KR102721341B1 - 반도체 측정의 품질을 결정하기 위한 방법 및 시스템 - Google Patents
반도체 측정의 품질을 결정하기 위한 방법 및 시스템 Download PDFInfo
- Publication number
- KR102721341B1 KR102721341B1 KR1020237010863A KR20237010863A KR102721341B1 KR 102721341 B1 KR102721341 B1 KR 102721341B1 KR 1020237010863 A KR1020237010863 A KR 1020237010863A KR 20237010863 A KR20237010863 A KR 20237010863A KR 102721341 B1 KR102721341 B1 KR 102721341B1
- Authority
- KR
- South Korea
- Prior art keywords
- values
- measurement
- features
- parameters
- interest
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
- 238000005259 measurement Methods 0.000 title claims abstract description 339
- 238000000034 method Methods 0.000 title claims abstract description 79
- 239000004065 semiconductor Substances 0.000 title claims abstract description 33
- 238000013442 quality metrics Methods 0.000 claims abstract description 157
- 230000008569 process Effects 0.000 claims abstract description 38
- 238000012549 training Methods 0.000 claims description 64
- 230000005855 radiation Effects 0.000 claims description 28
- 238000005286 illumination Methods 0.000 claims description 16
- 238000004458 analytical method Methods 0.000 claims description 14
- 238000001459 lithography Methods 0.000 claims description 9
- 230000004044 response Effects 0.000 claims description 7
- 238000000513 principal component analysis Methods 0.000 claims description 4
- 238000013145 classification model Methods 0.000 claims description 3
- 238000003384 imaging method Methods 0.000 claims description 3
- 238000000701 chemical imaging Methods 0.000 claims description 2
- 230000007547 defect Effects 0.000 abstract description 9
- 239000006185 dispersion Substances 0.000 abstract description 3
- 235000012431 wafers Nutrition 0.000 description 42
- 230000000875 corresponding effect Effects 0.000 description 34
- 238000009826 distribution Methods 0.000 description 12
- 230000006870 function Effects 0.000 description 12
- 238000010801 machine learning Methods 0.000 description 11
- 238000012360 testing method Methods 0.000 description 11
- 238000004519 manufacturing process Methods 0.000 description 9
- 238000010606 normalization Methods 0.000 description 8
- 230000005540 biological transmission Effects 0.000 description 7
- 230000008859 change Effects 0.000 description 7
- 238000013400 design of experiment Methods 0.000 description 7
- 238000007689 inspection Methods 0.000 description 7
- 230000009467 reduction Effects 0.000 description 7
- 239000000463 material Substances 0.000 description 6
- 230000003287 optical effect Effects 0.000 description 6
- 238000003860 storage Methods 0.000 description 6
- 239000000758 substrate Substances 0.000 description 6
- 238000013501 data transformation Methods 0.000 description 5
- 230000008021 deposition Effects 0.000 description 5
- 238000000151 deposition Methods 0.000 description 5
- 238000010586 diagram Methods 0.000 description 5
- 238000007667 floating Methods 0.000 description 5
- 238000000691 measurement method Methods 0.000 description 5
- 238000012545 processing Methods 0.000 description 5
- 238000005457 optimization Methods 0.000 description 4
- 230000000704 physical effect Effects 0.000 description 4
- 238000001228 spectrum Methods 0.000 description 4
- 238000000572 ellipsometry Methods 0.000 description 3
- 230000010287 polarization Effects 0.000 description 3
- 230000003595 spectral effect Effects 0.000 description 3
- 238000000391 spectroscopic ellipsometry Methods 0.000 description 3
- 230000008901 benefit Effects 0.000 description 2
- 238000006073 displacement reaction Methods 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 238000005530 etching Methods 0.000 description 2
- 239000000835 fiber Substances 0.000 description 2
- 239000000203 mixture Substances 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 238000003062 neural network model Methods 0.000 description 2
- 238000013488 ordinary least square regression Methods 0.000 description 2
- 238000005070 sampling Methods 0.000 description 2
- JBRZTFJDHDCESZ-UHFFFAOYSA-N AsGa Chemical compound [As]#[Ga] JBRZTFJDHDCESZ-UHFFFAOYSA-N 0.000 description 1
- 229910001218 Gallium arsenide Inorganic materials 0.000 description 1
- GPXJNWSHGFTCBW-UHFFFAOYSA-N Indium phosphide Chemical compound [In]#P GPXJNWSHGFTCBW-UHFFFAOYSA-N 0.000 description 1
- 230000006978 adaptation Effects 0.000 description 1
- 229910021486 amorphous silicon dioxide Inorganic materials 0.000 description 1
- 238000013531 bayesian neural network Methods 0.000 description 1
- 230000015572 biosynthetic process Effects 0.000 description 1
- 238000004891 communication Methods 0.000 description 1
- 238000004590 computer program Methods 0.000 description 1
- 238000013527 convolutional neural network Methods 0.000 description 1
- 230000002596 correlated effect Effects 0.000 description 1
- 230000006378 damage Effects 0.000 description 1
- 238000001514 detection method Methods 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 238000013213 extrapolation Methods 0.000 description 1
- 239000010408 film Substances 0.000 description 1
- 239000011521 glass Substances 0.000 description 1
- 238000005468 ion implantation Methods 0.000 description 1
- 238000012804 iterative process Methods 0.000 description 1
- 239000011159 matrix material Substances 0.000 description 1
- 238000012544 monitoring process Methods 0.000 description 1
- 229910021421 monocrystalline silicon Inorganic materials 0.000 description 1
- 239000002086 nanomaterial Substances 0.000 description 1
- 238000005498 polishing Methods 0.000 description 1
- 238000002310 reflectometry Methods 0.000 description 1
- 238000010183 spectrum analysis Methods 0.000 description 1
- 238000007619 statistical method Methods 0.000 description 1
- 239000000126 substance Substances 0.000 description 1
- 239000010409 thin film Substances 0.000 description 1
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01B—MEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
- G01B21/00—Measuring arrangements or details thereof, where the measuring technique is not covered by the other groups of this subclass, unspecified or not relevant
- G01B21/02—Measuring arrangements or details thereof, where the measuring technique is not covered by the other groups of this subclass, unspecified or not relevant for measuring length, width, or thickness
- G01B21/04—Measuring arrangements or details thereof, where the measuring technique is not covered by the other groups of this subclass, unspecified or not relevant for measuring length, width, or thickness by measuring coordinates of points
- G01B21/045—Correction of measurements
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01B—MEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
- G01B11/00—Measuring arrangements characterised by the use of optical techniques
- G01B11/02—Measuring arrangements characterised by the use of optical techniques for measuring length, width or thickness
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01B—MEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
- G01B11/00—Measuring arrangements characterised by the use of optical techniques
- G01B11/24—Measuring arrangements characterised by the use of optical techniques for measuring contours or curvatures
- G01B11/25—Measuring arrangements characterised by the use of optical techniques for measuring contours or curvatures by projecting a pattern, e.g. one or more lines, moiré fringes on the object
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01B—MEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
- G01B15/00—Measuring arrangements characterised by the use of electromagnetic waves or particle radiation, e.g. by the use of microwaves, X-rays, gamma rays or electrons
- G01B15/02—Measuring arrangements characterised by the use of electromagnetic waves or particle radiation, e.g. by the use of microwaves, X-rays, gamma rays or electrons for measuring thickness
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01B—MEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
- G01B15/00—Measuring arrangements characterised by the use of electromagnetic waves or particle radiation, e.g. by the use of microwaves, X-rays, gamma rays or electrons
- G01B15/04—Measuring arrangements characterised by the use of electromagnetic waves or particle radiation, e.g. by the use of microwaves, X-rays, gamma rays or electrons for measuring contours or curvatures
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
- G01N21/25—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
- G01N21/27—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands using photo-electric detection ; circuits for computing concentration
- G01N21/274—Calibration, base line adjustment, drift correction
-
- G—PHYSICS
- G03—PHOTOGRAPHY; CINEMATOGRAPHY; ANALOGOUS TECHNIQUES USING WAVES OTHER THAN OPTICAL WAVES; ELECTROGRAPHY; HOLOGRAPHY
- G03F—PHOTOMECHANICAL PRODUCTION OF TEXTURED OR PATTERNED SURFACES, e.g. FOR PRINTING, FOR PROCESSING OF SEMICONDUCTOR DEVICES; MATERIALS THEREFOR; ORIGINALS THEREFOR; APPARATUS SPECIALLY ADAPTED THEREFOR
- G03F7/00—Photomechanical, e.g. photolithographic, production of textured or patterned surfaces, e.g. printing surfaces; Materials therefor, e.g. comprising photoresists; Apparatus specially adapted therefor
- G03F7/70—Microphotolithographic exposure; Apparatus therefor
- G03F7/70483—Information management; Active and passive control; Testing; Wafer monitoring, e.g. pattern monitoring
- G03F7/70605—Workpiece metrology
- G03F7/70616—Monitoring the printed patterns
-
- G—PHYSICS
- G03—PHOTOGRAPHY; CINEMATOGRAPHY; ANALOGOUS TECHNIQUES USING WAVES OTHER THAN OPTICAL WAVES; ELECTROGRAPHY; HOLOGRAPHY
- G03F—PHOTOMECHANICAL PRODUCTION OF TEXTURED OR PATTERNED SURFACES, e.g. FOR PRINTING, FOR PROCESSING OF SEMICONDUCTOR DEVICES; MATERIALS THEREFOR; ORIGINALS THEREFOR; APPARATUS SPECIALLY ADAPTED THEREFOR
- G03F7/00—Photomechanical, e.g. photolithographic, production of textured or patterned surfaces, e.g. printing surfaces; Materials therefor, e.g. comprising photoresists; Apparatus specially adapted therefor
- G03F7/70—Microphotolithographic exposure; Apparatus therefor
- G03F7/70483—Information management; Active and passive control; Testing; Wafer monitoring, e.g. pattern monitoring
- G03F7/70605—Workpiece metrology
- G03F7/706835—Metrology information management or control
- G03F7/706837—Data analysis, e.g. filtering, weighting, flyer removal, fingerprints or root cause analysis
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01B—MEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
- G01B2210/00—Aspects not specifically covered by any group under G01B, e.g. of wheel alignment, caliper-like sensors
- G01B2210/56—Measuring geometric parameters of semiconductor structures, e.g. profile, critical dimensions or trench depth
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/84—Systems specially adapted for particular applications
- G01N21/88—Investigating the presence of flaws or contamination
- G01N21/8851—Scan or image signal processing specially adapted therefor, e.g. for scan signal adjustment, for detecting different kinds of defects, for compensating for structures, markings, edges
- G01N2021/8883—Scan or image signal processing specially adapted therefor, e.g. for scan signal adjustment, for detecting different kinds of defects, for compensating for structures, markings, edges involving the calculation of gauges, generating models
Landscapes
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Engineering & Computer Science (AREA)
- Electromagnetism (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Health & Medical Sciences (AREA)
- Biochemistry (AREA)
- Spectroscopy & Molecular Physics (AREA)
- Mathematical Physics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Chemical & Material Sciences (AREA)
- Analytical Chemistry (AREA)
- Theoretical Computer Science (AREA)
- General Health & Medical Sciences (AREA)
- Immunology (AREA)
- Pathology (AREA)
- Data Mining & Analysis (AREA)
- Testing Or Measuring Of Semiconductors Or The Like (AREA)
- Investigating Or Analysing Materials By Optical Means (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US17/030,690 | 2020-09-24 | ||
| US17/030,690 US11530913B2 (en) | 2020-09-24 | 2020-09-24 | Methods and systems for determining quality of semiconductor measurements |
| PCT/US2021/048591 WO2022066378A1 (en) | 2020-09-24 | 2021-09-01 | Methods and systems for determining quality of semiconductor measurements |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| KR20230073225A KR20230073225A (ko) | 2023-05-25 |
| KR102721341B1 true KR102721341B1 (ko) | 2024-10-23 |
Family
ID=80740165
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| KR1020237010863A Active KR102721341B1 (ko) | 2020-09-24 | 2021-09-01 | 반도체 측정의 품질을 결정하기 위한 방법 및 시스템 |
Country Status (7)
| Country | Link |
|---|---|
| US (1) | US11530913B2 (https=) |
| EP (1) | EP4200598A4 (https=) |
| JP (1) | JP7595756B2 (https=) |
| KR (1) | KR102721341B1 (https=) |
| CN (1) | CN116018512B (https=) |
| TW (1) | TWI884290B (https=) |
| WO (1) | WO2022066378A1 (https=) |
Families Citing this family (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US11868119B2 (en) * | 2021-09-24 | 2024-01-09 | Tokyo Electron Limited | Method and process using fingerprint based semiconductor manufacturing process fault detection |
| US12535438B2 (en) | 2022-07-19 | 2026-01-27 | Bruker Technologies Ltd. | Analysis of x-ray scatterometry data using deep learning |
| US12510590B2 (en) * | 2023-06-30 | 2025-12-30 | Kla Corporation | Metrology in the presence of CMOS under array (CuA) structures utilizing an effective medium model with physical modeling |
| CN116973819B (zh) * | 2023-09-22 | 2023-12-12 | 上海优立检测技术股份有限公司 | 一种微波电磁参数三维测试方法、系统及储存介质 |
| US20250198942A1 (en) * | 2023-12-15 | 2025-06-19 | Kla Corporation | Measurements Of Complex Semiconductor Structures Based On Component Measurement Signals |
| TWI872895B (zh) * | 2024-01-02 | 2025-02-11 | 財團法人工業技術研究院 | 衝壓製程品質評估方法 |
| DE102024108828A1 (de) * | 2024-03-27 | 2025-10-02 | AUDI HUNGARIA Zrt. | Verfahren und Vorrichtung zur Überprüfung einer Oberfläche eines Bauteils |
| WO2025245546A1 (en) * | 2024-05-19 | 2025-11-27 | Kla Corporation | Physics augmented regression algorithm for critical dimensions in large pitch targets |
Family Cites Families (77)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5608526A (en) | 1995-01-19 | 1997-03-04 | Tencor Instruments | Focused beam spectroscopic ellipsometry method and system |
| US6023338A (en) | 1996-07-12 | 2000-02-08 | Bareket; Noah | Overlay alignment measurement of wafers |
| US5859424A (en) | 1997-04-08 | 1999-01-12 | Kla-Tencor Corporation | Apodizing filter system useful for reducing spot size in optical measurements and other applications |
| US6429943B1 (en) | 2000-03-29 | 2002-08-06 | Therma-Wave, Inc. | Critical dimension analysis with simultaneous multiple angle of incidence measurements |
| US6787773B1 (en) | 2000-06-07 | 2004-09-07 | Kla-Tencor Corporation | Film thickness measurement using electron-beam induced x-ray microanalysis |
| US7317531B2 (en) | 2002-12-05 | 2008-01-08 | Kla-Tencor Technologies Corporation | Apparatus and methods for detecting overlay errors using scatterometry |
| US7068833B1 (en) | 2000-08-30 | 2006-06-27 | Kla-Tencor Corporation | Overlay marks, methods of overlay mark design and methods of overlay measurements |
| US7541201B2 (en) | 2000-08-30 | 2009-06-02 | Kla-Tencor Technologies Corporation | Apparatus and methods for determining overlay of structures having rotational or mirror symmetry |
| US20030002043A1 (en) | 2001-04-10 | 2003-01-02 | Kla-Tencor Corporation | Periodic patterns and technique to control misalignment |
| US6716646B1 (en) | 2001-07-16 | 2004-04-06 | Advanced Micro Devices, Inc. | Method and apparatus for performing overlay measurements using scatterometry |
| WO2003054475A2 (en) | 2001-12-19 | 2003-07-03 | Kla-Tencor Technologies Corporation | Parametric profiling using optical spectroscopic systems |
| US6778275B2 (en) | 2002-02-20 | 2004-08-17 | Micron Technology, Inc. | Aberration mark and method for estimating overlay error and optical aberrations |
| JP4222927B2 (ja) | 2002-09-20 | 2009-02-12 | エーエスエムエル ネザーランズ ビー.ブイ. | 少なくとも2波長を使用するリソグラフィ装置用アライメント・システム |
| US6992764B1 (en) | 2002-09-30 | 2006-01-31 | Nanometrics Incorporated | Measuring an alignment target with a single polarization state |
| US7842933B2 (en) | 2003-10-22 | 2010-11-30 | Applied Materials Israel, Ltd. | System and method for measuring overlay errors |
| US6937337B2 (en) | 2003-11-19 | 2005-08-30 | International Business Machines Corporation | Overlay target and measurement method using reference and sub-grids |
| US7321426B1 (en) | 2004-06-02 | 2008-01-22 | Kla-Tencor Technologies Corporation | Optical metrology on patterned samples |
| US7478019B2 (en) | 2005-01-26 | 2009-01-13 | Kla-Tencor Corporation | Multiple tool and structure analysis |
| JP4585926B2 (ja) | 2005-06-17 | 2010-11-24 | 株式会社日立ハイテクノロジーズ | パターンレイヤーデータ生成装置、それを用いたパターンレイヤーデータ生成システム、半導体パターン表示装置、パターンレイヤーデータ生成方法、及びコンピュータプログラム |
| WO2007066787A1 (ja) * | 2005-12-05 | 2007-06-14 | National University Corporation Nagoya University | ハイブリッドgaによる複数パラメータの最適化方法、パターンマッチングによるデータ解析方法、放射線回折データに基づく物質構造の推定方法、ならびに関連するプログラム、記録媒体および各種装置 |
| US7567351B2 (en) | 2006-02-02 | 2009-07-28 | Kla-Tencor Corporation | High resolution monitoring of CD variations |
| JP4887062B2 (ja) | 2006-03-14 | 2012-02-29 | 株式会社日立ハイテクノロジーズ | 試料寸法測定方法、及び試料寸法測定装置 |
| US7406153B2 (en) | 2006-08-15 | 2008-07-29 | Jordan Valley Semiconductors Ltd. | Control of X-ray beam spot size |
| US7873585B2 (en) | 2007-08-31 | 2011-01-18 | Kla-Tencor Technologies Corporation | Apparatus and methods for predicting a semiconductor parameter across an area of a wafer |
| US7929667B1 (en) | 2008-10-02 | 2011-04-19 | Kla-Tencor Corporation | High brightness X-ray metrology |
| US8068662B2 (en) | 2009-03-30 | 2011-11-29 | Hermes Microvision, Inc. | Method and system for determining a defect during charged particle beam inspection of a sample |
| JP5764380B2 (ja) | 2010-04-29 | 2015-08-19 | エフ イー アイ カンパニFei Company | Sem画像化法 |
| WO2012092132A2 (en) | 2010-12-29 | 2012-07-05 | Cognex Corporation | Determining the uniqueness of a model for machine vision |
| EP3779598B1 (en) | 2011-04-06 | 2022-12-21 | Kla-Tencor Corporation | Method for providing a set of process tool correctables |
| US9046475B2 (en) | 2011-05-19 | 2015-06-02 | Applied Materials Israel, Ltd. | High electron energy based overlay error measurement methods and systems |
| US9709903B2 (en) * | 2011-11-01 | 2017-07-18 | Kla-Tencor Corporation | Overlay target geometry for measuring multiple pitches |
| US10107621B2 (en) | 2012-02-15 | 2018-10-23 | Nanometrics Incorporated | Image based overlay measurement with finite gratings |
| US10801975B2 (en) | 2012-05-08 | 2020-10-13 | Kla-Tencor Corporation | Metrology tool with combined X-ray and optical scatterometers |
| US10013518B2 (en) | 2012-07-10 | 2018-07-03 | Kla-Tencor Corporation | Model building and analysis engine for combined X-ray and optical metrology |
| US9129715B2 (en) | 2012-09-05 | 2015-09-08 | SVXR, Inc. | High speed x-ray inspection microscope |
| WO2014062972A1 (en) | 2012-10-18 | 2014-04-24 | Kla-Tencor Corporation | Symmetric target design in scatterometry overlay metrology |
| US9581430B2 (en) | 2012-10-19 | 2017-02-28 | Kla-Tencor Corporation | Phase characterization of targets |
| US10769320B2 (en) | 2012-12-18 | 2020-09-08 | Kla-Tencor Corporation | Integrated use of model-based metrology and a process model |
| US9291554B2 (en) | 2013-02-05 | 2016-03-22 | Kla-Tencor Corporation | Method of electromagnetic modeling of finite structures and finite illumination for metrology and inspection |
| US9826614B1 (en) | 2013-03-15 | 2017-11-21 | Kla-Tencor Corporation | Compac X-ray source for semiconductor metrology |
| EP2978377B1 (en) * | 2013-03-26 | 2021-05-05 | Institute of Experimental and Applied Physics | Method of phase gradient radiography and arrangement of an imaging system for application of the method |
| US10101670B2 (en) | 2013-03-27 | 2018-10-16 | Kla-Tencor Corporation | Statistical model-based metrology |
| US9255877B2 (en) * | 2013-05-21 | 2016-02-09 | Kla-Tencor Corporation | Metrology system optimization for parameter tracking |
| US9915522B1 (en) | 2013-06-03 | 2018-03-13 | Kla-Tencor Corporation | Optimized spatial modeling for optical CD metrology |
| US9177873B2 (en) | 2013-07-29 | 2015-11-03 | GlobalFoundries, Inc. | Systems and methods for fabricating semiconductor device structures |
| US10502694B2 (en) | 2013-08-06 | 2019-12-10 | Kla-Tencor Corporation | Methods and apparatus for patterned wafer characterization |
| US9760018B2 (en) | 2013-08-13 | 2017-09-12 | Asml Netherlands B.V. | Method and inspection apparatus and computer program product for assessing a quality of reconstruction of a value of a parameter of interest of a structure |
| US9846132B2 (en) | 2013-10-21 | 2017-12-19 | Kla-Tencor Corporation | Small-angle scattering X-ray metrology systems and methods |
| US9885962B2 (en) | 2013-10-28 | 2018-02-06 | Kla-Tencor Corporation | Methods and apparatus for measuring semiconductor device overlay using X-ray metrology |
| WO2015167753A2 (en) | 2014-04-03 | 2015-11-05 | Massachusetts Institute Of Technology | Compact x-ray source for cd-saxs |
| US9494535B2 (en) | 2014-04-21 | 2016-11-15 | Kla-Tencor Corporation | Scatterometry-based imaging and critical dimension metrology |
| US10352876B2 (en) * | 2014-05-09 | 2019-07-16 | KLA—Tencor Corporation | Signal response metrology for scatterometry based overlay measurements |
| US10151986B2 (en) * | 2014-07-07 | 2018-12-11 | Kla-Tencor Corporation | Signal response metrology based on measurements of proxy structures |
| US10139352B2 (en) * | 2014-10-18 | 2018-11-27 | Kla-Tenor Corporation | Measurement of small box size targets |
| US10152678B2 (en) | 2014-11-19 | 2018-12-11 | Kla-Tencor Corporation | System, method and computer program product for combining raw data from multiple metrology tools |
| US10324050B2 (en) | 2015-01-14 | 2019-06-18 | Kla-Tencor Corporation | Measurement system optimization for X-ray based metrology |
| US10365225B1 (en) * | 2015-03-04 | 2019-07-30 | Kla-Tencor Corporation | Multi-location metrology |
| US10502549B2 (en) * | 2015-03-24 | 2019-12-10 | Kla-Tencor Corporation | Model-based single parameter measurement |
| US10545104B2 (en) | 2015-04-28 | 2020-01-28 | Kla-Tencor Corporation | Computationally efficient X-ray based overlay measurement |
| JP6959614B2 (ja) * | 2015-10-28 | 2021-11-02 | 国立大学法人 東京大学 | 分析装置,及びフローサイトメータ |
| US10352695B2 (en) | 2015-12-11 | 2019-07-16 | Kla-Tencor Corporation | X-ray scatterometry metrology for high aspect ratio structures |
| US10504759B2 (en) * | 2016-04-04 | 2019-12-10 | Kla-Tencor Corporation | Semiconductor metrology with information from multiple processing steps |
| US10346740B2 (en) * | 2016-06-01 | 2019-07-09 | Kla-Tencor Corp. | Systems and methods incorporating a neural network and a forward physical model for semiconductor applications |
| WO2018071716A1 (en) * | 2016-10-13 | 2018-04-19 | Kla-Tencor Corporation | Metrology systems and methods for process control |
| US10775323B2 (en) | 2016-10-18 | 2020-09-15 | Kla-Tencor Corporation | Full beam metrology for X-ray scatterometry systems |
| US10481111B2 (en) | 2016-10-21 | 2019-11-19 | Kla-Tencor Corporation | Calibration of a small angle X-ray scatterometry based metrology system |
| US10444643B2 (en) * | 2017-03-24 | 2019-10-15 | Nikon Research Corporation Of America | Lithographic thermal distortion compensation with the use of machine learning |
| US11073487B2 (en) | 2017-05-11 | 2021-07-27 | Kla-Tencor Corporation | Methods and systems for characterization of an x-ray beam with high spatial resolution |
| US11333621B2 (en) | 2017-07-11 | 2022-05-17 | Kla-Tencor Corporation | Methods and systems for semiconductor metrology based on polychromatic soft X-Ray diffraction |
| US10732515B2 (en) * | 2017-09-27 | 2020-08-04 | Kla-Tencor Corporation | Detection and measurement of dimensions of asymmetric structures |
| JP2020535484A (ja) * | 2017-09-28 | 2020-12-03 | エーエスエムエル ネザーランズ ビー.ブイ. | リソグラフィ方法 |
| US11517197B2 (en) * | 2017-10-06 | 2022-12-06 | Canon Medical Systems Corporation | Apparatus and method for medical image reconstruction using deep learning for computed tomography (CT) image noise and artifacts reduction |
| US11519869B2 (en) | 2018-03-20 | 2022-12-06 | Kla Tencor Corporation | Methods and systems for real time measurement control |
| WO2019185233A1 (en) | 2018-03-29 | 2019-10-03 | Asml Netherlands B.V. | Method for evaluating control strategies in a semicondcutor manufacturing process |
| TWI749355B (zh) * | 2018-08-17 | 2021-12-11 | 荷蘭商Asml荷蘭公司 | 用於校正圖案化程序之度量衡資料之方法及相關的電腦程式產品 |
| EP3637186A1 (en) * | 2018-10-09 | 2020-04-15 | ASML Netherlands B.V. | Method of calibrating a plurality of metrology apparatuses, method of determining a parameter of interest, and metrology apparatus |
| US12044980B2 (en) * | 2018-12-03 | 2024-07-23 | Asml Netherlands B.V. | Method of manufacturing devices |
-
2020
- 2020-09-24 US US17/030,690 patent/US11530913B2/en active Active
-
2021
- 2021-07-13 TW TW110125604A patent/TWI884290B/zh active
- 2021-09-01 WO PCT/US2021/048591 patent/WO2022066378A1/en not_active Ceased
- 2021-09-01 EP EP21873172.7A patent/EP4200598A4/en active Pending
- 2021-09-01 CN CN202180053903.4A patent/CN116018512B/zh active Active
- 2021-09-01 KR KR1020237010863A patent/KR102721341B1/ko active Active
- 2021-09-01 JP JP2023519029A patent/JP7595756B2/ja active Active
Also Published As
| Publication number | Publication date |
|---|---|
| KR20230073225A (ko) | 2023-05-25 |
| CN116018512A (zh) | 2023-04-25 |
| EP4200598A1 (en) | 2023-06-28 |
| EP4200598A4 (en) | 2025-06-18 |
| US11530913B2 (en) | 2022-12-20 |
| JP2023544534A (ja) | 2023-10-24 |
| CN116018512B (zh) | 2024-09-17 |
| US20220090912A1 (en) | 2022-03-24 |
| WO2022066378A1 (en) | 2022-03-31 |
| TWI884290B (zh) | 2025-05-21 |
| TW202213567A (zh) | 2022-04-01 |
| JP7595756B2 (ja) | 2024-12-06 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| KR102721341B1 (ko) | 반도체 측정의 품질을 결정하기 위한 방법 및 시스템 | |
| JP7710513B2 (ja) | 機械学習ベースの測定レシピ最適化の動的制御 | |
| KR102644768B1 (ko) | 확률 도메인 지식에 기초하는 측정 레시피 최적화 및 물리적 실현 | |
| US10354929B2 (en) | Measurement recipe optimization based on spectral sensitivity and process variation | |
| KR102013483B1 (ko) | 파라미터 추적을 위한 계측 시스템 최적화 | |
| US12543540B2 (en) | High resolution profile measurement based on a trained parameter conditioned measurement model | |
| KR20250117579A (ko) | 상이한 공정 단계들에서의 스펙트럼 차이들에 기초한 반도체 구조물들의 측정들 | |
| US20230092729A1 (en) | Semiconductor Profile Measurement Based On A Scanning Conditional Model | |
| US20240353759A1 (en) | Full Wafer Measurement Based On A Trained Full Wafer Measurement Model | |
| TW202548422A (zh) | 基於機器學習之量測配方最佳化的即時穩固控制之方法及系統 |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PA0105 | International application |
Patent event date: 20230329 Patent event code: PA01051R01D Comment text: International Patent Application |
|
| PG1501 | Laying open of application | ||
| A201 | Request for examination | ||
| PA0201 | Request for examination |
Patent event code: PA02012R01D Patent event date: 20240513 Comment text: Request for Examination of Application |
|
| E701 | Decision to grant or registration of patent right | ||
| PE0701 | Decision of registration |
Patent event code: PE07011S01D Comment text: Decision to Grant Registration Patent event date: 20240924 |
|
| GRNT | Written decision to grant | ||
| PR0701 | Registration of establishment |
Comment text: Registration of Establishment Patent event date: 20241021 Patent event code: PR07011E01D |
|
| PR1002 | Payment of registration fee |
Payment date: 20241021 End annual number: 3 Start annual number: 1 |
|
| PG1601 | Publication of registration |