{"id":2838,"date":"2021-12-24T06:31:00","date_gmt":"2021-12-24T06:31:00","guid":{"rendered":"https:\/\/ats-automation-develop.go-vip.net\/atsls\/?p=2838"},"modified":"2025-04-03T13:28:11","modified_gmt":"2025-04-03T13:28:11","slug":"automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation","status":"publish","type":"post","link":"https:\/\/ats-automation-develop.go-vip.net\/atsls\/2021\/12\/24\/automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation\/","title":{"rendered":"Automating Previously Impossible Manual Inspections Using Machine Learning &amp; Concurrent Validation"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">In this article, Steve Wardell, Director, Imaging, and Catherine Thacker, Director, Pre-Automation Solutions, both of ATS Automation, explore how machine learning technology is enabling the automation of challenging, or previously impossible, manual inspections.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Every manufacturing process has one \u2013 the difficult manual visual inspection process that seemingly cannot be replaced with an automated inspection process. The two major hurdles  are finding a technical solution that duplicates what human inspectors accomplish naturally \u2013 and proving the equivalency of machine-based inspection with human inspection. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Advancements in the field of machine learning now make the automation of many of these challenging inspections possible. ATS Automation and its vision group have continued to develop inspection capabilities leveraging machine learning techniques and are now enabling the move away from manual processing toward automated processing.<\/p>\n\n\n\n<div class=\"wp-block-file\"><a href=\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/wp-content\/uploads\/sites\/26\/2022\/01\/M-Concurrent-Validation-OnDrugDelivery-Article_Issue99_ATS.pdf\" class=\"wp-block-file__button\" download>Download the PDF to Read More<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>In this article, Steve Wardell, Director, Imaging, and Catherine Thacker, Director, Pre-Automation Solutions, both of ATS Automation, explore how machine learning technology is enabling the automation of challenging, or previously impossible, manual inspections. Every manufacturing process has one \u2013 the difficult manual visual inspection process that seemingly cannot be replaced with an automated inspection process.<\/p>\n","protected":false},"author":128,"featured_media":2841,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_cr_original_post":"","_cr_replace_post_id":"","_cr_replacing_post_id":"","inline_featured_image":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[7],"tags":[],"resource_category":[],"coauthors":[24,25],"class_list":["post-2838","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-publications"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v26.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Automating Previously Impossible Manual Inspections Using Machine Learning &amp; Concurrent Validation - ATS Life Sciences<\/title>\n<meta name=\"description\" content=\"Discover how machine learning enables the automation of complex manual inspections in manufacturing. Learn more about ATS solutions and download the PDF now!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/2021\/12\/24\/automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Automating Previously Impossible Manual Inspections Using Machine Learning &amp; Concurrent Validation\" \/>\n<meta property=\"og:description\" content=\"Discover how machine learning enables the automation of complex manual inspections in manufacturing. Learn more about ATS solutions and download the PDF now!\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/2021\/12\/24\/automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation\/\" \/>\n<meta property=\"og:site_name\" content=\"ATS Life Sciences\" \/>\n<meta property=\"article:published_time\" content=\"2021-12-24T06:31:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-03T13:28:11+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/wp-content\/uploads\/sites\/26\/2022\/01\/automating-previously.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1976\" \/>\n\t<meta property=\"og:image:height\" content=\"1112\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Steve Wardell, Catherine Thacker\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Steve Wardell, Catherine Thacker\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/2021\/12\/24\/automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/2021\/12\/24\/automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation\/\"},\"author\":{\"name\":\"Margaret Schneider\",\"@id\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/#\/schema\/person\/b1c54a8030626e7ab4cbb8ae3d948aa0\"},\"headline\":\"Automating Previously Impossible Manual Inspections Using Machine Learning &amp; Concurrent Validation\",\"datePublished\":\"2021-12-24T06:31:00+00:00\",\"dateModified\":\"2025-04-03T13:28:11+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/2021\/12\/24\/automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation\/\"},\"wordCount\":144,\"commentCount\":0,\"image\":{\"@id\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/2021\/12\/24\/automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/wp-content\/uploads\/sites\/26\/2022\/01\/automating-previously.jpg\",\"articleSection\":[\"Publications\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/2021\/12\/24\/automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/2021\/12\/24\/automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation\/\",\"url\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/2021\/12\/24\/automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation\/\",\"name\":\"Automating Previously Impossible Manual Inspections Using Machine Learning &amp; Concurrent Validation - ATS Life Sciences\",\"isPartOf\":{\"@id\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/2021\/12\/24\/automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/2021\/12\/24\/automating-previously-impossible-manual-inspections-using-machine-learning-concurrent-validation\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/wp-content\/uploads\/sites\/26\/2022\/01\/automating-previously.jpg\",\"datePublished\":\"2021-12-24T06:31:00+00:00\",\"dateModified\":\"2025-04-03T13:28:11+00:00\",\"author\":{\"@id\":\"https:\/\/ats-automation-develop.go-vip.net\/atsls\/#\/schema\/person\/b1c54a8030626e7ab4cbb8ae3d948aa0\"},\"description\":\"Discover how machine learning enables the automation of complex manual inspections in manufacturing. 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