KR102438824B1 - 3차원 반도체 구조체들의 검사를 위한 결함 발견 및 레시피 최적화 - Google Patents
3차원 반도체 구조체들의 검사를 위한 결함 발견 및 레시피 최적화 Download PDFInfo
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- KR102438824B1 KR102438824B1 KR1020197017165A KR20197017165A KR102438824B1 KR 102438824 B1 KR102438824 B1 KR 102438824B1 KR 1020197017165 A KR1020197017165 A KR 1020197017165A KR 20197017165 A KR20197017165 A KR 20197017165A KR 102438824 B1 KR102438824 B1 KR 102438824B1
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- 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
- G01N21/9505—Wafer internal defects, e.g. microcracks
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- 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
- 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
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N23/00—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00
- G01N23/02—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00 by transmitting the radiation through the material
- G01N23/04—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00 by transmitting the radiation through the material and forming images of the material
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R31/00—Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
- G01R31/28—Testing of electronic circuits, e.g. by signal tracer
- G01R31/282—Testing of electronic circuits specially adapted for particular applications not provided for elsewhere
- G01R31/2831—Testing of materials or semi-finished products, e.g. semiconductor wafers or substrates
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R31/00—Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
- G01R31/28—Testing of electronic circuits, e.g. by signal tracer
- G01R31/302—Contactless testing
- G01R31/308—Contactless testing using non-ionising electromagnetic radiation, e.g. optical radiation
- G01R31/311—Contactless testing using non-ionising electromagnetic radiation, e.g. optical radiation of integrated circuits
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/0002—Inspection of images, e.g. flaw detection
- G06T7/0004—Industrial image inspection
- G06T7/001—Industrial image inspection using an image reference approach
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- 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
- G01N21/01—Arrangements or apparatus for facilitating the optical investigation
- G01N2021/0106—General arrangement of respective parts
- G01N2021/0118—Apparatus with remote processing
- G01N2021/0137—Apparatus with remote processing with PC or the like
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- 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
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- 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
- G01N2021/8887—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 based on image processing techniques
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2223/00—Investigating materials by wave or particle radiation
- G01N2223/60—Specific applications or type of materials
- G01N2223/646—Specific applications or type of materials flaws, defects
- G01N2223/6462—Specific applications or type of materials flaws, defects microdefects
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/10—Image acquisition modality
- G06T2207/10056—Microscopic image
- G06T2207/10061—Microscopic image from scanning electron microscope
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20081—Training; Learning
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20084—Artificial neural networks [ANN]
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30108—Industrial image inspection
- G06T2207/30148—Semiconductor; IC; Wafer
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- Physics & Mathematics (AREA)
- Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- Biochemistry (AREA)
- Analytical Chemistry (AREA)
- General Health & Medical Sciences (AREA)
- Chemical & Material Sciences (AREA)
- Immunology (AREA)
- Pathology (AREA)
- Life Sciences & Earth Sciences (AREA)
- Computer Vision & Pattern Recognition (AREA)
- General Engineering & Computer Science (AREA)
- Quality & Reliability (AREA)
- Theoretical Computer Science (AREA)
- Computer Hardware Design (AREA)
- Microelectronics & Electronic Packaging (AREA)
- Electromagnetism (AREA)
- Toxicology (AREA)
- Testing Or Measuring Of Semiconductors Or The Like (AREA)
- Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)
- Analysing Materials By The Use Of Radiation (AREA)
Applications Claiming Priority (7)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201662427973P | 2016-11-30 | 2016-11-30 | |
| US201662427917P | 2016-11-30 | 2016-11-30 | |
| US62/427,973 | 2016-11-30 | ||
| US62/427,917 | 2016-11-30 | ||
| US15/826,019 US11047806B2 (en) | 2016-11-30 | 2017-11-29 | Defect discovery and recipe optimization for inspection of three-dimensional semiconductor structures |
| US15/826,019 | 2017-11-29 | ||
| PCT/US2017/064040 WO2018102596A2 (en) | 2016-11-30 | 2017-11-30 | Defect discovery and recipe optimization for inspection of three-dimensional semiconductor structures |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| KR20190082911A KR20190082911A (ko) | 2019-07-10 |
| KR102438824B1 true KR102438824B1 (ko) | 2022-08-31 |
Family
ID=62190747
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| KR1020197017165A Active KR102438824B1 (ko) | 2016-11-30 | 2017-11-30 | 3차원 반도체 구조체들의 검사를 위한 결함 발견 및 레시피 최적화 |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US11047806B2 (enExample) |
| JP (1) | JP7080884B2 (enExample) |
| KR (1) | KR102438824B1 (enExample) |
| CN (1) | CN109964116B (enExample) |
| TW (1) | TWI774708B (enExample) |
| WO (1) | WO2018102596A2 (enExample) |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| KR102758058B1 (ko) | 2024-03-12 | 2025-02-04 | 주식회사 인터엑스 | 공정 환경 요인을 고려한 생산 레시피 최적화 방법 |
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| KR20180128647A (ko) * | 2017-05-24 | 2018-12-04 | 삼성전자주식회사 | 광학 측정 방법 및 장치, 및 이를 이용한 반도체 장치의 제조 방법 |
| KR102037748B1 (ko) * | 2017-12-06 | 2019-11-29 | 에스케이실트론 주식회사 | 웨이퍼의 결함 영역을 평가하는 방법 |
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| TWI787296B (zh) * | 2018-06-29 | 2022-12-21 | 由田新技股份有限公司 | 光學檢測方法、光學檢測裝置及光學檢測系統 |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| KR102758058B1 (ko) | 2024-03-12 | 2025-02-04 | 주식회사 인터엑스 | 공정 환경 요인을 고려한 생산 레시피 최적화 방법 |
| KR102794509B1 (ko) | 2024-03-12 | 2025-04-16 | 주식회사 인터엑스 | 공정 환경 요인을 고려한 생산 레시피 최적화 시스템 |
| KR102804389B1 (ko) | 2024-03-12 | 2025-05-14 | 주식회사 인터엑스 | 수집한 환경 요인을 제품 생산 레시피의 구성요소로 활용 및 군집 분석 가능한 생산 레시피 최적화 방법 |
| KR102804388B1 (ko) | 2024-03-12 | 2025-05-14 | 주식회사 인터엑스 | 생산 레시피를 계절 또는 날씨의 변화에 대응 가능하게 최적화시킬 수 있는 생산 레시피 최적화 방법 |
Also Published As
| Publication number | Publication date |
|---|---|
| TW201833539A (zh) | 2018-09-16 |
| WO2018102596A3 (en) | 2018-07-26 |
| KR20190082911A (ko) | 2019-07-10 |
| CN109964116B (zh) | 2022-05-17 |
| JP7080884B2 (ja) | 2022-06-06 |
| WO2018102596A2 (en) | 2018-06-07 |
| JP2020501358A (ja) | 2020-01-16 |
| US11047806B2 (en) | 2021-06-29 |
| CN109964116A (zh) | 2019-07-02 |
| US20180149603A1 (en) | 2018-05-31 |
| TWI774708B (zh) | 2022-08-21 |
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