Simulation orchestration for training reinforcement learning models
A simulation workflow manager obtains a set of parameters for simulation of a system and training of a reinforcement learning model for optimizing an application of the system. In response to obtaining the set of paramet
Patent Number
US 11429762
Status
Active
Filing Date
November 27, 2018
Grant Date
August 30, 2022
Expiration
November 27, 2038
Claims
24
Assignee
Amazon Technologies
Inventors
Leo Parker Dirac, Sahika Gene, Eric Li Sun, Marthinus Coenraad De Clercq Wentzel, Brian James Townsend, Pramod Ravikumar Kumar, Bharathan Balaji, Sunil Mallya Kasaragod
Citations
13 forward · 48 backward
What it covers
A simulation workflow manager obtains a set of parameters for simulation of a system and training of a reinforcement learning model for optimizing an application of the system. In response to obtaining the set of parameters, the simulation workflow manager configures a first compute node that includes a training application for training the reinforcement learning model. The simulation workflow manager also configures a second compute note with a simulation application to perform the simulation of the system in a simulation environment. Data is generated through execution of the simulation in the second compute node that is provided to the first compute node to cause the training application to use the data to train the reinforcement learning model.
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US 11429762 · 2026