Gaussian Random Field EUV stochastic models, their generalizations and lithographically meaningful stochastic metrics

被引:8
作者
Latypov, Azat [1 ]
Khaira, Gurdaman [2 ]
Fenger, Germain [2 ]
Wang, Shuling [1 ]
Chew, Marko [1 ]
Shang, Shumay [1 ]
机构
[1] Siemens Digital Ind Software, Fremont, CA 94538 USA
[2] Siemens Digital Ind Software, Wilsonville, OR USA
来源
EXTREME ULTRAVIOLET (EUV) LITHOGRAPHY XII | 2021年 / 11609卷
关键词
EUV; lithography; resist; stochastic; Gaussian random field; reaction-diffusion process; SRAF printability; electrical conductance;
D O I
10.1117/12.2583792
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Photon absorption statistics combined with a simple model of resist chemistry triggered by each absorbed photon leads to a family of stochastic models with a Gaussian Random Field deprotection. Two important aspects of such models are discussed. First, the generalizations to stochastic reaction-diffusion models, accounting for the effects of depletion, and to models accounting for both exposure-resist stochastic and other process parameter variations, are presented. Second, several options for the stochastic metrics of EUVL processes, both meaningful and useful for lithographers and fast enough to be applicable to the full chip OPC and verification, are described, and some details of their implementations for the full-chip OPC verification and the results of tests are presented. The relation of one of the introduced stochastic metrics to the stochastic-caused variability of the electrical conductance of vertical interconnects (vias) is explained.
引用
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页数:16
相关论文
共 12 条
[1]  
[Anonymous], 2021, Wikipedia
[2]  
[Anonymous], 2020, CENTRAL LIMIT THEORE
[3]   The normal law under linear restrictions: simulation and estimation via minimax tilting [J].
Botev, Z. I. .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2017, 79 (01) :125-148
[4]   Stochastic Printing Failures in EUV Lithography [J].
De Bisschop, P. ;
Hendrickx, E. .
EXTREME ULTRAVIOLET (EUV) LITHOGRAPHY X, 2019, 10957
[5]   Stochastic effects in EUV lithography: random, local CD variability, and printing failures [J].
De Bisschop, Peter .
JOURNAL OF MICRO-NANOLITHOGRAPHY MEMS AND MOEMS, 2017, 16 (04)
[6]   XAS Photoresists Electron/Quantum yields study with synchrotron light [J].
de Schepper, Peter ;
Pret, Alessandro Vaglio ;
Hansen, Terje ;
Giglia, Angelo ;
Hoshiko, Kenji ;
Mani, Antonio ;
Biafore, John J. .
ADVANCES IN PATTERNING MATERIALS AND PROCESSES XXXII, 2015, 9425
[7]   Resist blur and line edge roughness [J].
Gallatin, GM .
Optical Microlithography XVIII, Pts 1-3, 2005, 5754 :38-52
[8]  
Genz A., 2009, Computation of Multivariate Normal and T Probabilities
[9]   Probability prediction of EUV process failure due to resist-exposure stochastic: applications of Gaussian random fields excursions and Rice's formula [J].
Latypov, Azat ;
Khaira, Gurdaman ;
Fenger, Germain ;
Sturtevant, John ;
Wei, Chih-, I ;
De Bisschop, Peter .
EXTREME ULTRAVIOLET (EUV) LITHOGRAPHY XI, 2020, 11323
[10]  
Mack C., 2007, Fundamental Principles of Optical Lithography