{"id":3148,"date":"2023-11-09T09:38:00","date_gmt":"2023-11-09T09:38:00","guid":{"rendered":"https:\/\/www.flare-solutions.com\/?p=3148"},"modified":"2023-11-09T09:38:00","modified_gmt":"2023-11-09T09:38:00","slug":"aiml-initiatives-integrating-knowledge-driven-approach","status":"publish","type":"post","link":"https:\/\/flare-solutions.com\/FS2026\/case-studies\/aiml-initiatives-integrating-knowledge-driven-approach\/","title":{"rendered":"How to accelerate your AI\/ML initiatives by integrating with a knowledge-driven approach"},"content":{"rendered":"\n
\"Accelerate<\/a><\/figure>\n\n\n\n

New technologies based on Artificial Intelligence<\/a> are now making significant inroads into the Energy Sector, especially within the real-time, data-heavy domains of operational drilling and reservoir surveillance. AI\/ML algorithms are also playing an ever more prominent role in the predictive maintenance of facilities, in reservoir modelling and production forecasting.<\/strong><\/p>\n\n\n\n

With access to modern web-based tools and continual increases in processing speed, combined with the versatility of cloud computing, the oil industry\u2019s adoption of Artificial Intelligence looks set to vastly improve existing efficiencies.<\/p>\n\n\n\n

During a recent project, Flare Solutions outlined one of the key differences between data driven and knowledge driven approaches to developing AI\/ML algorithms.
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\"key<\/div>\n\n\n\n

An international energy company was conducting its own research and development into AI\/ML tools to enhance data extraction and verification.  However, the tool-set required significant input for specific, narrow use-cases and was missing opportunities for data acquisition and verification due to a lack of consistent terminology within data sets.<\/p>\n\n\n\n

Flare\u2019s Taxonomies<\/a> with their standard reference terms and synonyms, for keywords, asset names and deliverables can deliver a step-change in understanding the terminology.\u00a0 This means the AI system starts with a University level of industry knowledge rather than a primary school one.\u00a0 Leveraging this knowledge reduces the need for complex deep learning.<\/p>\n\n\n\n

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<\/i>Get in touch today and request a demo…<\/a><\/div><\/div><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"

AI projects using machine learning depend on data management by gathering and preparing data. Discover how Flare can help your accelerate the process…<\/p>\n","protected":false},"author":1,"featured_media":9489,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","content-type":"","om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[2],"tags":[7,8,28,31,49],"class_list":["post-3148","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-case-studies","tag-ai-ml","tag-aiim","tag-im-strategy","tag-intelligent-search","tag-workshops"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/flare-solutions.com\/FS2026\/wp-json\/wp\/v2\/posts\/3148","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flare-solutions.com\/FS2026\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/flare-solutions.com\/FS2026\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/flare-solutions.com\/FS2026\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/flare-solutions.com\/FS2026\/wp-json\/wp\/v2\/comments?post=3148"}],"version-history":[{"count":0,"href":"https:\/\/flare-solutions.com\/FS2026\/wp-json\/wp\/v2\/posts\/3148\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flare-solutions.com\/FS2026\/wp-json\/wp\/v2\/media\/9489"}],"wp:attachment":[{"href":"https:\/\/flare-solutions.com\/FS2026\/wp-json\/wp\/v2\/media?parent=3148"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flare-solutions.com\/FS2026\/wp-json\/wp\/v2\/categories?post=3148"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flare-solutions.com\/FS2026\/wp-json\/wp\/v2\/tags?post=3148"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}