MACHINE LEARNING FOR COMPUTATIONAL PATTERNING

    公开(公告)号:US20230206112A1

    公开(公告)日:2023-06-29

    申请号:US17563575

    申请日:2021-12-28

    CPC classification number: G06N20/00 G03F1/70

    Abstract: A computer-implemented method is provided for creating a photolithographic mask. The method includes, in a model building stage, obtaining lithography polygon coordinates from an input lithography target layout. The method further includes, in the model building stage, obtaining mask polygon coordinates from an input mask layout from a test mask. The method also includes, in the model building stage, obtaining correlated mask to lithography features from the lithography polygon coordinates and the mask polygon coordinates. The method additionally includes, in the model building stage, performing linear regression on the correlated mask to lithography features to obtain a machine learning model for predicting an output mask from an input lithography target design. The method further includes, in an inference stage, predicting a given output mask from a given input lithography target design using the machine learning model.

    RESISTANCE DRIFT MITIGATION IN NON-VOLATILE MEMORY CELL

    公开(公告)号:US20220173312A1

    公开(公告)日:2022-06-02

    申请号:US17106286

    申请日:2020-11-30

    Abstract: A mushroom-type Phase-Change Memory (PCM) device includes a substrate, a lower interconnect disposed in the substrate, a first dielectric layer disposed on the substrate, a bottom electrode disposed in the first dielectric layer and extending above an upper surface of the first dielectric layer, a type drift-mitigation liner encircling an upper portion of the bottom electrode extending above the upper surface of the first dielectric layer, a PCM element disposed on the liner and an upper surface of the bottom electrode, a top electrode disposed on the PCM element, and a second dielectric layer disposed on an exposed portion of the first dielectric layer and the top electrode, wherein the second dielectric layer is disposed on sidewalls of the liner, the PCM element, and the top electrode.

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