{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11275345","patent":{"patent_number":"US-11275345","title":"Machine learning Method and machine learning device for learning fault conditions, and fault prediction device and fault prediction system including the machine learning device","assignee":null,"inventors":[],"filing_date":"2019-05-09T00:00:00.000Z","publication_date":"2022-03-15T00:00:00.000Z","cpc_codes":["G05B","B25J","B25J","G05B","G05B","G05B","G05B","G06N","G06N","G06N","G06N","G05B","G05B","G05B","G05B","G05B","G06N","G06N"],"num_claims":23,"abstract":"A fault prediction system includes a machine learning device that learns conditions associated with a fault of an industrial machine. The machine learning device includes a state observation unit that, while the industrial machine is in operation or at rest, observes a state variable including, e.g., data output from a sensor, internal data of control software, or computational data obtained based on these data, a determination data obtaining unit that obtains determination data used to determine whether a fault has occurred in the industrial machine or the degree of fault, and a learning unit that learns the conditions associated with the fault of the industrial machine in accordance with a training data set generated based on a combination of the state variable and the determination data."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Machine learning Method and machine learning device for learning fault conditions, and fault prediction device and fault prediction system including the machine learning device","description":"A fault prediction system includes a machine learning device that learns conditions associated with a fault of an industrial machine. The machine learning device includes a state observation unit that","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11275345","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-11275345","citation_suggestion":"Patentable. \"Machine learning Method and machine learning device for learning fault conditions, and fault prediction device and fault prediction system including the machine learning device\" (US-11275345). https://patentable.app/patents/US-11275345","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11275345","json":"https://patentable.app/api/llm-context/US-11275345","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T17:21:55.604Z"}