KR102327900B1 - 확률적 인식형 계측 및 제조 - Google Patents
확률적 인식형 계측 및 제조 Download PDFInfo
- Publication number
- KR102327900B1 KR102327900B1 KR1020197030905A KR20197030905A KR102327900B1 KR 102327900 B1 KR102327900 B1 KR 102327900B1 KR 1020197030905 A KR1020197030905 A KR 1020197030905A KR 20197030905 A KR20197030905 A KR 20197030905A KR 102327900 B1 KR102327900 B1 KR 102327900B1
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- South Korea
- Prior art keywords
- sample
- probabilistic
- pattern
- metrology
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- 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.)
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Classifications
-
- 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
- G03F7/7065—Defects, e.g. optical inspection of patterned layer for defects
-
- H—ELECTRICITY
- H01—ELECTRIC ELEMENTS
- H01L—SEMICONDUCTOR DEVICES NOT COVERED BY CLASS H10
- H01L22/00—Testing or measuring during manufacture or treatment; Reliability measurements, i.e. testing of parts without further processing to modify the parts as such; Structural arrangements therefor
- H01L22/30—Structural arrangements specially adapted for testing or measuring during manufacture or treatment, or specially adapted for reliability measurements
-
- 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
- G01N21/8806—Specially adapted optical and illumination features
-
- 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
-
- 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
- G01N21/95—Investigating the presence of flaws or contamination characterised by the material or shape of the object to be examined
- G01N21/956—Inspecting patterns on the surface of objects
-
- 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
- G01N21/95—Investigating the presence of flaws or contamination characterised by the material or shape of the object to be examined
- G01N21/956—Inspecting patterns on the surface of objects
- G01N21/95607—Inspecting patterns on the surface of objects using a comparative method
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B23/00—Testing or monitoring of control systems or parts thereof
- G05B23/02—Electric testing or monitoring
- G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
- G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
- G05B23/0243—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model
- G05B23/0254—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model based on a quantitative model, e.g. mathematical relationships between inputs and outputs; functions: observer, Kalman filter, residual calculation, Neural Networks
-
- H—ELECTRICITY
- H01—ELECTRIC ELEMENTS
- H01L—SEMICONDUCTOR DEVICES NOT COVERED BY CLASS H10
- H01L21/00—Processes or apparatus adapted for the manufacture or treatment of semiconductor or solid state devices or of parts thereof
- H01L21/67—Apparatus specially adapted for handling semiconductor or electric solid state devices during manufacture or treatment thereof; Apparatus specially adapted for handling wafers during manufacture or treatment of semiconductor or electric solid state devices or components ; Apparatus not specifically provided for elsewhere
- H01L21/67005—Apparatus not specifically provided for elsewhere
- H01L21/67242—Apparatus for monitoring, sorting or marking
-
- H—ELECTRICITY
- H01—ELECTRIC ELEMENTS
- H01L—SEMICONDUCTOR DEVICES NOT COVERED BY CLASS H10
- H01L22/00—Testing or measuring during manufacture or treatment; Reliability measurements, i.e. testing of parts without further processing to modify the parts as such; Structural arrangements therefor
- H01L22/10—Measuring as part of the manufacturing process
- H01L22/12—Measuring as part of the manufacturing process for structural parameters, e.g. thickness, line width, refractive index, temperature, warp, bond strength, defects, optical inspection, electrical measurement of structural dimensions, metallurgic measurement of diffusions
-
- H—ELECTRICITY
- H01—ELECTRIC ELEMENTS
- H01L—SEMICONDUCTOR DEVICES NOT COVERED BY CLASS H10
- H01L22/00—Testing or measuring during manufacture or treatment; Reliability measurements, i.e. testing of parts without further processing to modify the parts as such; Structural arrangements therefor
- H01L22/20—Sequence of activities consisting of a plurality of measurements, corrections, marking or sorting steps
- H01L22/24—Optical enhancement of defects or not directly visible states, e.g. selective electrolytic deposition, bubbles in liquids, light emission, colour change
-
- 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
-
- 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
- G01N21/95—Investigating the presence of flaws or contamination characterised by the material or shape of the object to be examined
- G01N21/956—Inspecting patterns on the surface of objects
- G01N2021/95676—Masks, reticles, shadow masks
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B23/00—Testing or monitoring of control systems or parts thereof
- G05B23/02—Electric testing or monitoring
- G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
- G05B23/0259—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
- G05B23/0286—Modifications to the monitored process, e.g. stopping operation or adapting control
- G05B23/0294—Optimizing process, e.g. process efficiency, product quality
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Manufacturing & Machinery (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Chemical & Material Sciences (AREA)
- Analytical Chemistry (AREA)
- Biochemistry (AREA)
- General Health & Medical Sciences (AREA)
- Immunology (AREA)
- Pathology (AREA)
- Computer Hardware Design (AREA)
- Microelectronics & Electronic Packaging (AREA)
- Power Engineering (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Mathematical Physics (AREA)
- Automation & Control Theory (AREA)
- Signal Processing (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Condensed Matter Physics & Semiconductors (AREA)
- Exposure And Positioning Against Photoresist Photosensitive Materials (AREA)
- Testing Or Measuring Of Semiconductors Or The Like (AREA)
- Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)
Applications Claiming Priority (5)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201762475072P | 2017-03-22 | 2017-03-22 | |
| US62/475,072 | 2017-03-22 | ||
| US15/612,279 | 2017-06-02 | ||
| US15/612,279 US10474042B2 (en) | 2017-03-22 | 2017-06-02 | Stochastically-aware metrology and fabrication |
| PCT/US2018/022769 WO2018175213A1 (en) | 2017-03-22 | 2018-03-16 | Stochastically-aware metrology and fabrication |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| KR20190123352A KR20190123352A (ko) | 2019-10-31 |
| KR102327900B1 true KR102327900B1 (ko) | 2021-11-18 |
Family
ID=63582526
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| KR1020197030905A Active KR102327900B1 (ko) | 2017-03-22 | 2018-03-16 | 확률적 인식형 계측 및 제조 |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US10474042B2 (enExample) |
| JP (1) | JP7003150B2 (enExample) |
| KR (1) | KR102327900B1 (enExample) |
| TW (1) | TWI751305B (enExample) |
| WO (1) | WO2018175213A1 (enExample) |
Families Citing this family (31)
| Publication number | Priority date | Publication date | Assignee | Title |
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| US10437951B2 (en) * | 2017-08-23 | 2019-10-08 | International Business Machines Corporation | Care area generation by detection optimized methodology |
| US11088039B2 (en) * | 2017-10-23 | 2021-08-10 | Applied Materials, Inc. | Data management and mining to correlate wafer alignment, design, defect, process, tool, and metrology data |
| US11775714B2 (en) * | 2018-03-09 | 2023-10-03 | Pdf Solutions, Inc. | Rational decision-making tool for semiconductor processes |
| US10606975B2 (en) * | 2018-05-31 | 2020-03-31 | International Business Machines Corporation | Coordinates-based generative adversarial networks for generating synthetic physical design layout patterns |
| US10592635B2 (en) * | 2018-05-31 | 2020-03-17 | International Business Machines Corporation | Generating synthetic layout patterns by feedforward neural network based variational autoencoders |
| KR102666072B1 (ko) * | 2018-06-05 | 2024-05-17 | 삼성전자주식회사 | 기계 학습 장치 및 기계 학습 장치의 학습 방법 |
| US10706200B2 (en) | 2018-06-05 | 2020-07-07 | International Business Machines Corporation | Generative adversarial networks for generating physical design layout patterns of integrated multi-layers |
| US10699055B2 (en) | 2018-06-12 | 2020-06-30 | International Business Machines Corporation | Generative adversarial networks for generating physical design layout patterns |
| US10818001B2 (en) * | 2018-09-07 | 2020-10-27 | Kla-Tencor Corporation | Using stochastic failure metrics in semiconductor manufacturing |
| US11747291B2 (en) * | 2018-11-12 | 2023-09-05 | Hitachi High-Tech Corporation | System for estimating the occurrence of defects, and computer-readable medium |
| CN113424107B (zh) * | 2019-02-25 | 2023-09-19 | 应用材料以色列公司 | 检测稀有随机缺陷的系统与方法 |
| US10990019B2 (en) * | 2019-04-09 | 2021-04-27 | Kla Corporation | Stochastic reticle defect dispositioning |
| KR102711823B1 (ko) * | 2019-07-03 | 2024-10-02 | 에이에스엠엘 네델란즈 비.브이. | 반도체 제조 공정에서 증착 모델을 적용하는 방법 |
| US12332573B2 (en) | 2019-09-05 | 2025-06-17 | Asml Netherlands B.V. | Method for determining defectiveness of pattern based on after development image |
| KR102812085B1 (ko) * | 2019-09-05 | 2025-05-23 | 에이에스엠엘 네델란즈 비.브이. | 현상 후 이미지에 기초하여 패턴의 결함이 있음을 결정하는 방법 |
| KR20220065769A (ko) * | 2019-09-25 | 2022-05-20 | 시놉시스, 인크. | 결함 확률 분포들 및 임계 치수 변동들에 기초한 리소그래피 개선 |
| CN114556218A (zh) * | 2019-10-16 | 2022-05-27 | 应用材料公司 | 光刻系统及形成图案的方法 |
| KR102850033B1 (ko) * | 2019-12-19 | 2025-08-22 | 삼성전자주식회사 | 광학 근접 보상 검증 방법 및 이를 포함하는 반도체 제조 방법 |
| KR20220133228A (ko) * | 2020-01-27 | 2022-10-04 | 램 리써치 코포레이션 | 반도체-제작 프로세스들을 위한 성능 예측기들 |
| WO2022040211A1 (en) * | 2020-08-17 | 2022-02-24 | Tokyo Electron Limited | Method for producing overlay results with absolute reference for semiconductor manufacturing |
| CN115885216A (zh) * | 2020-08-19 | 2023-03-31 | Asml荷兰有限公司 | 用于基于图像的图案选择的系统、产品和方法 |
| US11810284B2 (en) * | 2020-08-21 | 2023-11-07 | Kla Corporation | Unsupervised learning for repeater-defect detection |
| US11270054B1 (en) * | 2020-08-31 | 2022-03-08 | Siemens Industry Software Inc. | Method and system for calculating printed area metric indicative of stochastic variations of the lithographic process |
| KR20220093915A (ko) | 2020-12-28 | 2022-07-05 | 삼성전자주식회사 | 반도체 집적회로 레이아웃의 확률적 취약점 검출 방법 및 이를 수행하는 컴퓨터 시스템 |
| US11613114B2 (en) * | 2021-04-29 | 2023-03-28 | Lead Technologies, Inc. | Method, apparatus, and non-transitory computer-readable storage medium for altering a digital image for a printing job |
| US20230051330A1 (en) * | 2021-08-16 | 2023-02-16 | Applied Materials Inc. | Using defect models to estimate defect risk and optimize process recipes |
| KR20230028647A (ko) | 2021-08-20 | 2023-03-02 | 삼성전자주식회사 | Euv 리소그래피의 결함 예측 방법 및 이를 이용한 반도체 소자의 제조 방법 |
| US20230092729A1 (en) * | 2021-09-20 | 2023-03-23 | Kla Corporation | Semiconductor Profile Measurement Based On A Scanning Conditional Model |
| CN114861474B (zh) * | 2022-07-08 | 2022-10-04 | 西南交通大学 | 一种智能泵阀系统性能仿真处理方法及云计算服务系统 |
| US11966156B2 (en) * | 2022-08-16 | 2024-04-23 | Kla Corporation | Lithography mask repair by simulation of photoresist thickness evolution |
| US20250104214A1 (en) * | 2023-09-26 | 2025-03-27 | Kla Corporation | Method to calibrate, predict, and control stochastic defects in euv lithography |
Citations (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20120029858A1 (en) | 2010-07-30 | 2012-02-02 | Kla-Tencor Corporation | Dynamic care areas |
| US20160377561A1 (en) | 2015-05-28 | 2016-12-29 | Kla-Tencor Corporation | System and Method for Dynamic Care Area Generation on an Inspection Tool |
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| US5608526A (en) | 1995-01-19 | 1997-03-04 | Tencor Instruments | Focused beam spectroscopic ellipsometry method and system |
| 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 |
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| JP4351522B2 (ja) | 2003-11-28 | 2009-10-28 | 株式会社日立ハイテクノロジーズ | パターン欠陥検査装置およびパターン欠陥検査方法 |
| US7478019B2 (en) | 2005-01-26 | 2009-01-13 | Kla-Tencor Corporation | Multiple tool and structure analysis |
| JP5175577B2 (ja) * | 2008-02-18 | 2013-04-03 | 株式会社日立ハイテクノロジーズ | 集積回路パターンの欠陥検査方法、及びその装置 |
| US8589827B2 (en) | 2009-11-12 | 2013-11-19 | Kla-Tencor Corporation | Photoresist simulation |
| US8555210B2 (en) * | 2011-04-29 | 2013-10-08 | Micron Technology, Inc. | Systems and methods for stochastic models of mask process variability |
| US8504949B2 (en) * | 2011-07-26 | 2013-08-06 | Mentor Graphics Corporation | Hybrid hotspot detection |
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| US10769320B2 (en) * | 2012-12-18 | 2020-09-08 | Kla-Tencor Corporation | Integrated use of model-based metrology and a process model |
| US10101670B2 (en) * | 2013-03-27 | 2018-10-16 | Kla-Tencor Corporation | Statistical model-based metrology |
| US9098891B2 (en) | 2013-04-08 | 2015-08-04 | Kla-Tencor Corp. | Adaptive sampling for semiconductor inspection recipe creation, defect review, and metrology |
| US9875946B2 (en) * | 2013-04-19 | 2018-01-23 | Kla-Tencor Corporation | On-device metrology |
| US9383661B2 (en) * | 2013-08-10 | 2016-07-05 | Kla-Tencor Corporation | Methods and apparatus for determining focus |
| US10935893B2 (en) * | 2013-08-11 | 2021-03-02 | Kla-Tencor Corporation | Differential methods and apparatus for metrology of semiconductor targets |
| US9494853B2 (en) * | 2013-12-18 | 2016-11-15 | Cypress Semiconductor Corporation | Increasing lithographic depth of focus window using wafer topography |
| EP3105637A1 (en) | 2014-02-11 | 2016-12-21 | ASML Netherlands B.V. | Model for calculating a stochastic variation in an arbitrary pattern |
| US10747830B2 (en) * | 2014-11-21 | 2020-08-18 | Mesh Labs Inc. | Method and system for displaying electronic information |
| TWI620980B (zh) * | 2015-02-13 | 2018-04-11 | Asml荷蘭公司 | 影像對數斜率(ils)最佳化 |
| US10163733B2 (en) * | 2016-05-31 | 2018-12-25 | Taiwan Semiconductor Manufacturing Co., Ltd. | Method of extracting defects |
-
2017
- 2017-06-02 US US15/612,279 patent/US10474042B2/en active Active
-
2018
- 2018-03-16 JP JP2019552277A patent/JP7003150B2/ja active Active
- 2018-03-16 KR KR1020197030905A patent/KR102327900B1/ko active Active
- 2018-03-16 WO PCT/US2018/022769 patent/WO2018175213A1/en not_active Ceased
- 2018-03-21 TW TW107109574A patent/TWI751305B/zh active
Patent Citations (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20120029858A1 (en) | 2010-07-30 | 2012-02-02 | Kla-Tencor Corporation | Dynamic care areas |
| US20160377561A1 (en) | 2015-05-28 | 2016-12-29 | Kla-Tencor Corporation | System and Method for Dynamic Care Area Generation on an Inspection Tool |
Also Published As
| Publication number | Publication date |
|---|---|
| WO2018175213A1 (en) | 2018-09-27 |
| JP7003150B2 (ja) | 2022-01-20 |
| TW201841075A (zh) | 2018-11-16 |
| KR20190123352A (ko) | 2019-10-31 |
| US20180275523A1 (en) | 2018-09-27 |
| TWI751305B (zh) | 2022-01-01 |
| JP2020515077A (ja) | 2020-05-21 |
| US10474042B2 (en) | 2019-11-12 |
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