{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11481164","patent":{"patent_number":"US-11481164","title":"System and method for modeling and implementing predictive device maintenance","assignee":null,"inventors":[],"filing_date":"2021-02-19T00:00:00.000Z","publication_date":"2022-10-25T00:00:00.000Z","cpc_codes":["G06F","G06F","G06F","G06N","G06Q","G06F"],"num_claims":12,"abstract":"A system and method for improved predictive maintenance for multifunction peripherals includes machine learning trained with more accurate problem and resolution coding and categorization. A training set is made from past maintenance records that include accurate problem codes, thorough natural language problem descriptions, accurate resolution codes, thorough problem resolution descriptions and problem/solution categorization. When a service call is received, an operator provides record with a natural language problem description and to which they assign a problem code for categorization. Natural language in the record is compared with records in the training set. When there is a sufficient language match, the problem code and categorization from the training set record is used instead of that which was operator assigned. The corrected record can then be fed to improve predictive maintenance machine learning."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"System and method for modeling and implementing predictive device maintenance","description":"A system and method for improved predictive maintenance for multifunction peripherals includes machine learning trained with more accurate problem and resolution coding and categorization. A training ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11481164","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-11481164","citation_suggestion":"Patentable. \"System and method for modeling and implementing predictive device maintenance\" (US-11481164). https://patentable.app/patents/US-11481164","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11481164","json":"https://patentable.app/api/llm-context/US-11481164","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T16:26:31.614Z"}