{"id":33983,"date":"2025-09-08T09:43:00","date_gmt":"2025-09-08T07:43:00","guid":{"rendered":"https:\/\/www.codemotion.com\/magazine\/?p=33983"},"modified":"2025-09-08T14:29:43","modified_gmt":"2025-09-08T12:29:43","slug":"hitachi-codemotion-machine-learning","status":"publish","type":"post","link":"https:\/\/www.codemotion.com\/magazine\/it\/intelligenza-artificiale\/machine-learning-it\/hitachi-codemotion-machine-learning\/","title":{"rendered":"Quando l&#8217;AI sale a bordo: Sistemi mission-critical tra safety e machine learning"},"content":{"rendered":"\n<p>Alla <strong>Codemotion Milano 2025<\/strong>, Marina Ceccherini e Pasquale Cirillo di <strong>Hitachi Rail<\/strong> ci porteranno nel cuore dei sistemi ferroviari, mostrando come safety e AI possano coesistere in un settore dove l\u2019errore non \u00e8 un\u2019opzione, nel talk <em>\u201cL\u2019evoluzione del software ferroviario distribuito: dai sistemi safety all\u2019AI per la predictive maintenance\u201d<\/em>.<\/p>\n\n\n\n<p>Hai mai pensato che dietro ogni treno in movimento si nasconde un software che decide quando aprire una porta, attivare un freno, diagnosticare un guasto o gestire il consumo energetico?<\/p>\n\n\n\n<p>Nel mondo dei trasporti ferroviari, il software \u00e8 il cuore nascosto che garantisce sicurezza, efficienza e affidabilit\u00e0. Treni ad alta velocit\u00e0, metropolitane e veicoli leggeri dipendono da architetture digitali complesse, responsabili del coordinamento, controllo e monitoraggio continuo di tutti gli impianti.&nbsp;<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-un-treno-un-sistema-distribuito-ad-alta-complessita\"><strong>Un treno = un sistema distribuito ad alta complessit\u00e0<\/strong><\/h2>\n\n\n\n<p>Un veicolo ferroviario moderno pu\u00f2 essere visto come un sistema distribuito: centinaia di unit\u00e0 elettroniche comunicano su una rete Ethernet di bordo. Ogni nodo esegue algoritmi in tempo reale per:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>controllo trazione e frenatura,<br><\/li>\n\n\n\n<li>gestione degli impianti safety e non-safety relevant,<br><\/li>\n\n\n\n<li>diagnostica e telediagnostica,<br><\/li>\n\n\n\n<li>manutenzione condition-based (CBM),<br><\/li>\n\n\n\n<li>gestione degli I\/O di veicolo (attuatori, comandi e sensori).<br><\/li>\n<\/ul>\n\n\n\n<p>Questi sistemi si basano su protocolli come <strong>TRDP (Train Real-time Data Protocol)<\/strong>, che garantisce comunicazioni deterministiche a bassa latenza, e <strong>SDTv2<\/strong>, per connessioni sicure e certificate in ottica safety.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-uno-sviluppo-rigoroso-ma-aperto-all-innovazione\"><strong>Uno sviluppo rigoroso ma aperto all\u2019innovazione<\/strong><\/h2>\n\n\n\n<p>Progettare software ferroviario significa coniugare innovazione tecnologica e rispetto di norme rigorose.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lo sviluppo segue il <strong>modello a V secondo la EN50716<\/strong>, che definisce processi e certificazioni.<br><\/li>\n\n\n\n<li>Ogni componente \u00e8 progettato in conformit\u00e0 ai livelli SIL e agli standard di cybersecurity (IEC 62443).<br><\/li>\n\n\n\n<li>Gli strumenti moderni abilitano agilit\u00e0 e innovazione:<br>\n<ul class=\"wp-block-list\">\n<li><strong>CI\/CD con Jenkins<\/strong>,<br><\/li>\n\n\n\n<li><strong>Robot Framework<\/strong> per test automatici,<br><\/li>\n\n\n\n<li><strong>MATLAB\/Simulink\/Stateflow<\/strong> per simulazioni, generazione automatica del codice e test di unit\u00e0,<br><\/li>\n\n\n\n<li><strong>Doxygen<\/strong> per la documentazione,<br><\/li>\n\n\n\n<li><strong>wxPython<\/strong> per prototipazione rapida,<br><\/li>\n\n\n\n<li><strong>Proxmox<\/strong> per la virtualizzazione,<br><\/li>\n\n\n\n<li><strong>CivetWeb<\/strong> per servizi web embedded.<br><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-l-intelligenza-artificiale-per-la-manutenzione-predittiva\"><strong>L\u2019intelligenza artificiale per la manutenzione predittiva<\/strong><\/h2>\n\n\n\n<p>Oltre ai sistemi di bordo come il <strong>TCMS (Train Control and Monitoring System)<\/strong>, Hitachi Rail ha sviluppato <strong>HMAX<\/strong>, una piattaforma digitale che rivoluziona la manutenzione ferroviaria.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>HMAX integra i dati provenienti da veicoli, infrastrutture e stazioni.<br><\/li>\n\n\n\n<li>Algoritmi di AI analizzano asset cruciali (ruote, pantografi, scambi\u2026) per individuare anomalie prima che si trasformino in guasti.<br><\/li>\n\n\n\n<li>L\u2019obiettivo: <strong>ridurre i costi, aumentare l\u2019efficienza e migliorare la disponibilit\u00e0 dei sistemi<\/strong>.<br><\/li>\n<\/ul>\n\n\n\n<p>Grazie a un\u2019architettura flessibile, HMAX pu\u00f2 funzionare sia su hardware tradizionale sia in cloud, adattandosi a scenari diversi e integrandosi con processi esistenti.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-perche-partecipare-a-questo-talk\"><strong>Perch\u00e9 partecipare a questo talk<\/strong><\/h2>\n\n\n\n<p>Questa sessione \u00e8 pensata per <strong>sviluppatori, system engineer e ingegneri software<\/strong> curiosi di scoprire come le pratiche che usano ogni giorno (CI\/CD, test automatici, DevOps, scripting) trovino applicazione in contesti embedded e mission-critical.<\/p>\n\n\n\n<p>Chi parteciper\u00e0 avr\u00e0 l\u2019occasione di capire cosa significhi scrivere codice che comanda impianti fisici reali, funziona a 300 km\/h e deve essere sempre affidabile.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusione\"><strong>Conclusione<\/strong><\/h2>\n\n\n\n<p>Il talk di <strong>Marina Ceccherini<\/strong> e <strong>Pasquale Cirillo<\/strong> a <strong>Codemotion Milan 2025<\/strong> non \u00e8 solo un approfondimento tecnico, ma un\u2019occasione per toccare con mano come safety e AI possano convivere nel settore ferroviario.<\/p>\n\n\n\n<p>\ud83d\udc49 <strong>Non perderti questa talk a <\/strong><a href=\"https:\/\/conferences.codemotion.com\/milan2025\/\"><strong>Codemotion Milan 2025<\/strong><\/a><strong>: un appuntamento imperdibile per scoprire come ogni bit possa fare la differenza nel futuro del software ferroviario.<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Alla Codemotion Milano 2025, Marina Ceccherini e Pasquale Cirillo di Hitachi Rail ci porteranno nel cuore dei sistemi ferroviari, mostrando come safety e AI possano coesistere in un settore dove l\u2019errore non \u00e8 un\u2019opzione, nel talk \u201cL\u2019evoluzione del software ferroviario distribuito: dai sistemi safety all\u2019AI per la predictive maintenance\u201d. Hai mai pensato che dietro ogni&#8230; <a class=\"more-link\" href=\"https:\/\/www.codemotion.com\/magazine\/it\/intelligenza-artificiale\/machine-learning-it\/hitachi-codemotion-machine-learning\/\">Read more<\/a><\/p>\n","protected":false},"author":64,"featured_media":33984,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","_uag_custom_page_level_css":"","_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[10277],"tags":[13534,13537],"collections":[11549],"class_list":{"0":"post-33983","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-machine-learning-it","8":"tag-hitachi-rail-it","9":"tag-mission-critical-it","10":"collections-il-meglio-della-settimana","11":"entry"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO v26.9) - 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