{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-10496282","patent":{"patent_number":"US-10496282","title":"Adaptive port management to meet service level objectives using reinforcement learning","assignee":null,"inventors":[],"filing_date":"2016-03-16T00:00:00.000Z","publication_date":"2019-12-03T00:00:00.000Z","cpc_codes":["G06F","G06F","G06F"],"num_claims":20,"abstract":"Storage group performance targets are achieved by managing resources using discrete techniques that are selected based on learned cost-benefit rank. The techniques include delaying start of IOs based on storage group association, making a storage group active or passive on a port, and biasing front end cores. A performance goal may be assigned to each storage group based on volume of IOs and the difference between an observed response time and a target response time. A decision tree is used to select a correction technique which is biased based on the cost of deployment. The decision tree maintains an average benefit of each technique and over time with rankings based on maximizing cost-benefit."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Adaptive port management to meet service level objectives using reinforcement learning","description":"Storage group performance targets are achieved by managing resources using discrete techniques that are selected based on learned cost-benefit rank. The techniques include delaying start of IOs based ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-10496282","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-10496282","citation_suggestion":"Patentable. \"Adaptive port management to meet service level objectives using reinforcement learning\" (US-10496282). https://patentable.app/patents/US-10496282","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-10496282","json":"https://patentable.app/api/llm-context/US-10496282","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T09:55:30.249Z"}