MACHINE LEARNING DEVICE, SUBSTRATE PROCESSING DEVICE, TRAINED MODEL, MACHINE LEARNING METHOD, AND MACHINE LEARNING PROGRAM

    公开(公告)号:US20220344164A1

    公开(公告)日:2022-10-27

    申请号:US17761464

    申请日:2020-09-10

    Abstract: A device includes: state information acquisition unit that acquires state information including position of substrate in the device and elapsed time in each unit; action selection unit having prediction model that predicts value, in a certain state, to performing action whether to take out new substrate from the cassette and to which processing unit substrate is transferred, the action selection unit selecting one action based on the prediction model taking, as input, the acquired state information; instruction signal transmission unit that transmits instruction signal so as to perform the selected action; operation result acquisition unit that acquires operation result including number of substrates processed and waiting time; and prediction model update unit that calculates reward based on acquired operation result such that reward increases as the number of substrates processed increases and waiting time is short and that updates the prediction model based on the reward.

    SUBSTRATE DRYING APPARATUS, SUBSTRATE DRYING METHOD AND CONTROL PROGRAM
    13.
    发明申请
    SUBSTRATE DRYING APPARATUS, SUBSTRATE DRYING METHOD AND CONTROL PROGRAM 审中-公开
    基板干燥装置,基板干燥方法和控制程序

    公开(公告)号:US20140259728A1

    公开(公告)日:2014-09-18

    申请号:US14287616

    申请日:2014-05-27

    CPC classification number: H01L21/02054 H01L21/02074 H01L21/67034

    Abstract: A substrate drying apparatus includes a drying gas nozzle configured so that, assuming that a surface WA of the substrate W is a projection plane, regarding the drying gas flow Gf in the nozzle moving direction Dr, a collision position Gfw with the substrate W is located downstream of a projected discharge position Gfv′, the projected discharge position Gfv′ being a discharge position from the drying gas nozzle projected on the projection plane. In a three-dimensional space, the drying gas flow Gf is inclined, such that an angle α formed by an axis Ga of the drying gas flow Gf and a vertical line Wp of the substrate W is in a range from a half contact angle θ/2 to an angle determined by deducting the half contact angle θ/2 from 90°, the half contact angle θ/2 being a half of the contact angle θ.

    Abstract translation: 基板干燥装置包括干燥气体喷嘴,其构成为,假设基板W的表面WA为投影面,关于喷嘴移动方向Dr的干燥气体流量Gf,与基板W的碰撞位置Gfw位于 在喷出位置Gfv'的下游,喷出位置Gfv'是从投影在投影面上的干燥气体喷嘴的排出位置。 在三维空间中,干燥气体流Gf倾斜,使得由干燥气体流Gf的轴线Ga和基板W的垂直线Wp形成的角度α在半接触角度 ; / 2通过减去半接触角和角度确定的角度; / 2从90°,半接触角和角度; / 2是接触角的一半。

    POLISHING APPARATUS, INFORMATION PROCESSING SYSTEM, INFORMATION PROCESSING METHOD, AND PROGRAM

    公开(公告)号:US20220371151A1

    公开(公告)日:2022-11-24

    申请号:US17765388

    申请日:2020-09-16

    Inventor: Akira NAKAMURA

    Abstract: Included are a polishing table provided with an eddy current sensor, the polishing table configured to rotate; a polishing head configured to face the polishing table, the polishing head configured to rotate, the polishing head having a surface which faces the polishing table and to which a substrate is configured to be attached; and a processor configured to generate preprocessed data on a target substrate by executing predetermined preprocessing on an output signal when the eddy current sensor is at each position facing a target substrate during polishing processing of a target substrate to determine a metal line height at at least one position of the target substrate by inputting preprocessed data on the target substrate to a learned machine learning model using a learning data set in which data after predetermined preprocessing is executed on an output signal when the eddy current sensor is at each position facing a substrate is set as an input and a metal line height at at least one position of the substrate is set as an output.

    POLISHING APPARATUS AND CALIBRATION METHOD
    16.
    发明申请

    公开(公告)号:US20200016722A1

    公开(公告)日:2020-01-16

    申请号:US16504905

    申请日:2019-07-08

    Inventor: Akira NAKAMURA

    Abstract: An output of an eddy current sensor includes an impedance component. A film thickness measuring apparatus obtains film thickness information from the impedance component. Using a non-linear function between the film thickness information and the film thickness, the film thickness is obtained from the film thickness information. When a resistance component and a reactance component of the impedance component are associated with respective axes of a coordinate system having two orthogonal coordinate axes, the film thickness information is a reciprocal of a tangent of an impedance angle which is an angle formed by a straight line connecting a point on the coordinate system corresponding to the impedance component and a predetermined reference point, and a predetermined straight line.

    POLISHING APPARATUS
    18.
    发明申请
    POLISHING APPARATUS 审中-公开

    公开(公告)号:US20170259394A1

    公开(公告)日:2017-09-14

    申请号:US15438505

    申请日:2017-02-21

    Abstract: An end-point detection sensor 50 detects an end point of polishing, the end-point detection sensor 50 being arranged in a polishing table 100. The end-point detection sensor 50 has a pot core. The pot core 60 has a bottom portion 61a, a magnetic core base portion 61b and a peripheral wall base portion 61c. The end-point detection sensor 50 has an exciting coil 62, and a detection coil 63. The back surface 101b of the polishing pad 101 has a space 30 which is arranged at a portion facing the polishing table 100 and houses a magnetic core extension portion 8 and a peripheral wall extension portion 11. The magnetic core extension portion 8 and the peripheral wall extension portion 11 extending to the space 30 are located in the space 30.

    POLISHING APPARATUS
    19.
    发明申请
    POLISHING APPARATUS 审中-公开

    公开(公告)号:US20170095901A1

    公开(公告)日:2017-04-06

    申请号:US15283212

    申请日:2016-09-30

    Inventor: Akira NAKAMURA

    Abstract: The polishing apparatus has: a polishing pad that has a polishing surface to polish a semiconductor wafer; a polishing table to which a back surface of the polishing pad on an opposite side of the polishing surface can be attached; a top ring that is opposed to the polishing surface, and can hold the semiconductor wafer; and an eddy current sensor that is arranged in the polishing table, and detects an end point of polishing. The polishing table has on an attachment surface a projection member projecting from the attachment surface to which the polishing pad is attached. The back surface of the polishing pad has a concave portion in a portion opposed to the projection member, and at least a part of the eddy current sensor is arranged inside the projection member.

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