METHOD FOR DETERMINING A MASK PATTERN COMPRISING OPTICAL PROXIMITY CORRECTIONS USING A TRAINED MACHINE LEARNING MODEL

    公开(公告)号:US20230100578A1

    公开(公告)日:2023-03-30

    申请号:US17796751

    申请日:2021-02-04

    Abstract: A method for determining a mask pattern and a method for training a machine learning model. The method for determining a mask pattern includes obtaining, via executing a model using a target pattern to be printed on a substrate as an input pattern, a post optical proximity correction (post-OPC) pattern; determining, based on the post-OPC pattern, a simulated pattern that will be printed on the substrate; and determining the mask pattern based on a difference between the simulated pattern and the target pattern. The determining of the mask pattern includes modifying, based on the difference, the input pattern inputted to the model such that the difference is reduced; and executing, using the modified input pattern, the model to generate a modified post-OPC pattern from which the mask pattern can be derived.

    METHOD FOR IMPROVING CONSISTENCY IN MASK PATTERN GENERATION

    公开(公告)号:US20230044490A1

    公开(公告)日:2023-02-09

    申请号:US17782741

    申请日:2020-11-21

    Abstract: A method of determining a mask pattern for a target pattern to be printed on a substrate. The method includes partitioning a portion of a design layout including the target pattern into a plurality of cells with reference to a given location on the target pattern; assigning a plurality of variables within a particular cell of the plurality of cells, the particular cell including the target pattern or a portion thereof; and determining, based on values of the plurality of variables, the mask pattern for the target pattern such that a performance metric of a patterning process utilizing the mask pattern is within a desired performance range.

    METHOD FOR GENERATING PATTERNING DEVICE PATTERN AT PATCH BOUNDARY

    公开(公告)号:US20220100079A1

    公开(公告)日:2022-03-31

    申请号:US17418102

    申请日:2019-11-18

    Abstract: A method for generating a mask pattern to be employed in a patterning process. The method including obtaining (i) a first feature patch including a first polygon portion of an initial mask pattern, and (ii) a second feature patch including a second polygon portion of the initial mask pattern; adjusting the second polygon portion at a patch boundary between the first feature patch and the second feature patch such that a difference between the first polygon portion and the second polygon portion at the patch boundary is reduced; and combining the first polygon portion and the adjusted second polygon portion at the patch boundary to form the mask pattern.

    METHOD FOR DETERMINING CURVILINEAR PATTERNS FOR PATTERNING DEVICE

    公开(公告)号:US20210048753A1

    公开(公告)日:2021-02-18

    申请号:US16976492

    申请日:2019-02-28

    Abstract: A method to determine a curvilinear pattern of a patterning device that includes obtaining (i) an initial image of the patterning device corresponding to a target pattern to be printed on a substrate subjected to a patterning process, and (ii) a process model configured to predict a pattern on the substrate from the initial image, generating, by a hardware computer system, an enhanced image from the initial image, generating, by the hardware computer system, a level set image using the enhanced image, and iteratively determining, by the hardware computer system, a curvilinear pattern for the patterning device based on the level set image, the process model, and a cost function, where the cost function (e.g., EPE) determines a difference between a predicted pattern and the target pattern, where the difference is iteratively reduced.

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