{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-10504514","patent":{"patent_number":"US-10504514","title":"Human machine interface system and method for improving user experience based on history of voice activity","assignee":null,"inventors":[],"filing_date":"2017-09-29T00:00:00.000Z","publication_date":"2019-12-10T00:00:00.000Z","cpc_codes":["G10L","G06F","G06N","G06N","G06N","G10L","G10L","G10L","G06N","G10L","H04L","H04L","H04L"],"num_claims":20,"abstract":"A human machine interface system and method of operating the human machine interface system are provided. The system includes a voice user interface module with an audio input unit to receive a voice signal from a microphone and digitize the voice signal as an audio file. A recognition engine unit is coupled to the audio input unit and is configured to analyze the audio file and recognize a plurality of voice commands and output a plurality of recognized commands. A logger unit is coupled to the recognition engine unit to receive the plurality of recognized commands and output a user intent output and a normalized vector representation based on the plurality of recognized commands. A classification component receives the normalized vector representation from the logger unit and outputs a classified user profile to a plurality of human machine interface applications based on the normalized vector representation."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Human machine interface system and method for improving user experience based on history of voice activity","description":"A human machine interface system and method of operating the human machine interface system are provided. The system includes a voice user interface module with an audio input unit to receive a voice ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-10504514","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-10504514","citation_suggestion":"Patentable. \"Human machine interface system and method for improving user experience based on history of voice activity\" (US-10504514). https://patentable.app/patents/US-10504514","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-10504514","json":"https://patentable.app/api/llm-context/US-10504514","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T04:00:17.417Z"}