{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11941923","patent":{"patent_number":"US-11941923","title":"Automation method of AI-based diagnostic technology for equipment application","assignee":null,"inventors":[],"filing_date":"2021-10-22T00:00:00.000Z","publication_date":"2024-03-26T00:00:00.000Z","cpc_codes":["G07C","G06N","G06N","G06N","H04L","G06N","H04L","H04L"],"num_claims":11,"abstract":"An automation method of an artificial intelligence (AI)-based diagnostic technology for equipment application includes receiving one or more pieces of data among vibration data, noise data, and controller area network (CAN) data, a data input processing operation of trimming the input data, an operation of extracting features from the trimmed data, setting a setting value of a hyper-parameter with respect to the one or more pieces of data thereamong, and generating a total of N models to include both of machine learning (ML) and deep learning (DL) as N individual models and generating ensemble prediction model structures for the N individual models. As a parameter updating is being proceeded due to the hyper-parameter so as to minimize values of cost functions of the N individual models, a reward for model accuracy performance is optimized and the ensemble prediction model structures of the N individual models change."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Automation method of AI-based diagnostic technology for equipment application","description":"An automation method of an artificial intelligence (AI)-based diagnostic technology for equipment application includes receiving one or more pieces of data among vibration data, noise data, and contro","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11941923","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-11941923","citation_suggestion":"Patentable. \"Automation method of AI-based diagnostic technology for equipment application\" (US-11941923). https://patentable.app/patents/US-11941923","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11941923","json":"https://patentable.app/api/llm-context/US-11941923","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T03:36:25.763Z"}