WO2021016144A1 - Automatic recipe optimization for overlay metrology system - Google Patents
Automatic recipe optimization for overlay metrology system Download PDFInfo
- Publication number
- WO2021016144A1 WO2021016144A1 PCT/US2020/042699 US2020042699W WO2021016144A1 WO 2021016144 A1 WO2021016144 A1 WO 2021016144A1 US 2020042699 W US2020042699 W US 2020042699W WO 2021016144 A1 WO2021016144 A1 WO 2021016144A1
- Authority
- WO
- WIPO (PCT)
- Prior art keywords
- overlay metrology
- overlay
- machine learning
- metrology system
- subsystem
- 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.)
- Ceased
Links
Classifications
-
- 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
- G01N21/9501—Semiconductor wafers
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
-
- 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
-
- 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
- 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
- G03F7/70491—Information management, e.g. software; Active and passive control, e.g. details of controlling exposure processes or exposure tool monitoring processes
- G03F7/705—Modelling or simulating from physical phenomena up to complete wafer processes or whole workflow in wafer productions
-
- 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
- G03F7/70633—Overlay, i.e. relative alignment between patterns printed by separate exposures in different layers, or in the same layer in multiple exposures or stitching
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/09—Supervised learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
- G06N20/10—Machine learning using kernel methods, e.g. support vector machines [SVM]
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
Definitions
- sample generally refers to a substrate formed of a semiconductor or non-semiconductor material (e.g., a wafer, or the like).
- a semiconductor or non-semiconductor material may include, but is not limited to, monocrystalline silicon, gallium arsenide, and indium phosphide.
- a sample may include one or more layers.
- such layers may include, but are not limited to, a resist, a dielectric material, a conductive material, and a semiconductive material.
- the overlay metrology subsystem 102 includes one or more detectors 128 configured to capture radiation (e.g., sample radiation 130) emanating from the sample 104 (e.g., an overlay target on the sample 104)through a collection pathway 132 and generate one or more overlay signals indicative of overlay of two or more layers of the sample 104.
- the collection pathway 132 may include multiple optical elements to direct and/or modify illumination collected by the objective lens 124 including, but not limited to one or more lenses 134, one or more filters, one or more polarizers, one or more beam blocks, or one or more beamsplitters.
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Software Systems (AREA)
- Data Mining & Analysis (AREA)
- Evolutionary Computation (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- Artificial Intelligence (AREA)
- Mathematical Physics (AREA)
- General Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Health & Medical Sciences (AREA)
- Computational Linguistics (AREA)
- Biophysics (AREA)
- Biomedical Technology (AREA)
- Molecular Biology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Business, Economics & Management (AREA)
- Pathology (AREA)
- Immunology (AREA)
- Biochemistry (AREA)
- Analytical Chemistry (AREA)
- Chemical & Material Sciences (AREA)
- Medical Informatics (AREA)
- Economics (AREA)
- Human Resources & Organizations (AREA)
- Strategic Management (AREA)
- Signal Processing (AREA)
- Game Theory and Decision Science (AREA)
- Tourism & Hospitality (AREA)
- Quality & Reliability (AREA)
- Operations Research (AREA)
- Marketing (AREA)
- Entrepreneurship & Innovation (AREA)
- General Business, Economics & Management (AREA)
- Development Economics (AREA)
- Exposure And Positioning Against Photoresist Photosensitive Materials (AREA)
- Testing Or Measuring Of Semiconductors Or The Like (AREA)
Priority Applications (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| KR1020227004733A KR102630494B1 (ko) | 2019-07-23 | 2020-07-20 | 오버레이 계측 시스템을 위한 자동 레시피 최적화 |
| CN202080052179.9A CN114514542B (zh) | 2019-07-23 | 2020-07-20 | 用于重叠计量学系统的自动配方优化 |
| JP2022503926A JP7369851B2 (ja) | 2019-07-23 | 2020-07-20 | オーバーレイ計測システム用の自動レシピ最適化 |
Applications Claiming Priority (4)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201962877397P | 2019-07-23 | 2019-07-23 | |
| US62/877,397 | 2019-07-23 | ||
| US16/919,378 | 2020-07-02 | ||
| US16/919,378 US11340060B2 (en) | 2019-07-23 | 2020-07-02 | Automatic recipe optimization for overlay metrology system |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| WO2021016144A1 true WO2021016144A1 (en) | 2021-01-28 |
Family
ID=74189904
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| PCT/US2020/042699 Ceased WO2021016144A1 (en) | 2019-07-23 | 2020-07-20 | Automatic recipe optimization for overlay metrology system |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US11340060B2 (https=) |
| JP (1) | JP7369851B2 (https=) |
| KR (1) | KR102630494B1 (https=) |
| CN (1) | CN114514542B (https=) |
| TW (1) | TWI821585B (https=) |
| WO (1) | WO2021016144A1 (https=) |
Families Citing this family (13)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| TWI740529B (zh) * | 2020-06-05 | 2021-09-21 | 財團法人資訊工業策進會 | 分層建模之方法及系統 |
| US12430401B2 (en) * | 2020-09-08 | 2025-09-30 | Wisconsin Alumni Research Foundation | System for automatic error estimate correction for a machine learning model |
| US12250503B2 (en) * | 2020-12-24 | 2025-03-11 | Applied Materials Israel Ltd. | Prediction of electrical properties of a semiconductor specimen |
| TW202400966A (zh) * | 2022-03-21 | 2024-01-01 | 美商艾拉奇公司 | 用於繞射式覆蓋的外差式光學相位測量裝置 |
| KR102519813B1 (ko) | 2022-10-17 | 2023-04-11 | (주)오로스테크놀로지 | 오버레이 계측 장치 및 방법과 이를 위한 시스템 및 프로그램 |
| KR102546552B1 (ko) | 2022-11-14 | 2023-06-22 | (주)오로스테크놀로지 | 오버레이 계측 장치의 동작을 제어하는 데이터를 저장하기 위한 데이터 구조를 기록한 컴퓨터 판독 가능 저장 매체 및 이를 위한 오버레이 계측 장치 |
| KR102560241B1 (ko) | 2022-11-14 | 2023-07-28 | (주)오로스테크놀로지 | 딥러닝 기반 오버레이 키 센터링 시스템 및 그 방법 |
| US20240210916A1 (en) * | 2022-12-22 | 2024-06-27 | Applied Materials, Inc. | Machine and deep learning techniques for predicting ecological efficiency in substrate processing |
| KR102936585B1 (ko) | 2023-05-08 | 2026-03-09 | 삼성전자주식회사 | 다중 피크 포커스를 가진 웨이퍼에서의 포커스 최적화 방식 |
| US12615990B2 (en) * | 2023-07-19 | 2026-04-28 | Tokyo Electron Limited | Integrated metrology for process controls in wafer bonding system |
| KR102882312B1 (ko) | 2023-08-23 | 2025-11-06 | (주) 오로스테크놀로지 | 오버레이 계측 장치 및 방법 |
| KR102738956B1 (ko) * | 2023-10-31 | 2024-12-06 | (주)오로스 테크놀로지 | 오버레이 계측 방법 및 오버레이 계측 시스템 |
| US20260064014A1 (en) * | 2024-09-04 | 2026-03-05 | Kla Corporation | System and method for target centering detection in overlay metrology |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20060064280A1 (en) * | 2004-09-21 | 2006-03-23 | Timbre Technologies, Inc. | Optical metrology model optimization based on goals |
| US20090063076A1 (en) * | 2007-08-30 | 2009-03-05 | Tokyo Electron Limited | Determining profile parameters of a structure using approximation and fine diffraction models in optical metrology |
| US20150323316A1 (en) * | 2014-05-09 | 2015-11-12 | Kla-Tencor Corporation | Signal Response Metrology For Scatterometry Based Overlay Measurements |
| WO2016096309A1 (en) * | 2014-12-15 | 2016-06-23 | Asml Netherlands B.V. | Optimization based on machine learning |
| US20170109646A1 (en) * | 2014-11-25 | 2017-04-20 | Stream Mosaic, Inc. | Process control techniques for semiconductor manufacturing processes |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| US7525673B2 (en) | 2006-07-10 | 2009-04-28 | Tokyo Electron Limited | Optimizing selected variables of an optical metrology system |
| US8396582B2 (en) * | 2008-03-08 | 2013-03-12 | Tokyo Electron Limited | Method and apparatus for self-learning and self-improving a semiconductor manufacturing tool |
| US7742889B2 (en) | 2008-03-27 | 2010-06-22 | Tokyo Electron Limited | Designing an optical metrology system optimized with signal criteria |
| US7761178B2 (en) | 2008-06-18 | 2010-07-20 | Tokyo Electron Limited | Automated process control using an optical metrology system optimized with design goals |
| DE102009006887B3 (de) * | 2009-01-30 | 2010-07-15 | Advanced Micro Devices, Inc., Sunnyvale | Verfahren und System zur Halbleiterprozesssteuerung und Überwachung unter Anwendung eines Datenqualitätsmaßes |
| US8577820B2 (en) | 2011-03-04 | 2013-11-05 | Tokyo Electron Limited | Accurate and fast neural network training for library-based critical dimension (CD) metrology |
| EP3779598B1 (en) * | 2011-04-06 | 2022-12-21 | Kla-Tencor Corporation | Method for providing a set of process tool correctables |
| US20130110477A1 (en) | 2011-10-31 | 2013-05-02 | Stilian Pandev | Process variation-based model optimization for metrology |
| US10255385B2 (en) | 2012-03-28 | 2019-04-09 | Kla-Tencor Corporation | Model optimization approach based on spectral sensitivity |
| US9490182B2 (en) | 2013-12-23 | 2016-11-08 | Kla-Tencor Corporation | Measurement of multiple patterning parameters |
| US10152654B2 (en) * | 2014-02-20 | 2018-12-11 | Kla-Tencor Corporation | Signal response metrology for image based overlay measurements |
| US10210606B2 (en) * | 2014-10-14 | 2019-02-19 | Kla-Tencor Corporation | Signal response metrology for image based and scatterometry overlay measurements |
| US9710728B2 (en) * | 2014-10-28 | 2017-07-18 | Kla-Tencor Corporation | Image based signal response metrology |
| KR102521159B1 (ko) * | 2014-11-25 | 2023-04-13 | 피디에프 솔루션즈, 인코포레이티드 | 반도체 제조 공정을 위한 개선된 공정 제어 기술 |
| US9903711B2 (en) * | 2015-04-06 | 2018-02-27 | KLA—Tencor Corporation | Feed forward of metrology data in a metrology system |
| US10360477B2 (en) | 2016-01-11 | 2019-07-23 | Kla-Tencor Corp. | Accelerating semiconductor-related computations using learning based models |
| CN116936393B (zh) * | 2016-02-24 | 2024-12-20 | 科磊股份有限公司 | 光学计量的准确度提升 |
| KR102334937B1 (ko) * | 2016-10-21 | 2021-12-03 | 에이에스엠엘 네델란즈 비.브이. | 패터닝 프로세스용 보정 결정 방법 |
| US10732516B2 (en) * | 2017-03-01 | 2020-08-04 | Kla Tencor Corporation | Process robust overlay metrology based on optical scatterometry |
| US10395362B2 (en) * | 2017-04-07 | 2019-08-27 | Kla-Tencor Corp. | Contour based defect detection |
| US11275361B2 (en) * | 2017-06-30 | 2022-03-15 | Kla-Tencor Corporation | Systems and methods for predicting defects and critical dimension using deep learning in the semiconductor manufacturing process |
| US10401738B2 (en) * | 2017-08-02 | 2019-09-03 | Kla-Tencor Corporation | Overlay metrology using multiple parameter configurations |
-
2020
- 2020-07-02 US US16/919,378 patent/US11340060B2/en active Active
- 2020-07-20 JP JP2022503926A patent/JP7369851B2/ja active Active
- 2020-07-20 WO PCT/US2020/042699 patent/WO2021016144A1/en not_active Ceased
- 2020-07-20 CN CN202080052179.9A patent/CN114514542B/zh active Active
- 2020-07-20 KR KR1020227004733A patent/KR102630494B1/ko active Active
- 2020-07-21 TW TW109124568A patent/TWI821585B/zh active
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20060064280A1 (en) * | 2004-09-21 | 2006-03-23 | Timbre Technologies, Inc. | Optical metrology model optimization based on goals |
| US20090063076A1 (en) * | 2007-08-30 | 2009-03-05 | Tokyo Electron Limited | Determining profile parameters of a structure using approximation and fine diffraction models in optical metrology |
| US20150323316A1 (en) * | 2014-05-09 | 2015-11-12 | Kla-Tencor Corporation | Signal Response Metrology For Scatterometry Based Overlay Measurements |
| US20170109646A1 (en) * | 2014-11-25 | 2017-04-20 | Stream Mosaic, Inc. | Process control techniques for semiconductor manufacturing processes |
| WO2016096309A1 (en) * | 2014-12-15 | 2016-06-23 | Asml Netherlands B.V. | Optimization based on machine learning |
Also Published As
| Publication number | Publication date |
|---|---|
| US20210025695A1 (en) | 2021-01-28 |
| CN114514542B (zh) | 2023-03-21 |
| TW202120888A (zh) | 2021-06-01 |
| JP7369851B2 (ja) | 2023-10-26 |
| KR20220038707A (ko) | 2022-03-29 |
| CN114514542A (zh) | 2022-05-17 |
| TWI821585B (zh) | 2023-11-11 |
| KR102630494B1 (ko) | 2024-01-29 |
| JP2022542557A (ja) | 2022-10-05 |
| US11340060B2 (en) | 2022-05-24 |
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