{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11953894","patent":{"patent_number":"US-11953894","title":"Building management system with machine learning for detecting anomalies in vibration data sets","assignee":null,"inventors":[],"filing_date":"2022-08-12T00:00:00.000Z","publication_date":"2024-04-09T00:00:00.000Z","cpc_codes":["G05B","G05B","G05B","G06N","G05B"],"num_claims":17,"abstract":"A building management system includes building equipment operable to affect a variable state or condition of a building and a controller including a processing circuit. The processing circuit is configured to obtain a vibration data set related to vibrations of the building equipment and analyze the vibration data set by one or more machine learning models to generate a set of probabilities. The set of probabilities is related to a probability that the vibration data set is abnormal. The processing circuit is configured to identify the vibration data set as normal or abnormal based on the set of probabilities and initiate a corrective action responsive to identifying the vibration data set as abnormal."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Building management system with machine learning for detecting anomalies in vibration data sets","description":"A building management system includes building equipment operable to affect a variable state or condition of a building and a controller including a processing circuit. The processing circuit is confi","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11953894","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-11953894","citation_suggestion":"Patentable. \"Building management system with machine learning for detecting anomalies in vibration data sets\" (US-11953894). https://patentable.app/patents/US-11953894","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11953894","json":"https://patentable.app/api/llm-context/US-11953894","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T16:15:35.308Z"}