公开(公告)号：US20250086477A1

公开(公告)日：2025-03-13

申请号：US18884874

申请日：2024-09-13

Applicant: Samsung Electronics Co., Ltd.

Inventor： Hyung-Dal KWON ,  Youngmin OH ,  Doyun KIM ,  Yoonhyeok LEE ,  Bosun HWANG

IPC: G06N3/126 ,  G06N3/0985

Abstract: A method is performed by one or more processors, and the method includes: receiving a problem definition for which an optimized solution is to be determined; executing a genetic algorithm to determine the optimized solution, the executing the genetic algorithm including iteratively performing, according to changing values of a control parameter, a genetic operation on a population of elements while evaluating elements of the population against the problem definition, the control parameter being a hyperparameter of the genetic operations; based on results of the respective iterations of the genetic operation to a neural network, generating, by a neural network, the values of the control parameter; and determining the optimized solution based on the iterations of the genetic operation as controlled, via the values of the control parameter, by the neural network.