{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-10496055","patent":{"patent_number":"US-10496055","title":"Machine learning device, CNC device and machine learning method for detecting indication of occurrence of chatter in tool for machine tool","assignee":null,"inventors":[],"filing_date":"2017-12-13T00:00:00.000Z","publication_date":"2019-12-03T00:00:00.000Z","cpc_codes":["G05B","G05B","G05B","G06N","G06N","G05B","G05B","G05B"],"num_claims":11,"abstract":"A machine learning device for detecting an indication of an occurrence of chatter in a tool for a machine tool, includes a state observation unit which observes at least one state variable of a vibration of the machine tool itself, a vibration of a building in which the machine tool is installed, an audible sound, an acoustic emission and a motor control current value of the machine tool, in addition to a vibration of the tool; and a learning unit which generates a learning model based on the state variable observed by the state observation unit."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Machine learning device, CNC device and machine learning method for detecting indication of occurrence of chatter in tool for machine tool","description":"A machine learning device for detecting an indication of an occurrence of chatter in a tool for a machine tool, includes a state observation unit which observes at least one state variable of a vibrat","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-10496055","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-10496055","citation_suggestion":"Patentable. \"Machine learning device, CNC device and machine learning method for detecting indication of occurrence of chatter in tool for machine tool\" (US-10496055). https://patentable.app/patents/US-10496055","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-10496055","json":"https://patentable.app/api/llm-context/US-10496055","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T16:26:07.443Z"}