Controlling concentration profiles for deposited films using machine learning

    公开(公告)号:US11532525B2

    公开(公告)日:2022-12-20

    申请号:US17191026

    申请日:2021-03-03

    Abstract: Methods and systems for controlling concentration profiles of deposited films using machine learning are provided. Data associated with a target concentration profile for a film to be deposited on a surface of a substrate during a deposition process for the substrate is provided as input to a trained machine learning model. One or more outputs of the trained machine learning model are obtained. Process recipe data identifying one or more sets of deposition process settings is determined from the one or more outputs. For each set of deposition process setting, an indication of a level of confidence that a respective set of deposition process settings corresponds to the target concentration profile for the film to be deposited on the substrate is also determined. In response to an identification of the respective set of deposition process settings with a level of confidence that satisfies a level of confidence criterion, one or more operations of the deposition process are performed in accordance with the respective set of deposition process settings.

    Thermal silicon etch
    27.
    发明授权

    公开(公告)号:US11004689B2

    公开(公告)日:2021-05-11

    申请号:US16435910

    申请日:2019-06-10

    Abstract: Exemplary methods for selectively removing silicon (e.g. polysilicon) from a patterned substrate may include flowing a fluorine-containing precursor into a substrate processing chamber to form plasma effluents. The plasma effluents may remove silicon (e.g. polysilicon, amorphous silicon or single crystal silicon) at significantly higher etch rates compared to exposed silicon oxide, silicon nitride or other dielectrics on the substrate. The methods rely on the temperature of the substrate in combination with some conductivity of the surface to catalyze the etch reaction rather than relying on a gas phase source of energy such as a plasma.

    Two-step process for gapfilling high aspect ratio trenches with amorphous silicon film

    公开(公告)号:US10460933B2

    公开(公告)日:2019-10-29

    申请号:US15936751

    申请日:2018-03-27

    Abstract: Methods for gapfilling semiconductor device features, such as high aspect ratio trenches, with amorphous silicon film are provided. First, a substrate having features formed in a first surface thereof is positioned in a processing chamber. A conformal deposition process is then performed to deposit a conformal silicon liner layer on the sidewalls of the features and the exposed first surface of the substrate between the features. A flowable deposition process is then performed to deposit a flowable silicon layer over the conformal silicon liner layer. A curing process is then performed to increase silicon density of the flowable silicon layer. Methods described herein generally improve overall etch selectivity by the conformal silicon deposition and the flowable silicon deposition two-step process to realize seam-free gapfilling between features with high quality amorphous silicon film.

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