Defect inspection method and defect inspection system

    公开(公告)号:US10809635B2

    公开(公告)日:2020-10-20

    申请号:US15939311

    申请日:2018-03-29

    Abstract: A defect inspection method and a defect inspection system are provided. In the method, a plurality of candidate defect images are retrieved from inspection images obtained by at least one optical inspection tool performing hot scans on at least one wafer and a plurality of attributes are extracted from the inspection images. A random forest classifier including a plurality of decision trees for classifying the candidate defect images is created, wherein the decision trees are built with different subset of the attributes and the candidate defect images. A plurality of candidate defect images are retrieved from the optical inspection tool in runtime and applied to the decision trees, and classified into nuisance images and real defect images according to votes of the decision trees in which the nuisance images are filtered out. The real defect images with the votes over a confidence value are sampled for microscopic review.

    Silicon Dot Formation by Direct Self-Assembly Method for Flash Memory
    5.
    发明申请
    Silicon Dot Formation by Direct Self-Assembly Method for Flash Memory 有权
    通过闪存直接自组装方法形成硅点

    公开(公告)号:US20150054059A1

    公开(公告)日:2015-02-26

    申请号:US13974155

    申请日:2013-08-23

    Abstract: Some embodiments of the present disclosure relate to a method that achieves a substantially uniform pattern of discrete storage elements comprising a substantially equal size within a memory cell. A copolymer solution comprising first and second polymer species is spin-coated onto a surface of a substrate and subjected to self-assembly into a phase-separated material comprising a regular pattern of micro-domains of the second polymer species within a polymer matrix comprising the first polymer species. The first or second polymer species is then removed resulting with a pattern of micro-domains or the polymer matrix with a pattern of holes, which may be utilized as a hard-mask to form a substantially identical pattern of discrete storage elements through an etch, ion implant technique, or a combination thereof.

    Abstract translation: 本公开的一些实施例涉及一种实现在存储器单元内包括基本上相等尺寸的离散存储元件的基本上均匀的图案的方法。 将包含第一和第二聚合物种类的共聚物溶液旋涂在基材的表面上,并进行自组装成相分离的材料,该相分离材料包含第二聚合物物质的规则形式的第二聚合物种类的聚合物基质, 第一种聚合物种类。 然后去除第一或第二聚合物物质,其具有微畴图案或具有空穴图案的聚合物基质,其可以用作硬掩模,以通过蚀刻形成基本相同的离散存储元件图案, 离子注入技术或其组合。

    PERPENDICULAR MAGNETIC RANDOM-ACCESS MEMORY (MRAM) FORMATION BY DIRECT SELF-ASSEMBLY METHOD

    公开(公告)号:US20200028070A1

    公开(公告)日:2020-01-23

    申请号:US16587499

    申请日:2019-09-30

    Abstract: Some embodiments of the present disclosure relate to a method that achieves a substantially uniform pattern of magnetic random access memory (MRAM) cells with a minimum dimension below the lower resolution limit of some optical lithography techniques. A copolymer solution comprising first and second polymer species is spin-coated over a heterostructure which resides over a surface of a substrate. The heterostructure comprises first and second ferromagnetic layers which are separated by an insulating layer. The copolymer solution is subjected to self-assembly into a phase-separated material comprising a pattern of micro-domains of the second polymer species within a polymer matrix comprising the first polymer species. The first polymer species is then removed, leaving a pattern of micro-domains of the second polymer species. A pattern of magnetic memory cells within the heterostructure is formed by etching through the heterostructure while utilizing the pattern of micro-domains as a hardmask.

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