Method and apparatus for image analysis

    公开(公告)号:US11143970B2

    公开(公告)日:2021-10-12

    申请号:US16943296

    申请日:2020-07-30

    Abstract: A method and apparatus of detection, registration and quantification of an image is described. The method may include obtaining an image of a lithographically created structure, and applying a level set method to an object, representing the structure, of the image to create a mathematical representation of the structure. The method may include obtaining a first dataset representative of a reference image object of a structure at a nominal condition of a parameter, and obtaining second dataset representative of a template image object of the structure at a non-nominal condition of the parameter. The method may further include obtaining a deformation field representative of changes between the first dataset and the second dataset. The deformation field may be generated by transforming the second dataset to project the template image object onto the reference image object. A dependence relationship between the deformation field and change in the parameter may be obtained.

    Focus-dose co-optimization based on overlapping process window

    公开(公告)号:US10459345B2

    公开(公告)日:2019-10-29

    申请号:US15553106

    申请日:2016-02-23

    Abstract: A method to improve a lithographic process of processing a portion of a design layout onto a substrate using a lithographic apparatus, the method including: adjusting a first processing parameter among processing parameters of the lithographic process to cause the processing to be more tolerant to perturbations of at least one of the processing parameters during processing; and adjusting a second processing parameter among processing parameters of the lithographic process to cause the processing to be more tolerant to perturbations of at least one of the processing parameters during processing.

    Process window optimizer
    25.
    发明授权

    公开(公告)号:US09990451B2

    公开(公告)日:2018-06-05

    申请号:US14616905

    申请日:2015-02-09

    CPC classification number: G06F17/5009 G03F7/705 G03F7/70525 H01L22/20

    Abstract: Disclosed herein is a computer-implemented defect prediction method for a device manufacturing process involving processing a pattern onto a substrate, the method comprising: identifying a processing window limiting pattern (PWLP) from the pattern; determining a processing parameter under which the PWLP is processed; and determining or predicting, using the processing parameter, existence, probability of existence, a characteristic, or a combination thereof, of a defect produced from the PWLP with the device manufacturing process.

    IDENTIFICATION OF HOT SPOTS OR DEFECTS BY MACHINE LEARNING

    公开(公告)号:US20220277116A1

    公开(公告)日:2022-09-01

    申请号:US17744091

    申请日:2022-05-13

    Abstract: Methods of identifying a hot spot from a design layout or of predicting whether a pattern in a design layout is defective, using a machine learning model. An example method disclosed herein includes obtaining sets of one or more characteristics of performance of hot spots, respectively, under a plurality of process conditions, respectively, in a device manufacturing process; determining, for each of the process conditions, for each of the hot spots, based on the one or more characteristics under that process condition, whether that hot spot is defective; obtaining a characteristic of each of the process conditions; obtaining a characteristic of each of the hot spots; and training a machine learning model using a training set including the characteristic of one of the process conditions, the characteristic of one of the hot spots, and whether that hot spot is defective under that process condition.

    Process window optimizer
    29.
    发明授权

    公开(公告)号:US11238189B2

    公开(公告)日:2022-02-01

    申请号:US15996899

    申请日:2018-06-04

    Abstract: A defect prediction method for a device manufacturing process involving processing a pattern onto a substrate, the method comprising: identifying a processing window limiting pattern (PWLP) from the pattern; determining a processing parameter under which the PWLP is processed; and determining or predicting, using the processing parameter, existence, probability of existence, a characteristic, or a combination thereof, of a defect produced from the PWLP with the device manufacturing process.

    METHOD AND APPARATUS FOR IMAGE ANALYSIS

    公开(公告)号:US20220026811A1

    公开(公告)日:2022-01-27

    申请号:US17497207

    申请日:2021-10-08

    Abstract: A method and apparatus of detection, registration and quantification of an image is described. The method may include obtaining an image of a lithographically created structure, and applying a level set method to an object, representing the structure, of the image to create a mathematical representation of the structure. The method may include obtaining a first dataset representative of a reference image object of a structure at a nominal condition of a parameter, and obtaining second dataset representative of a template image object of the structure at a non-nominal condition of the parameter. The method may further include obtaining a deformation field representative of changes between the first dataset and the second dataset. The deformation field may be generated by transforming the second dataset to project the template image object onto the reference image object. A dependence relationship between the deformation field and change in the parameter may be obtained.

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