{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11493665","patent":{"patent_number":"US-11493665","title":"Machine learning approach for automated probabilistic well operation optimization","assignee":null,"inventors":[],"filing_date":"2021-10-19T00:00:00.000Z","publication_date":"2022-11-08T00:00:00.000Z","cpc_codes":["G06F","G06F","G06N","G06N","G06N","G06F","G06N","G06N","G06N"],"num_claims":6,"abstract":"A methodology for providing set-point recommendations in an automated manner to optimize the operation of a well-producing fluid, by establishing a live synergy between physics-based simulation and real-time field data, through the employment of machine learning models. The machine learning models serve two distinct purposes in this approach: 1. Accelerate emulation of the numerical physics-based simulation to enable real-time solutions 2. Provide a probabilistic estimate of the unknown operating conditions of a well and updating the estimate based on the response to the set-point changes made, thus improving with each iteration."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Machine learning approach for automated probabilistic well operation optimization","description":"A methodology for providing set-point recommendations in an automated manner to optimize the operation of a well-producing fluid, by establishing a live synergy between physics-based simulation and re","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11493665","license":"CC-BY-4.0-like","license_terms":"AI-generated analysis on this page (summary, layman_explanation, technical_analysis, business_analysis, faqs) may be reused with attribution and a visible link back to the canonical URL above. Patent abstracts, claims, and bibliographic data are USPTO public domain.","required_link":"https://patentable.app/patents/US-11493665","citation_suggestion":"Patentable. \"Machine learning approach for automated probabilistic well operation optimization\" (US-11493665). https://patentable.app/patents/US-11493665","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11493665","json":"https://patentable.app/api/llm-context/US-11493665","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T03:12:55.760Z"}