{"id":77929,"date":"2026-04-21T12:53:46","date_gmt":"2026-04-21T17:53:46","guid":{"rendered":"https:\/\/drillingcontractor.org\/?p=77929"},"modified":"2026-04-21T12:53:46","modified_gmt":"2026-04-21T17:53:46","slug":"mj26_seadrillfig3","status":"publish","type":"post","link":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929","title":{"rendered":"MJ26_SeadrillFig3"},"content":{"rendered":"
\"\"<\/a>
Figure 3: Visual recognition software was developed to classify annular element damage, using high-resolution photos as the foundation for supervised learning algorithms. The system was able to achieve a high correlation with manual ratings during field testing. Beyond that, it helped to eliminate the subjectivity and variability that come with manual inspections. Coupled with operational analytics, this helped to support more precise maintenance scheduling. (Click the image to enlarge.)<\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":27,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-77929","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\nMJ26_SeadrillFig3 - Drilling Contractor<\/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:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MJ26_SeadrillFig3 - Drilling Contractor\" \/>\n<meta property=\"og:url\" content=\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929\" \/>\n<meta property=\"og:site_name\" content=\"Drilling Contractor\" \/>\n<meta property=\"article:publisher\" content=\"http:\/\/www.facebook.com\/pages\/Drilling-Contractor-Magazine\/112140675010\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-21T17:53:46+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-21-at-12.33.08-PM.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1476\" \/>\n\t<meta property=\"og:image:height\" content=\"664\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Stephen Whitfield\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DC_Magazine\" \/>\n<meta name=\"twitter:site\" content=\"@DC_Magazine\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Stephen Whitfield\" \/>\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:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#article\",\"isPartOf\":{\"@id\":\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929\"},\"author\":{\"name\":\"Stephen Whitfield\",\"@id\":\"https:\/\/drillingcontractor.org\/#\/schema\/person\/6ad0ea5045fabf60b3f541782e889f6f\"},\"headline\":\"MJ26_SeadrillFig3\",\"datePublished\":\"2026-04-21T17:53:46+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929\"},\"wordCount\":77,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/drillingcontractor.org\/#organization\"},\"image\":{\"@id\":\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#primaryimage\"},\"thumbnailUrl\":\"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-21-at-12.33.08-PM.png\",\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929\",\"url\":\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929\",\"name\":\"MJ26_SeadrillFig3 - Drilling Contractor\",\"isPartOf\":{\"@id\":\"https:\/\/drillingcontractor.org\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#primaryimage\"},\"image\":{\"@id\":\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#primaryimage\"},\"thumbnailUrl\":\"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-21-at-12.33.08-PM.png\",\"datePublished\":\"2026-04-21T17:53:46+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#primaryimage\",\"url\":\"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-21-at-12.33.08-PM.png\",\"contentUrl\":\"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-21-at-12.33.08-PM.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/drillingcontractor.org\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"MJ26_SeadrillFig3\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/drillingcontractor.org\/#website\",\"url\":\"https:\/\/drillingcontractor.org\/\",\"name\":\"Drilling Contractor\",\"description\":\"Get the latest oil drilling news with DrillingContractor.org\",\"publisher\":{\"@id\":\"https:\/\/drillingcontractor.org\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/drillingcontractor.org\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/drillingcontractor.org\/#organization\",\"name\":\"Drilling Contractor Magazine\",\"url\":\"https:\/\/drillingcontractor.org\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/drillingcontractor.org\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2015\/04\/logo-login2.jpg\",\"contentUrl\":\"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2015\/04\/logo-login2.jpg\",\"width\":200,\"height\":68,\"caption\":\"Drilling Contractor Magazine\"},\"image\":{\"@id\":\"https:\/\/drillingcontractor.org\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"http:\/\/www.facebook.com\/pages\/Drilling-Contractor-Magazine\/112140675010\",\"https:\/\/x.com\/DC_Magazine\",\"https:\/\/www.linkedin.com\/grp\/home?gid=1810343\",\"https:\/\/www.youtube.com\/channel\/UC0xXkxpL1WTf99-oLW8Z9hg\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/drillingcontractor.org\/#\/schema\/person\/6ad0ea5045fabf60b3f541782e889f6f\",\"name\":\"Stephen Whitfield\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/drillingcontractor.org\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/92c47992ea757d8ec15a0e0b7728854d8698a806d3070a1730707716fb9e8b33?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/92c47992ea757d8ec15a0e0b7728854d8698a806d3070a1730707716fb9e8b33?s=96&d=mm&r=g\",\"caption\":\"Stephen Whitfield\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"MJ26_SeadrillFig3 - Drilling Contractor","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:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929","og_locale":"en_US","og_type":"article","og_title":"MJ26_SeadrillFig3 - Drilling Contractor","og_url":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929","og_site_name":"Drilling Contractor","article_publisher":"http:\/\/www.facebook.com\/pages\/Drilling-Contractor-Magazine\/112140675010","article_published_time":"2026-04-21T17:53:46+00:00","og_image":[{"width":1476,"height":664,"url":"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-21-at-12.33.08-PM.png","type":"image\/png"}],"author":"Stephen Whitfield","twitter_card":"summary_large_image","twitter_creator":"@DC_Magazine","twitter_site":"@DC_Magazine","twitter_misc":{"Written by":"Stephen Whitfield","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#article","isPartOf":{"@id":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929"},"author":{"name":"Stephen Whitfield","@id":"https:\/\/drillingcontractor.org\/#\/schema\/person\/6ad0ea5045fabf60b3f541782e889f6f"},"headline":"MJ26_SeadrillFig3","datePublished":"2026-04-21T17:53:46+00:00","mainEntityOfPage":{"@id":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929"},"wordCount":77,"commentCount":0,"publisher":{"@id":"https:\/\/drillingcontractor.org\/#organization"},"image":{"@id":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#primaryimage"},"thumbnailUrl":"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-21-at-12.33.08-PM.png","inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#respond"]}]},{"@type":"WebPage","@id":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929","url":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929","name":"MJ26_SeadrillFig3 - Drilling Contractor","isPartOf":{"@id":"https:\/\/drillingcontractor.org\/#website"},"primaryImageOfPage":{"@id":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#primaryimage"},"image":{"@id":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#primaryimage"},"thumbnailUrl":"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-21-at-12.33.08-PM.png","datePublished":"2026-04-21T17:53:46+00:00","breadcrumb":{"@id":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#primaryimage","url":"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-21-at-12.33.08-PM.png","contentUrl":"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-21-at-12.33.08-PM.png"},{"@type":"BreadcrumbList","@id":"https:\/\/drillingcontractor.org\/mj26_seadrillfig3-77929#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/drillingcontractor.org\/"},{"@type":"ListItem","position":2,"name":"MJ26_SeadrillFig3"}]},{"@type":"WebSite","@id":"https:\/\/drillingcontractor.org\/#website","url":"https:\/\/drillingcontractor.org\/","name":"Drilling Contractor","description":"Get the latest oil drilling news with DrillingContractor.org","publisher":{"@id":"https:\/\/drillingcontractor.org\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/drillingcontractor.org\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/drillingcontractor.org\/#organization","name":"Drilling Contractor Magazine","url":"https:\/\/drillingcontractor.org\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/drillingcontractor.org\/#\/schema\/logo\/image\/","url":"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2015\/04\/logo-login2.jpg","contentUrl":"https:\/\/drillingcontractor.org\/wp-content\/uploads\/2015\/04\/logo-login2.jpg","width":200,"height":68,"caption":"Drilling Contractor Magazine"},"image":{"@id":"https:\/\/drillingcontractor.org\/#\/schema\/logo\/image\/"},"sameAs":["http:\/\/www.facebook.com\/pages\/Drilling-Contractor-Magazine\/112140675010","https:\/\/x.com\/DC_Magazine","https:\/\/www.linkedin.com\/grp\/home?gid=1810343","https:\/\/www.youtube.com\/channel\/UC0xXkxpL1WTf99-oLW8Z9hg"]},{"@type":"Person","@id":"https:\/\/drillingcontractor.org\/#\/schema\/person\/6ad0ea5045fabf60b3f541782e889f6f","name":"Stephen Whitfield","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/drillingcontractor.org\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/92c47992ea757d8ec15a0e0b7728854d8698a806d3070a1730707716fb9e8b33?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/92c47992ea757d8ec15a0e0b7728854d8698a806d3070a1730707716fb9e8b33?s=96&d=mm&r=g","caption":"Stephen Whitfield"}}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/drillingcontractor.org\/wp-json\/wp\/v2\/posts\/77929","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/drillingcontractor.org\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/drillingcontractor.org\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/drillingcontractor.org\/wp-json\/wp\/v2\/users\/27"}],"replies":[{"embeddable":true,"href":"https:\/\/drillingcontractor.org\/wp-json\/wp\/v2\/comments?post=77929"}],"version-history":[{"count":1,"href":"https:\/\/drillingcontractor.org\/wp-json\/wp\/v2\/posts\/77929\/revisions"}],"predecessor-version":[{"id":77930,"href":"https:\/\/drillingcontractor.org\/wp-json\/wp\/v2\/posts\/77929\/revisions\/77930"}],"wp:attachment":[{"href":"https:\/\/drillingcontractor.org\/wp-json\/wp\/v2\/media?parent=77929"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/drillingcontractor.org\/wp-json\/wp\/v2\/categories?post=77929"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/drillingcontractor.org\/wp-json\/wp\/v2\/tags?post=77929"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}