Invention Grant
- Patent Title: Safe-operation-constrained reinforcement-learning-based application manager
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Application No.: US16502587Application Date: 2019-07-03
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Publication No.: US11042640B2Publication Date: 2021-06-22
- Inventor: Dev Nag , Gregory T. Burk , Yanislav Yankov , Nicholas Mark Grant Stephen , Dongni Wang
- Applicant: VMware, Inc.
- Applicant Address: US CA Palo Alto
- Assignee: VMware, Inc.
- Current Assignee: VMware, Inc.
- Current Assignee Address: US CA Palo Alto
- Main IPC: G06F21/57
- IPC: G06F21/57 ; G06N20/00

Abstract:
The current document is directed to a safe-operation-constrained reinforcement-learning-based application manager that can be deployed in various different computational environments, without extensive manual modification and interface development, to manage the computational environments with respect to one or more reward-specified goals. Control actions undertaken by the safe-operation-constrained reinforcement-learning-based application manager are constrained, by stored action filters, to constrain state/action-space exploration by the safe-operation-constrained reinforcement-learning-based application manager to safe actions and thus prevent deleterious impact to the managed computational environment.
Public/Granted literature
- US20200065495A1 SAFE-OPERATION-CONSTRAINED REINFORCEMENT-LEARNING-BASED APPLICATION MANAGER Public/Granted day:2020-02-27
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