{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11479258","patent":{"patent_number":"US-11479258","title":"Smart ring system for monitoring UVB exposure levels and using machine learning technique to predict high risk driving behavior","assignee":null,"inventors":[],"filing_date":"2020-06-26T00:00:00.000Z","publication_date":"2022-10-25T00:00:00.000Z","cpc_codes":["B60W","A61B","A61B","A61B","A61B","B60W","B60W","G01S","G06N","G06N","H02J","H02J","H02J","H02J","A61B","A61B","A61B","A61B","A61B","A61B","A61B","A61B","A61B","A61B","A61B","B60W","B60W","B60W","B60W","B60W","B60W","B60W"],"num_claims":20,"abstract":"The described systems and methods determine a driver's fitness to safely operate a moving vehicle based at least in part upon observed UVB exposure patterns, where the driver's UVB exposure levels may serve as a proxy for vitamin D levels in that driver's body. A smart ring, wearable on a user's finger, continuously monitors user's exposure to UVB light. This UVB exposure data, representing UVB exposure patterns, can be utilized, in combination with driving data, to train a machine learning model, which will predict the user's level of risk exposure based at least in part upon observed UVB exposure patterns. The user can be warned of this risk to prevent them from driving or to encourage them to get more sunlight exposure before driving. In some instances, the disclosed smart ring system may interact with the user's vehicle to prevent it from starting while exposed to high risk due to deteriorated psychological or physiological conditions stemming from insufficient UVB exposure."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Smart ring system for monitoring UVB exposure levels and using machine learning technique to predict high risk driving behavior","description":"The described systems and methods determine a driver's fitness to safely operate a moving vehicle based at least in part upon observed UVB exposure patterns, where the driver's UVB exposure levels may","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11479258","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-11479258","citation_suggestion":"Patentable. \"Smart ring system for monitoring UVB exposure levels and using machine learning technique to predict high risk driving behavior\" (US-11479258). https://patentable.app/patents/US-11479258","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11479258","json":"https://patentable.app/api/llm-context/US-11479258","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T06:32:24.838Z"}