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    METHOD AND APPARATUS WITH CIRCUIT DESIGN PARAMETER GENERATION
    1.
    发明公开
    METHOD AND APPARATUS WITH CIRCUIT DESIGN PARAMETER GENERATION 审中-公开

    公开(公告)号：US20240078361A1

    公开(公告)日：2024-03-07

    申请号：US18310656

    申请日：2023-05-02

    Applicant: SAMSUNG ELECTRONICS CO., LTD.

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

    IPC: G06F30/27 ,  G06F30/3308

    CPC classification number: G06F30/27 ,  G06F30/3308

    Abstract: A method of generating a circuit design parameter meeting a target specification, the method including generating a first probability distribution of a first specification using a first model provided a first parameter where the first model is configured to infer a correlation between the first parameter and the first probability distribution, generating a second parameter using a second model provided the first probability distribution, and updating the first model based on the second parameter. The second model is trained by using a reward, the reward being determined based on a second probability distribution of a second specification corresponding to the second parameter

    METHOD AND APPARATUS WITH REINFORCEMENT-BASED CONTROL OF GENETIC ALGORITHM
    2.
    发明申请
    METHOD AND APPARATUS WITH REINFORCEMENT-BASED CONTROL OF GENETIC ALGORITHM 有权

    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.

    APPARATUS AND METHOD WITH CIRCUIT DESIGNING
    3.
    发明公开
    APPARATUS AND METHOD WITH CIRCUIT DESIGNING 审中-公开

    公开(公告)号：US20240232498A1

    公开(公告)日：2024-07-11

    申请号：US18350419

    申请日：2023-07-11

    Applicant: SAMSUNG ELECTRONICS CO., LTD.

    Inventor： Hyung-Dal KWON ,  Youngmin OH ,  Bosun HWANG

    IPC: G06F30/392 ,  G06F30/398

    CPC classification number: G06F30/392 ,  G06F30/398 ,  G06F2111/06

    Abstract: An apparatus with circuit designing may include: one or more processors configured to: generate an initial solution set based on nodes and edges comprised in a graph corresponding to a circuit to be optimized; generate a crossover solution by performing a crossover operation based on a plurality of solutions comprised in the initial solution set; perform a first change of positions of nodes comprised in the crossover solution by performing a mutation operation on the crossover solution; and generate a target circuit structure by performing a second change of the positions of the first changed nodes based on lengths of the edges connecting the nodes.

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