{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-8468041","patent":{"patent_number":"US-8468041","title":"Using reinforcement learning to facilitate dynamic resource allocation","assignee":null,"inventors":[],"filing_date":"2004-12-22T00:00:00.000Z","publication_date":"2013-06-18T00:00:00.000Z","cpc_codes":["G06Q"],"num_claims":21,"abstract":"One embodiment of the present invention provides a system that allocates resources to projects in a computer system. During operation, the system determines a current demand by a project for a resource, and a current allocation of the resource to the project. The system also uses a computational model to compute an expected long-term utility of the project for the resource. Next, the system trades the resource between the project and other projects in the computer system to optimize expected long-term utilities. During this process, the system uses a reinforcement learning technique to update parameters of the computational model for the expected long-term utility of the project based on performance feedback."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Using reinforcement learning to facilitate dynamic resource allocation","description":"One embodiment of the present invention provides a system that allocates resources to projects in a computer system. During operation, the system determines a current demand by a project for a resourc","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-8468041","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-8468041","citation_suggestion":"Patentable. \"Using reinforcement learning to facilitate dynamic resource allocation\" (US-8468041). https://patentable.app/patents/US-8468041","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-8468041","json":"https://patentable.app/api/llm-context/US-8468041","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T15:36:52.059Z"}