{"id":392635,"date":"2026-03-24T17:07:18","date_gmt":"2026-03-24T07:07:18","guid":{"rendered":"https:\/\/www.railfreight.com\/?p=70189"},"modified":"2026-03-24T17:07:18","modified_gmt":"2026-03-24T07:07:18","slug":"db-cargo-to-use-ai-to-improve-locomotive-spare-parts-forecasting","status":"publish","type":"post","link":"https:\/\/www.vibewire.com.au\/?p=392635","title":{"rendered":"DB Cargo to use AI to improve locomotive spare parts forecasting"},"content":{"rendered":"<p><strong>DB Cargo has implemented an AI-supported system to improve the provision of spare parts for locomotives. The initiative is taking place at the DB Cargo Railport Darmstadt, south of Frankfurt, and involves around 60 Class 77 diesel locomotives, according to the company.<\/strong><br \/>\n<span id=\"more-70189\"><\/span>The project has been called Spare Parts Forecasting 1.0. The choice of the Class 77 is tied to the fact that they were built in Canada, making the delivery a long process. \u201cTraditional forecasting methods reach their limits here because many parts are only needed irregularly\u201d, DB Cargo added.<\/p>\n<p>AI-supported forecasting introduces the concept of targeted availability, with easily available parts \u201cplanned more leanly\u201d and parts more expensive and difficult to get are &#8220;reliably secured\u201d. Moreover, the model provides information on mileage and maintenance levels creating the conditions for better forecasting.<\/p>\n<h2>The oil pump case<\/h2>\n<p>One example of how implementing this AI-supported model in Darmstadt has improved forecasting of spare parts is the case of oil pumps. \u201cWhile the old method did not identify any demand, the AI model predicted five units \u2013 actual consumption was six. With delivery times of around 500 days, this determines whether a vehicle is out of service or remains operational\u201d, DB Cargo explained.<\/p>\n<figure style=\"max-width: 100%; margin: 20px auto; border-radius: 6px; overflow: hidden; box-shadow: 0 2px 8px rgba(0, 0, 0, 0.1);\"><img fetchpriority=\"high\" decoding=\"async\" class=\"fluid alignnone\" style=\"width: 100%; height: auto; display: block;\" src=\"https:\/\/www.railfreight.com\/wp-content\/uploads\/2026\/03\/An-oil-pump-for-a-locomotive.jpeg\" alt=\"An oil pump for a locomotive\" width=\"960\" height=\"640\" \/><figcaption style=\"padding: 10px 15px; font-size: 14px; background: #f8f8f8; text-align: left; color: #555;\">An oil pump for a locomotive. Image: \u00a9 DB Cargo\/Tine Henze<\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>DB Cargo has implemented an AI-supported system to improve the provision of spare parts for locomotives. The initiative is taking place at the DB Cargo\u2026<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"categories":[213,5091,3827,471,47,48],"tags":[12634],"class_list":["post-392635","post","type-post","status-publish","format-standard","hentry","category-ai","category-artificial-intelligence","category-db-cargo","category-news","category-rail-news","category-technology","tag-railfreight"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO Pro 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"DB Cargo has implemented an AI-supported system to improve the provision of spare parts for locomotives. The initiative is taking place at the DB Cargo\u2026\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Marco Raimondi\"\/>\n\t<meta name=\"google-site-verification\" content=\"1EIWGZ5FoylKQrO3pqls-2hXlDXKIP1lffdWZCVV0V4\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.vibewire.com.au\/?p=392635\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO Pro (AIOSEO) 4.9.8\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"VibeWire Magazine - Your Alternate News Source for Transport, Politics, UFO, Paranormal, Anything\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"DB Cargo to use AI to improve locomotive spare parts forecasting - VibeWire Magazine\" \/>\n\t\t<meta property=\"og:description\" content=\"DB Cargo has implemented an AI-supported system to improve the provision of spare parts for locomotives. The initiative is taking place at the DB Cargo\u2026\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/www.vibewire.com.au\/?p=392635\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-03-24T07:07:18+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-03-24T07:07:18+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:site\" content=\"@VibewireCentral\" \/>\n\t\t<meta name=\"twitter:title\" content=\"DB Cargo to use AI to improve locomotive spare parts forecasting - VibeWire Magazine\" \/>\n\t\t<meta name=\"twitter:description\" content=\"DB Cargo has implemented an AI-supported system to improve the provision of spare parts for locomotives. The initiative is taking place at the DB Cargo\u2026\" \/>\n\t\t<meta name=\"twitter:creator\" content=\"@VibewireCentral\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635#blogposting\",\"name\":\"DB Cargo to use AI to improve locomotive spare parts forecasting - VibeWire Magazine\",\"headline\":\"DB Cargo to use AI to improve locomotive spare parts forecasting\",\"author\":{\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?author=9#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/www.railfreight.com\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/An-oil-pump-for-a-locomotive.jpeg\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635\\\/#articleImage\"},\"datePublished\":\"2026-03-24T17:07:18+10:00\",\"dateModified\":\"2026-03-24T17:07:18+10:00\",\"inLanguage\":\"en-AU\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635#webpage\"},\"articleSection\":\"AI, artificial intelligence, DB Cargo, News, Rail News, Technology, RailFreight\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.vibewire.com.au\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?cat=47#listItem\",\"name\":\"Rail News\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?cat=47#listItem\",\"position\":2,\"name\":\"Rail News\",\"item\":\"https:\\\/\\\/www.vibewire.com.au\\\/?cat=47\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635#listItem\",\"name\":\"DB Cargo to use AI to improve locomotive spare parts forecasting\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635#listItem\",\"position\":3,\"name\":\"DB Cargo to use AI to improve locomotive spare parts forecasting\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?cat=47#listItem\",\"name\":\"Rail News\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/#organization\",\"name\":\"VibreWire Online\",\"description\":\"Your Alternate News Source for Transport, Politics, UFO, Paranormal, Anything\",\"url\":\"https:\\\/\\\/www.vibewire.com.au\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/www.vibewire.com.au\\\/wp-content\\\/uploads\\\/2024\\\/02\\\/Screenshot-2024-01-07-at-2.32.21\\u202fpm.png\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635\\\/#organizationLogo\",\"width\":1028,\"height\":930},\"image\":{\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635\\\/#organizationLogo\"},\"sameAs\":[\"https:\\\/\\\/twitter.com\\\/VibewireCentral\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?author=9#author\",\"url\":\"https:\\\/\\\/www.vibewire.com.au\\\/?author=9\",\"name\":\"Marco Raimondi\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635#authorImage\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/fc241b4d8352e3e7ca08ec32c4ebd712ae862e0499265d83515e97acb5510625?s=96&d=mm&r=g\",\"width\":96,\"height\":96,\"caption\":\"Marco Raimondi\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635#webpage\",\"url\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635\",\"name\":\"DB Cargo to use AI to improve locomotive spare parts forecasting - VibeWire Magazine\",\"description\":\"DB Cargo has implemented an AI-supported system to improve the provision of spare parts for locomotives. The initiative is taking place at the DB Cargo\\u2026\",\"inLanguage\":\"en-AU\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?p=392635#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?author=9#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/?author=9#author\"},\"datePublished\":\"2026-03-24T17:07:18+10:00\",\"dateModified\":\"2026-03-24T17:07:18+10:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/#website\",\"url\":\"https:\\\/\\\/www.vibewire.com.au\\\/\",\"name\":\"VibreWire Online\",\"description\":\"Your Alternate News Source for Transport, Politics, UFO, Paranormal, Anything\",\"inLanguage\":\"en-AU\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.vibewire.com.au\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO Pro -->\r\n\t\t<title>DB Cargo to use AI to improve locomotive spare parts forecasting - VibeWire Magazine<\/title>\n\n","aioseo_head_json":{"title":"DB Cargo to use AI to improve locomotive spare parts forecasting - VibeWire Magazine","description":"DB Cargo has implemented an AI-supported system to improve the provision of spare parts for locomotives. The initiative is taking place at the DB Cargo\u2026","canonical_url":"https:\/\/www.vibewire.com.au\/?p=392635","robots":"max-image-preview:large","keywords":"","webmasterTools":{"google-site-verification":"1EIWGZ5FoylKQrO3pqls-2hXlDXKIP1lffdWZCVV0V4","miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/www.vibewire.com.au\/?p=392635#blogposting","name":"DB Cargo to use AI to improve locomotive spare parts forecasting - VibeWire Magazine","headline":"DB Cargo to use AI to improve locomotive spare parts forecasting","author":{"@id":"https:\/\/www.vibewire.com.au\/?author=9#author"},"publisher":{"@id":"https:\/\/www.vibewire.com.au\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/www.railfreight.com\/wp-content\/uploads\/2026\/03\/An-oil-pump-for-a-locomotive.jpeg","@id":"https:\/\/www.vibewire.com.au\/?p=392635\/#articleImage"},"datePublished":"2026-03-24T17:07:18+10:00","dateModified":"2026-03-24T17:07:18+10:00","inLanguage":"en-AU","mainEntityOfPage":{"@id":"https:\/\/www.vibewire.com.au\/?p=392635#webpage"},"isPartOf":{"@id":"https:\/\/www.vibewire.com.au\/?p=392635#webpage"},"articleSection":"AI, artificial intelligence, DB Cargo, News, Rail News, Technology, RailFreight"},{"@type":"BreadcrumbList","@id":"https:\/\/www.vibewire.com.au\/?p=392635#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/www.vibewire.com.au#listItem","position":1,"name":"Home","item":"https:\/\/www.vibewire.com.au","nextItem":{"@type":"ListItem","@id":"https:\/\/www.vibewire.com.au\/?cat=47#listItem","name":"Rail News"}},{"@type":"ListItem","@id":"https:\/\/www.vibewire.com.au\/?cat=47#listItem","position":2,"name":"Rail News","item":"https:\/\/www.vibewire.com.au\/?cat=47","nextItem":{"@type":"ListItem","@id":"https:\/\/www.vibewire.com.au\/?p=392635#listItem","name":"DB Cargo to use AI to improve locomotive spare parts forecasting"},"previousItem":{"@type":"ListItem","@id":"https:\/\/www.vibewire.com.au#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/www.vibewire.com.au\/?p=392635#listItem","position":3,"name":"DB Cargo to use AI to improve locomotive spare parts forecasting","previousItem":{"@type":"ListItem","@id":"https:\/\/www.vibewire.com.au\/?cat=47#listItem","name":"Rail News"}}]},{"@type":"Organization","@id":"https:\/\/www.vibewire.com.au\/#organization","name":"VibreWire Online","description":"Your Alternate News Source for Transport, Politics, UFO, Paranormal, Anything","url":"https:\/\/www.vibewire.com.au\/","logo":{"@type":"ImageObject","url":"https:\/\/www.vibewire.com.au\/wp-content\/uploads\/2024\/02\/Screenshot-2024-01-07-at-2.32.21\u202fpm.png","@id":"https:\/\/www.vibewire.com.au\/?p=392635\/#organizationLogo","width":1028,"height":930},"image":{"@id":"https:\/\/www.vibewire.com.au\/?p=392635\/#organizationLogo"},"sameAs":["https:\/\/twitter.com\/VibewireCentral"]},{"@type":"Person","@id":"https:\/\/www.vibewire.com.au\/?author=9#author","url":"https:\/\/www.vibewire.com.au\/?author=9","name":"Marco Raimondi","image":{"@type":"ImageObject","@id":"https:\/\/www.vibewire.com.au\/?p=392635#authorImage","url":"https:\/\/secure.gravatar.com\/avatar\/fc241b4d8352e3e7ca08ec32c4ebd712ae862e0499265d83515e97acb5510625?s=96&d=mm&r=g","width":96,"height":96,"caption":"Marco Raimondi"}},{"@type":"WebPage","@id":"https:\/\/www.vibewire.com.au\/?p=392635#webpage","url":"https:\/\/www.vibewire.com.au\/?p=392635","name":"DB Cargo to use AI to improve locomotive spare parts forecasting - VibeWire Magazine","description":"DB Cargo has implemented an AI-supported system to improve the provision of spare parts for locomotives. The initiative is taking place at the DB Cargo\u2026","inLanguage":"en-AU","isPartOf":{"@id":"https:\/\/www.vibewire.com.au\/#website"},"breadcrumb":{"@id":"https:\/\/www.vibewire.com.au\/?p=392635#breadcrumblist"},"author":{"@id":"https:\/\/www.vibewire.com.au\/?author=9#author"},"creator":{"@id":"https:\/\/www.vibewire.com.au\/?author=9#author"},"datePublished":"2026-03-24T17:07:18+10:00","dateModified":"2026-03-24T17:07:18+10:00"},{"@type":"WebSite","@id":"https:\/\/www.vibewire.com.au\/#website","url":"https:\/\/www.vibewire.com.au\/","name":"VibreWire Online","description":"Your Alternate News Source for Transport, Politics, UFO, Paranormal, Anything","inLanguage":"en-AU","publisher":{"@id":"https:\/\/www.vibewire.com.au\/#organization"}}]},"og:locale":"en_US","og:site_name":"VibeWire Magazine - Your Alternate News Source for Transport, Politics, UFO, Paranormal, Anything","og:type":"article","og:title":"DB Cargo to use AI to improve locomotive spare parts forecasting - VibeWire Magazine","og:description":"DB Cargo has implemented an AI-supported system to improve the provision of spare parts for locomotives. The initiative is taking place at the DB Cargo\u2026","og:url":"https:\/\/www.vibewire.com.au\/?p=392635","article:published_time":"2026-03-24T07:07:18+00:00","article:modified_time":"2026-03-24T07:07:18+00:00","twitter:card":"summary_large_image","twitter:site":"@VibewireCentral","twitter:title":"DB Cargo to use AI to improve locomotive spare parts forecasting - VibeWire Magazine","twitter:description":"DB Cargo has implemented an AI-supported system to improve the provision of spare parts for locomotives. The initiative is taking place at the DB Cargo\u2026","twitter:creator":"@VibewireCentral"},"aioseo_meta_data":{"post_id":"392635","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":"2026-03-24 07:48:32","breadcrumb_settings":null,"limit_modified_date":false,"open_ai":null,"ai":null,"created":"2026-03-24 07:48:10","updated":"2026-03-24 07:48:32"},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t<a href=\"https:\/\/www.vibewire.com.au\" title=\"Home\">Home<\/a>\n<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t<a href=\"https:\/\/www.vibewire.com.au\/?cat=47\" title=\"Rail News\">Rail News<\/a>\n<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\tDB Cargo to use AI to improve locomotive spare parts forecasting\n<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/www.vibewire.com.au"},{"label":"Rail News","link":"https:\/\/www.vibewire.com.au\/?cat=47"},{"label":"DB Cargo to use AI to improve locomotive spare parts forecasting","link":"https:\/\/www.vibewire.com.au\/?p=392635"}],"_links":{"self":[{"href":"https:\/\/www.vibewire.com.au\/index.php?rest_route=\/wp\/v2\/posts\/392635","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.vibewire.com.au\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.vibewire.com.au\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.vibewire.com.au\/index.php?rest_route=\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/www.vibewire.com.au\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=392635"}],"version-history":[{"count":2,"href":"https:\/\/www.vibewire.com.au\/index.php?rest_route=\/wp\/v2\/posts\/392635\/revisions"}],"predecessor-version":[{"id":392647,"href":"https:\/\/www.vibewire.com.au\/index.php?rest_route=\/wp\/v2\/posts\/392635\/revisions\/392647"}],"wp:attachment":[{"href":"https:\/\/www.vibewire.com.au\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=392635"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.vibewire.com.au\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=392635"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.vibewire.com.au\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=392635"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}