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公开(公告)号:WO2023036526A1
公开(公告)日:2023-03-16
申请号:PCT/EP2022/071985
申请日:2022-08-04
Applicant: ASML NETHERLANDS B.V.
Inventor: BASTANI, Vahid , ZHANG, Yichen , DE ATHAYDE COSTA E SILVA, Marsil , DILLEN, Hermanus, Adrianus , VAN WIJK, Robert Jan
IPC: G03F7/20
Abstract: Disclosed is a computer implemented method of determining a placement metric relating to placement of one or more features on a substrate in a lithographic process. The method comprises obtaining setup data comprising placement error contributor data relating to a plurality of placement error contributor parameters and yield data representative of yield and defining a statistical model for predicting a yield metric, the statistical model being based on a placement metric, the placement metric being a function of said placement error contributor parameters, and associated model coefficients. The model coefficients are fitted based on said setup data; and the placement metric determined from said fitted model coefficients.
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公开(公告)号:WO2018192789A1
公开(公告)日:2018-10-25
申请号:PCT/EP2018/058997
申请日:2018-04-09
Applicant: ASML NETHERLANDS B.V.
Inventor: YPMA, Alexander , BASTANI, Vahid , SONNTAG, Dag , NIJE, Jelle , CEKLI, Hakki, Ergun , TSIROGIANNIS, Georgios , VAN WIJK, Robert Jan
IPC: G03F7/20
Abstract: A method of maintaining a set of fingerprints (316) representing variation of one or more process parameters across wafers, has the steps: (a) receiving measurement data (324) of one or more parameters measured on wafers; (b) updating (320) the set of fingerprints based on an expected evolution (322) of the one or more process parameters; and (c) evaluation of the updated set of fingerprints based on decomposition of the received measurement data in terms of the updated set of fingerprints. Each fingerprint may have a stored likelihood of occurrence (316), and the decomposition may involve: estimating, based the received measurement data (324), likelihoods of occurrence of the set of fingerprints in the received measurement data; and updating the stored likelihoods of occurrence based on the estimated likelihoods.
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公开(公告)号:WO2023072526A1
公开(公告)日:2023-05-04
申请号:PCT/EP2022/077282
申请日:2022-09-30
Applicant: ASML NETHERLANDS B.V.
Inventor: BASTANI, Vahid , KNOPS, Raoul, Maarten, Simon , THEEUWES, Thomas , URBANCZYK, Adam, Jan , WILDENBERG, Jochem, Sebastiaan , VAN WIJK, Robert Jan
IPC: G03F7/20
Abstract: 2021P00202WO 19 Confidential ABSTRACT Disclosed is a method of determining a performance parameter distribution and/or associated quantile function. The method comprises obtaining a quantile function prediction model operable to predict a quantile value for a substrate position and given quantile probability such that the predicted quantile values vary monotonically as a function of quantile probability and using the trained quantile 5 function prediction model to predict quantile values for a plurality of different quantile probabilities for one or more locations on the substrate.
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公开(公告)号:WO2018177659A1
公开(公告)日:2018-10-04
申请号:PCT/EP2018/054360
申请日:2018-02-22
Applicant: ASML NETHERLANDS B.V.
Inventor: NIJE, Jelle , YPMA, Alexander , GKOROU, Dimitra , TSIROGIANNIS, Georgios , VAN WIJK, Robert Jan , CHEN, Tzu-Chao , SPIERING, Frans, Reinier , ROY, Sarathi , GROUWSTRA, Cédric, Désiré
Abstract: A method of optimizing an apparatus for multi-stage processing of product units such as wafers, the method comprising: (a) receiving object data (210, 230) representing one or more parameters measured (206, 208) across wafers (204, 224) and associated with different stages of processing of the wafers; (b) determining fingerprints (213, 234) of variation of the object data across the wafers, the fingerprints being associated with different respective stages of processing of the wafers. The fingerprints may be determined by decomposing (212, 232) the object data into components using principal component analysis for each different respective stage; (c) analyzing (246) commonality of the fingerprints through the different stages to produce commonality results; and (d) optimizing (250- 258) an apparatus for processing (262) product units based on the commonality results.
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公开(公告)号:EP4174577A1
公开(公告)日:2023-05-03
申请号:EP21205825.9
申请日:2021-11-01
Applicant: ASML Netherlands B.V.
Inventor: BASTANI, Vahid , KNOPS, Raoul, Maarten, Simon , THEEUWES, Thomas , URBANCZYK, Adam, Jan , WILDENBERG, Jochem, Sebastiaan , VAN WIJK, Robert Jan
IPC: G03F7/20
Abstract: Disclosed is a method of determining a performance parameter distribution and/or associated quantile function. The method comprises obtaining a quantile function prediction model operable to predict a quantile value for a substrate position and given quantile probability such that the predicted quantile values vary monotonically as a function of quantile probability and using the trained quantile function prediction model to predict quantile values for a plurality of different quantile probabilities for one or more substrate positions.
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公开(公告)号:EP3392711A1
公开(公告)日:2018-10-24
申请号:EP17167117.5
申请日:2017-04-19
Applicant: ASML Netherlands B.V.
Inventor: YPMA, Alexander , BASTANI, Vahid , SONNTAG, DAG , NIJE, Jelle , CEKLI, Hakki, Ergun , TSIROGIANNIS, Georgios , VAN WIJK, Robert Jan
IPC: G03F7/20
CPC classification number: G03F7/70616 , G03F7/70491
Abstract: A method of maintaining a set of fingerprints (316) representing variation of one or more process parameters across wafers, has the steps: (a) receiving measurement data (324) of one or more parameters measured on wafers; (b) updating (320) the set of fingerprints based on an expected evolution (322) of the one or more process parameters; and (c) evaluation of the updated set of fingerprints based on decomposition of the received measurement data in terms of the updated set of fingerprints. Each fingerprint may have a stored likelihood of occurrence (316), and the decomposition may involve: estimating, based the received measurement data (324), likelihoods of occurrence of the set of fingerprints in the received measurement data; and updating the stored likelihoods of occurrence based on the estimated likelihoods.
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公开(公告)号:EP3382606A1
公开(公告)日:2018-10-03
申请号:EP17163147.6
申请日:2017-03-27
Applicant: ASML Netherlands B.V.
Inventor: NIJE, Jelle , YPMA, Alexander , GKOROU, Dimitra , TSIROGIANNIS, Georgios , VAN WIJK, Robert Jan , CHEN, Tzu-Chao , SPIERING, Frans Reinier
CPC classification number: G06K9/6247 , G03F7/70616 , G03F7/70633
Abstract: A method of optimizing an apparatus for multi-stage processing of product units such as wafers, the method comprising: (a) receiving object data 210, 230 representing one or more parameters measured 206, 208 across wafers 204, 224 and associated with different stages of processing of the wafers; (b) determining fingerprints 213, 234 of variation of the object data across the wafers, the fingerprints being associated with different respective stages of processing of the wafers. The fingerprints may be determined by decomposing 212, 232 the object data into components using principal component analysis for each different respective stage; (c) analyzing 246 commonality of the fingerprints through the different stages to produce commonality results; and (d) optimizing 250-258 an apparatus for processing 262 product units based on the commonality results.
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公开(公告)号:EP4427097A1
公开(公告)日:2024-09-11
申请号:EP22790548.6
申请日:2022-09-30
Applicant: ASML Netherlands B.V.
Inventor: BASTANI, Vahid , KNOPS, Raoul, Maarten, Simon , THEEUWES, Thomas , URBANCZYK, Adam, Jan , WILDENBERG, Jochem, Sebastiaan , VAN WIJK, Robert Jan
IPC: G03F7/20
CPC classification number: G03F7/705 , G03F7/70625
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公开(公告)号:EP4399572A1
公开(公告)日:2024-07-17
申请号:EP22761995.4
申请日:2022-08-04
Applicant: ASML Netherlands B.V.
Inventor: BASTANI, Vahid , ZHANG, Yichen , DE ATHAYDE COSTA E SILVA, Marsil , DILLEN, Hermanus, Adrianus , VAN WIJK, Robert Jan
IPC: G03F7/20
CPC classification number: G03F7/70616 , G03F7/70525 , G03F7/70625 , G03F7/70633 , G03F7/705
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公开(公告)号:EP4191337A1
公开(公告)日:2023-06-07
申请号:EP21211785.7
申请日:2021-12-01
Applicant: ASML Netherlands B.V.
Inventor: BASTANI, Vahid , ZHANG, Yichen , DE ATHAYDE COSTA E SILVA, Marsil , DILLEN, Hermanus Adrianus , VAN WIJK, Robert Jan
IPC: G03F7/20
Abstract: Disclosed is a method of determining a placement metric relating to placement of one or more features on a substrate in a lithographic process. The method comprises obtaining setup data comprising placement error contributor data relating to a plurality of placement error contributor parameters and yield data representative of yield and defining a statistical model for predicting a yield metric, the statistical model being based on a placement metric, the placement metric being a function of said placement error contributor parameters, and associated model coefficients. The model coefficients are fitted based on said setup data; and the placement metric determined from said fitted model coefficients.
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