{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11307562","patent":{"patent_number":"US-11307562","title":"Application of simple random search approach for reinforcement learning to controller tuning parameters","assignee":null,"inventors":[],"filing_date":"2019-11-04T00:00:00.000Z","publication_date":"2022-04-19T00:00:00.000Z","cpc_codes":["G05B","G05B","G05B","G06N","G05B","G05B"],"num_claims":20,"abstract":"A method and system for reinforcement learning can involve applying a finite-difference approach to a controller, and tuning the controller in response to applying the finite-difference approach by taking a state as an entirety of a closed-loop step response. The disclosed finite-different approach is based on a random search to tuning the controller, which operates on the entire closed-loop step-response of the system and iteratively improves the gains towards a desired closed-loop response. This allows for prescribing stability requirement into the reward function without any modeling procedures."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Application of simple random search approach for reinforcement learning to controller tuning parameters","description":"A method and system for reinforcement learning can involve applying a finite-difference approach to a controller, and tuning the controller in response to applying the finite-difference approach by ta","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11307562","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-11307562","citation_suggestion":"Patentable. \"Application of simple random search approach for reinforcement learning to controller tuning parameters\" (US-11307562). https://patentable.app/patents/US-11307562","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11307562","json":"https://patentable.app/api/llm-context/US-11307562","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T21:24:44.535Z"}