SIMULATION ORCHESTRATION FOR TRAINING REINFORCEMENT LEARNING MODELS

Patent №

US 11,429,762

Granted

2022-08-30

Filed 2018

Owner

AMAZON TECHNOLOGIES, INC.

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16201872

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.

AI classification

Planning1.00
Machine learning1.00
Knowledge representation1.00
AI hardware0.94
Evolutionary computation0.01
Natural language0.00
Vision0.00
Speech0.00

Ownership

AMAZON TECHNOLOGIES, INC.

assignment · 589640673

Assignors

MALLYA KASARAGOD, SUNIL, GENC, SAHIKA, DIRAC, LEO PARKER, BALAJI, BHARATHAN, WENTZEL, MARTHINUS COENRAAD DE CLERCQ, TOWNSEND, BRIAN JAMES, KUMAR, PRAMOD RAVIKUMAR

On an employer assignment, the assignors are typically the inventors.

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