{"id":9763,"date":"2024-10-10T13:19:45","date_gmt":"2024-10-10T10:19:45","guid":{"rendered":"https:\/\/aire-edih.eu\/?post_type=project&#038;p=9763"},"modified":"2025-11-03T13:46:19","modified_gmt":"2025-11-03T11:46:19","slug":"2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system","status":"publish","type":"project","link":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/","title":{"rendered":"2024: Testing of improving supply reliability at Saku Metall Allhanke Tehas through early warning system"},"content":{"rendered":"<p><span data-contrast=\"none\">Experimenting in Improving supply reliability at Saku Metall Allhanke Tehas AS through early warning system.<\/span><span data-ccp-props=\"{&quot;469777462&quot;:[1347],&quot;469777927&quot;:[0],&quot;469777928&quot;:[1]}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">In this demonstration project, we addressed a key challenge related to processing orders from our largest client. The main objective was to <\/span><b><span data-contrast=\"auto\">identify orders that require immediate attention to specific critical parts, materials, or purchased components<\/span><\/b><span data-contrast=\"auto\">\u2014as delays in their procurement and logistics could compromise supply reliability and disrupt production timelines.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">To solve this, a <\/span><b><span data-contrast=\"auto\">customized AI tool<\/span><\/b><span data-contrast=\"auto\"> that leverages the strengths of <\/span><b><span data-contrast=\"auto\">Association Rule Mining (ARM)<\/span><\/b><span data-contrast=\"auto\">, while being <\/span><b><span data-contrast=\"auto\">extensively tailored to the structure and complexity of the dataset provided by Saku Metall<\/span><\/b><span data-contrast=\"auto\"> was validated.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The AI tool integrates <\/span><b><span data-contrast=\"auto\">standard data mining metrics<\/span><\/b><span data-contrast=\"auto\">, such as <\/span><b><span data-contrast=\"auto\">Support<\/span><\/b><span data-contrast=\"auto\"> and <\/span><b><span data-contrast=\"auto\">Confidence<\/span><\/b><span data-contrast=\"auto\"> (commonly used in the Apriori algorithm), with a <\/span><b><span data-contrast=\"auto\">novel tokenization strategy<\/span><\/b><span data-contrast=\"auto\"> designed specifically for analyzing multi-level Bill of Materials (BOM). This approach enables the identification of <\/span><b><span data-contrast=\"auto\">rare purchases and unique behavioral patterns<\/span><\/b><span data-contrast=\"auto\"> within the BOM data.<\/span><\/p>\n<div  class='avia-button-wrap av-av_button-9945aa1942ef89539de4a3bb55b54805-wrap avia-button-left '><a href=\"https:\/\/github.com\/ai-robotics-estonia\/2024_Early_Warning_Supply_Reliability_Saku_Metall\" class=\"avia-button av-av_button-9945aa1942ef89539de4a3bb55b54805 avia-icon_select-no avia-size-small avia-position-left avia-color-dark\" target=\"_blank\" rel=\"noopener noreferrer\"><span class='avia_iconbox_title' >Github<\/span><\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Experimenting in Improving supply reliability at Saku Metall Allhanke Tehas AS through early warning system.\u00a0 In this demonstration project, we addressed a key challenge related to processing orders from our [&hellip;]<\/p>\n","protected":false},"featured_media":10633,"template":"","year_tax":[86],"company_tax":[204],"status_tax":[92],"university_tax":[90],"sector":[167],"project_cat":[65],"class_list":["post-9763","project","type-project","status-publish","has-post-thumbnail","hentry","year_tax-2024-en","company_tax-saku-metall-allhanketehas-as-en","status_tax-completed-projects","university_tax-taltech-en","sector-production-monitoring","project_cat-completed-projects"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AIRE - 2024: Testing of improving supply reliability at Saku Metall Allhanke Tehas through early warning system<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AIRE - 2024: Testing of improving supply reliability at Saku Metall Allhanke Tehas through early warning system\" \/>\n<meta property=\"og:description\" content=\"Experimenting in Improving supply reliability at Saku Metall Allhanke Tehas AS through early warning system.\u00a0 In this demonstration project, we addressed a key challenge related to processing orders from our [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/\" \/>\n<meta property=\"og:site_name\" content=\"AIRE\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/airoboticsestonia?locale=et_EE\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-03T11:46:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2024\/10\/saku-metall.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"720\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\\\/\",\"url\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\\\/\",\"name\":\"AIRE - 2024: Testing of improving supply reliability at Saku Metall Allhanke Tehas through early warning system\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/aire-edih.eu\\\/2023\\\/wp-content\\\/uploads\\\/2024\\\/10\\\/saku-metall.png\",\"datePublished\":\"2024-10-10T10:19:45+00:00\",\"dateModified\":\"2025-11-03T11:46:19+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\\\/#primaryimage\",\"url\":\"https:\\\/\\\/aire-edih.eu\\\/2023\\\/wp-content\\\/uploads\\\/2024\\\/10\\\/saku-metall.png\",\"contentUrl\":\"https:\\\/\\\/aire-edih.eu\\\/2023\\\/wp-content\\\/uploads\\\/2024\\\/10\\\/saku-metall.png\",\"width\":1280,\"height\":720},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/project\\\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/aire-edih.eu\\\/en\\\/home\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Projektid\",\"item\":\"https:\\\/\\\/aire-edih.eu\\\/projektid\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"2024: Testing of improving supply reliability at Saku Metall Allhanke Tehas through early warning system\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/#website\",\"url\":\"https:\\\/\\\/aire-edih.eu\\\/\",\"name\":\"AIRE\",\"description\":\"AI &amp; Robotics Estonia\",\"publisher\":{\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/aire-edih.eu\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/#organization\",\"name\":\"AIRE\",\"url\":\"https:\\\/\\\/aire-edih.eu\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/aire-edih.eu\\\/2023\\\/wp-content\\\/uploads\\\/2024\\\/12\\\/AIRE_logo_black.png\",\"contentUrl\":\"https:\\\/\\\/aire-edih.eu\\\/2023\\\/wp-content\\\/uploads\\\/2024\\\/12\\\/AIRE_logo_black.png\",\"width\":1183,\"height\":671,\"caption\":\"AIRE\"},\"image\":{\"@id\":\"https:\\\/\\\/aire-edih.eu\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/airoboticsestonia?locale=et_EE\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/77710187\\\/admin\\\/dashboard\\\/?msgControlName=view_message_button&msgConversationId=2-M2ViODQ3ZjEtZTdjYi00NjYyLWI5YjItNThlOWQxMzgxMGU4XzAxMw&msgOverlay=true\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AIRE - 2024: Testing of improving supply reliability at Saku Metall Allhanke Tehas through early warning system","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/","og_locale":"en_US","og_type":"article","og_title":"AIRE - 2024: Testing of improving supply reliability at Saku Metall Allhanke Tehas through early warning system","og_description":"Experimenting in Improving supply reliability at Saku Metall Allhanke Tehas AS through early warning system.\u00a0 In this demonstration project, we addressed a key challenge related to processing orders from our [&hellip;]","og_url":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/","og_site_name":"AIRE","article_publisher":"https:\/\/www.facebook.com\/airoboticsestonia?locale=et_EE","article_modified_time":"2025-11-03T11:46:19+00:00","og_image":[{"width":1280,"height":720,"url":"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2024\/10\/saku-metall.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/","url":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/","name":"AIRE - 2024: Testing of improving supply reliability at Saku Metall Allhanke Tehas through early warning system","isPartOf":{"@id":"https:\/\/aire-edih.eu\/#website"},"primaryImageOfPage":{"@id":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/#primaryimage"},"image":{"@id":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/#primaryimage"},"thumbnailUrl":"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2024\/10\/saku-metall.png","datePublished":"2024-10-10T10:19:45+00:00","dateModified":"2025-11-03T11:46:19+00:00","breadcrumb":{"@id":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/#primaryimage","url":"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2024\/10\/saku-metall.png","contentUrl":"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2024\/10\/saku-metall.png","width":1280,"height":720},{"@type":"BreadcrumbList","@id":"https:\/\/aire-edih.eu\/en\/project\/2024-testing-of-improving-supply-reliability-at-saku-metall-allhanke-tehas-through-early-warning-system\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/aire-edih.eu\/en\/home\/"},{"@type":"ListItem","position":2,"name":"Projektid","item":"https:\/\/aire-edih.eu\/projektid\/"},{"@type":"ListItem","position":3,"name":"2024: Testing of improving supply reliability at Saku Metall Allhanke Tehas through early warning system"}]},{"@type":"WebSite","@id":"https:\/\/aire-edih.eu\/#website","url":"https:\/\/aire-edih.eu\/","name":"AIRE","description":"AI &amp; Robotics Estonia","publisher":{"@id":"https:\/\/aire-edih.eu\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/aire-edih.eu\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/aire-edih.eu\/#organization","name":"AIRE","url":"https:\/\/aire-edih.eu\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/aire-edih.eu\/#\/schema\/logo\/image\/","url":"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2024\/12\/AIRE_logo_black.png","contentUrl":"https:\/\/aire-edih.eu\/2023\/wp-content\/uploads\/2024\/12\/AIRE_logo_black.png","width":1183,"height":671,"caption":"AIRE"},"image":{"@id":"https:\/\/aire-edih.eu\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/airoboticsestonia?locale=et_EE","https:\/\/www.linkedin.com\/company\/77710187\/admin\/dashboard\/?msgControlName=view_message_button&msgConversationId=2-M2ViODQ3ZjEtZTdjYi00NjYyLWI5YjItNThlOWQxMzgxMGU4XzAxMw&msgOverlay=true"]}]}},"_links":{"self":[{"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/project\/9763","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/project"}],"about":[{"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/types\/project"}],"version-history":[{"count":6,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/project\/9763\/revisions"}],"predecessor-version":[{"id":12355,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/project\/9763\/revisions\/12355"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/media\/10633"}],"wp:attachment":[{"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/media?parent=9763"}],"wp:term":[{"taxonomy":"year_tax","embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/year_tax?post=9763"},{"taxonomy":"company_tax","embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/company_tax?post=9763"},{"taxonomy":"status_tax","embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/status_tax?post=9763"},{"taxonomy":"university_tax","embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/university_tax?post=9763"},{"taxonomy":"sector","embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/sector?post=9763"},{"taxonomy":"project_cat","embeddable":true,"href":"https:\/\/aire-edih.eu\/en\/wp-json\/wp\/v2\/project_cat?post=9763"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}