8221; min_height=&#8221;30px&#8221; custom_css_main_element=&#8221;max-width:fit-content;&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_image src=&#8221;https:\/\/www.mosaicfactor.com\/wp-content\/uploads\/2024\/10\/logo-oper-inter.svg&#8221; title_text=&#8221;logo-oper-inter&#8221; url=&#8221;http:\/\/www.operinter.com\/operinter_sedes_nacionales.asp&#8221; url_new_window=&#8221;on&#8221; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; width=&#8221;180px&#8221; max_width=&#8221;180px&#8221; min_height=&#8221;25px&#8221; custom_css_main_element=&#8221;max-width:fit-content;&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_image src=&#8221;https:\/\/www.mosaicfactor.com\/wp-content\/uploads\/2024\/10\/logo-alia.svg&#8221; title_text=&#8221;logo-alia&#8221; url=&#8221;https:\/\/aliaragon.es\/&#8221; url_new_window=&#8221;on&#8221; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; width=&#8221;180px&#8221; max_width=&#8221;180px&#8221; min_height=&#8221;30px&#8221; custom_margin=&#8221;-2em||||false|false&#8221; custom_css_main_element=&#8221;max-width:fit-content;&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row admin_label=&#8221;row&#8221; _builder_version=&#8221;4.27.2&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; width=&#8221;100%&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; custom_margin=&#8221;||1em||false|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>El problema<\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Les xarxes log\u00edstiques s\u00f3n altament vulnerables a disrupcions, la mida i el nombre de les quals augmenten progressivament tant a nivell local com global.<\/p>\n<p>Tot i els esfor\u00e7os recents per millorar la comprensi\u00f3 de les xarxes log\u00edstiques i dels seus possibles contratemps, aix\u00ed com els aven\u00e7os tecnol\u00f2gics i la digitalitzaci\u00f3 en aquest \u00e0mbit, continua existint la necessitat d\u2019un nou enfocament o m\u00e8tode per monitorar les xarxes log\u00edstiques capa\u00e7 d\u2019oferir una an\u00e0lisi m\u00e9s completa i exhaustiva.<\/p>\n<p>La nostra soluci\u00f3 havia de tenir en compte els diferents <strong>tipus de factors<\/strong> que poden afectar la log\u00edstica, incloent-hi:<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>Factors relacionats amb les operacions<\/li>\n<li>Patrons meteorol\u00f2gics<\/li>\n<li>Fen\u00f2mens naturals o condicions extremes<\/li>\n<li>Inestabilitat pol\u00edtica<\/li>\n<li>Inestabilitat dels mercats i altres<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>La soluci\u00f3 havia de ser prou <strong>escalable<\/strong> per cobrir xarxes log\u00edstiques senceres i incorporar tots els components principals d\u2019aquestes xarxes.<\/p>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; custom_margin=&#8221;||1em||false|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>La soluci\u00f3<\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>La soluci\u00f3 del projecte \u00e9s un sistema capa\u00e7 de recollir not\u00edcies, detectar i classificar disrupcions en les xarxes log\u00edstiques, incorporar tota aquesta informaci\u00f3 en un data lake i, finalment, visualitzar tant les not\u00edcies com les disrupcions identificades mitjan\u00e7ant diferents filtres segons les necessitats del client.<\/p>\n<p>L\u2019arquitectura general del sistema es mostra en la figura seg\u00fcent:<\/p>\n<p>[\/et_pb_text][et_pb_image src=&#8221;https:\/\/www.mosaicfactor.com\/wp-content\/uploads\/2024\/11\/project-disruptive-infografia-1.svg&#8221; title_text=&#8221;project-disruptive-infografia-1&#8243; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; max_width=&#8221;1000px&#8221; module_alignment=&#8221;center&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>El sistema est\u00e0 compost per diversos components interconnectats que treballen conjuntament per recopilar, processar i analitzar dades (not\u00edcies), de la manera seg\u00fcent:<\/p>\n<p><strong>Fonts de dades<\/strong>: S\u00f3n la base per a la generaci\u00f3 de disrupcions.<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>Bing News Search: Principal font de not\u00edcies durant la fase inicial.<\/li>\n<li>Rastreig web (scraping): Previst per a la segona fase, que permetr\u00e0 obtenir not\u00edcies d\u2019altres portals rellevants i aprofundir en la seva an\u00e0lisi.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>Sistema de disrupcions<\/strong>: Sistema principal encarregat d\u2019identificar, generar i classificar disrupcions a partir de les not\u00edcies obtingudes de les fonts de dades.<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>Recollida de dades: Les not\u00edcies es recopilen di\u00e0riament mitjan\u00e7ant l\u2019API de Bing News Search, tal com s\u2019explica a la secci\u00f3 anterior.<\/li>\n<li>Detecci\u00f3 de disrupcions: El model d\u2019intel\u00b7lig\u00e8ncia artificial ChatGPT analitza les not\u00edcies per detectar i catalogar disrupcions. Aquesta integraci\u00f3 tamb\u00e9 es realitza mitjan\u00e7ant una API.<\/li>\n<li>Fusi\u00f3 de dades: Integraci\u00f3 de noves disrupcions amb les registrades pr\u00e8viament per millorar la cohesi\u00f3 i la fiabilitat del sistema, ajudant l\u2019usuari final a tenir una visi\u00f3 i comprensi\u00f3 m\u00e9s \u00e0mplia.<\/li>\n<li>Identificaci\u00f3 d\u2019entitats: Identificaci\u00f3 d\u2019ubicacions, infraestructures i actors rellevants que poden ajudar a detectar quines disrupcions estan relacionades amb nodes o operadors d\u2019inter\u00e8s per al client final.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>Model d\u2019intel\u00b7lig\u00e8ncia artificial<\/strong>:<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>ChatGPT: Responsable de detectar disrupcions, classificar-les segons el seu tipus i tem\u00e0tiques associades, i vincular-les amb disrupcions pr\u00e8vies.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>Data Lake<\/strong>:<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>Base de dades: Repositori central per emmagatzemar dades abans i despr\u00e9s del processament. Inclou tant les not\u00edcies com les disrupcions generades.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>Frontend<\/strong>:<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>Retriever: Interf\u00edcie gr\u00e0fica que es connecta amb la base de dades a trav\u00e9s d\u2019una API i \u00e9s responsable de mostrar les disrupcions, les not\u00edcies relacionades i les entitats associades. Tamb\u00e9 permet ordenar i filtrar les not\u00edcies per tipus, dates de primera i \u00faltima detecci\u00f3, estat i per les diferents entitats vinculades a la disrupci\u00f3.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Data<\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>El data lake s\u2019ha dissenyat com un repositori per recopilar not\u00edcies digitals potencialment rellevants de qualsevol font, amb l\u2019objectiu de processar-les i analitzar-les per detectar disrupcions. Durant aquesta fase inicial, s\u2019ha utilitzat Bing News Search com a font de dades. A continuaci\u00f3 es mostren els diferents atributs que existeixen al data lake, diferenciant entre dades en brut \u2014\u00e9s a dir, les dades inicials obtingudes a trav\u00e9s de Bing News Search\u2014 i les dades processades pel model de detecci\u00f3 i classificaci\u00f3 de disrupcions.<\/p>\n<p>[\/et_pb_text][et_pb_image src=&#8221;https:\/\/www.mosaicfactor.com\/wp-content\/uploads\/2024\/11\/project-disruptive-infografia-2.svg&#8221; title_text=&#8221;project-disruptive-infografia-2&#8243; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; max_width=&#8221;1000px&#8221; module_alignment=&#8221;center&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Resultats<\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>La fase 2 d\u2019aquest projecte es presentar\u00e0 al Govern d\u2019Espanya. Aix\u00ed \u00e9s com es veu actualment la interf\u00edcie:<\/p>\n<p>[\/et_pb_text][et_pb_image src=&#8221;https:\/\/www.mosaicfactor.com\/wp-content\/uploads\/2024\/10\/project-disruptive-image-2.webp&#8221; title_text=&#8221;project-disruptive-image-2&#8243; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; max_width=&#8221;1000px&#8221; module_alignment=&#8221;center&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; text_font_size=&#8221;18px&#8221; text_line_height=&#8221;1.6em&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>El sistema de disrupcions es pot visualitzar en directe a trav\u00e9s d\u2019aquest enlla\u00e7: <a href=\"http:\/\/disruptive-retriever-fe-prod.apps.mosaicfactor.es\" target=\"_blank\" 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