CN113039632B - 使用实验设计及响应表面模型的工艺优化 - Google Patents
使用实验设计及响应表面模型的工艺优化 Download PDFInfo
- Publication number
- CN113039632B CN113039632B CN201980073210.4A CN201980073210A CN113039632B CN 113039632 B CN113039632 B CN 113039632B CN 201980073210 A CN201980073210 A CN 201980073210A CN 113039632 B CN113039632 B CN 113039632B
- Authority
- CN
- China
- Prior art keywords
- candidates
- processor
- metrology tool
- metrology
- tool
- 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
- 230000004044 response Effects 0.000 title claims abstract description 119
- 238000005457 optimization Methods 0.000 title description 10
- 238000013401 experimental design Methods 0.000 title description 3
- 238000005259 measurement Methods 0.000 claims abstract description 36
- 238000000034 method Methods 0.000 claims description 89
- 239000004065 semiconductor Substances 0.000 claims description 42
- 230000000694 effects Effects 0.000 claims description 27
- 238000000540 analysis of variance Methods 0.000 claims description 16
- 238000004891 communication Methods 0.000 claims description 5
- 235000012431 wafers Nutrition 0.000 description 38
- 230000003287 optical effect Effects 0.000 description 36
- 230000008569 process Effects 0.000 description 28
- 238000001514 detection method Methods 0.000 description 26
- 238000005286 illumination Methods 0.000 description 20
- 238000013461 design Methods 0.000 description 19
- 238000004519 manufacturing process Methods 0.000 description 15
- 238000007689 inspection Methods 0.000 description 13
- 238000013400 design of experiment Methods 0.000 description 11
- 230000003993 interaction Effects 0.000 description 11
- 230000006870 function Effects 0.000 description 10
- 238000003384 imaging method Methods 0.000 description 10
- 238000012360 testing method Methods 0.000 description 10
- 238000013459 approach Methods 0.000 description 9
- 239000002131 composite material Substances 0.000 description 9
- 238000002474 experimental method Methods 0.000 description 9
- 102000003712 Complement factor B Human genes 0.000 description 8
- 108090000056 Complement factor B Proteins 0.000 description 8
- 238000013500 data storage Methods 0.000 description 8
- 230000005540 biological transmission Effects 0.000 description 6
- 230000008859 change Effects 0.000 description 6
- 230000007547 defect Effects 0.000 description 5
- 230000009021 linear effect Effects 0.000 description 5
- 238000003860 storage Methods 0.000 description 5
- 238000012795 verification Methods 0.000 description 5
- 230000007423 decrease Effects 0.000 description 4
- 238000012545 processing Methods 0.000 description 4
- 230000035945 sensitivity Effects 0.000 description 4
- 230000003595 spectral effect Effects 0.000 description 4
- 238000004458 analytical method Methods 0.000 description 3
- 238000011284 combination treatment Methods 0.000 description 3
- 238000013383 initial experiment Methods 0.000 description 3
- 230000010287 polarization Effects 0.000 description 3
- 238000013442 quality metrics Methods 0.000 description 3
- 230000009467 reduction Effects 0.000 description 3
- 239000000126 substance Substances 0.000 description 3
- 238000012935 Averaging Methods 0.000 description 2
- 238000004364 calculation method Methods 0.000 description 2
- 238000012937 correction Methods 0.000 description 2
- 238000003745 diagnosis Methods 0.000 description 2
- 229920002120 photoresistant polymer Polymers 0.000 description 2
- 230000002829 reductive effect Effects 0.000 description 2
- 238000005070 sampling Methods 0.000 description 2
- 238000010200 validation analysis Methods 0.000 description 2
- 235000006719 Cassia obtusifolia Nutrition 0.000 description 1
- 235000014552 Cassia tora Nutrition 0.000 description 1
- 244000201986 Cassia tora Species 0.000 description 1
- 241000196324 Embryophyta Species 0.000 description 1
- 238000001134 F-test Methods 0.000 description 1
- 230000002411 adverse Effects 0.000 description 1
- 230000004075 alteration Effects 0.000 description 1
- 238000003491 array Methods 0.000 description 1
- 230000000903 blocking effect Effects 0.000 description 1
- 238000003776 cleavage reaction Methods 0.000 description 1
- 238000013480 data collection Methods 0.000 description 1
- 230000003247 decreasing effect Effects 0.000 description 1
- 230000008021 deposition Effects 0.000 description 1
- 238000000151 deposition Methods 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 238000010894 electron beam technology Methods 0.000 description 1
- 238000005530 etching Methods 0.000 description 1
- 238000009499 grossing Methods 0.000 description 1
- 230000010354 integration Effects 0.000 description 1
- 238000005468 ion implantation Methods 0.000 description 1
- 238000010884 ion-beam technique Methods 0.000 description 1
- 230000000670 limiting effect Effects 0.000 description 1
- 238000007726 management method Methods 0.000 description 1
- 239000003550 marker Substances 0.000 description 1
- 238000013178 mathematical model Methods 0.000 description 1
- 239000000203 mixture Substances 0.000 description 1
- 238000000206 photolithography Methods 0.000 description 1
- 238000005498 polishing Methods 0.000 description 1
- 238000003908 quality control method Methods 0.000 description 1
- 230000010076 replication Effects 0.000 description 1
- 238000011160 research Methods 0.000 description 1
- 230000000284 resting effect Effects 0.000 description 1
- 230000007017 scission Effects 0.000 description 1
- 238000012216 screening Methods 0.000 description 1
- 230000003068 static effect Effects 0.000 description 1
- 238000013179 statistical model Methods 0.000 description 1
- 238000011282 treatment Methods 0.000 description 1
- 230000000007 visual effect Effects 0.000 description 1
Images
Classifications
-
- 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
-
- 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
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/04—Programme control other than numerical control, i.e. in sequence controllers or logic controllers
- G05B19/042—Programme control other than numerical control, i.e. in sequence controllers or logic controllers using digital processors
-
- 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
-
- 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
-
- 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
- H01L22/34—Circuits for electrically characterising or monitoring manufacturing processes, e. g. whole test die, wafers filled with test structures, on-board-devices incorporated on each die, process control monitors or pad structures thereof, devices in scribe line
-
- 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
- G05B2219/00—Program-control systems
- G05B2219/30—Nc systems
- G05B2219/45—Nc applications
- G05B2219/45031—Manufacturing semiconductor wafers
Landscapes
- Engineering & Computer Science (AREA)
- Manufacturing & Machinery (AREA)
- Computer Hardware Design (AREA)
- Microelectronics & Electronic Packaging (AREA)
- Power Engineering (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- Condensed Matter Physics & Semiconductors (AREA)
- Testing Or Measuring Of Semiconductors Or The Like (AREA)
- Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)
- Length Measuring Devices By Optical Means (AREA)
Applications Claiming Priority (5)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US201862770647P | 2018-11-21 | 2018-11-21 | |
US62/770,647 | 2018-11-21 | ||
US16/594,845 | 2019-10-07 | ||
US16/594,845 US11062928B2 (en) | 2019-10-07 | 2019-10-07 | Process optimization using design of experiments and response surface models |
PCT/US2019/062308 WO2020106784A1 (en) | 2018-11-21 | 2019-11-20 | Process optimization using design of experiments and response surface models |
Publications (2)
Publication Number | Publication Date |
---|---|
CN113039632A CN113039632A (zh) | 2021-06-25 |
CN113039632B true CN113039632B (zh) | 2022-03-25 |
Family
ID=70774217
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201980073210.4A Active CN113039632B (zh) | 2018-11-21 | 2019-11-20 | 使用实验设计及响应表面模型的工艺优化 |
Country Status (6)
Country | Link |
---|---|
JP (1) | JP7329597B2 (ja) |
KR (1) | KR102548663B1 (ja) |
CN (1) | CN113039632B (ja) |
IL (1) | IL282726B1 (ja) |
SG (1) | SG11202104655QA (ja) |
WO (1) | WO2020106784A1 (ja) |
Families Citing this family (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP7496498B2 (ja) | 2020-08-27 | 2024-06-07 | パナソニックIpマネジメント株式会社 | 情報処理方法、プログラム、および情報処理装置 |
JP7496497B2 (ja) | 2020-08-27 | 2024-06-07 | パナソニックIpマネジメント株式会社 | 情報処理方法、プログラム、および情報処理装置 |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20050246044A1 (en) * | 2004-04-28 | 2005-11-03 | International Business Machines Corporation | System and method for optimizing metrology sampling in apc applications |
US20060009872A1 (en) * | 2004-07-08 | 2006-01-12 | Timbre Technologies, Inc. | Optical metrology model optimization for process control |
CN105580123A (zh) * | 2013-08-23 | 2016-05-11 | 科磊股份有限公司 | 多模型计量 |
CN108701625A (zh) * | 2016-02-24 | 2018-10-23 | 科磊股份有限公司 | 光学计量的准确度提升 |
Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US7269526B2 (en) * | 2005-05-04 | 2007-09-11 | Hitachi Global Storage Technologies Netherlands B.V. | Aggregated run-to-run process control for wafer yield optimization |
JP2007285906A (ja) | 2006-04-18 | 2007-11-01 | Hitachi High-Technologies Corp | 荷電粒子線システム、および測定パラメータ設定方法 |
US9076827B2 (en) * | 2010-09-14 | 2015-07-07 | Applied Materials, Inc. | Transfer chamber metrology for improved device yield |
US20140214192A1 (en) * | 2013-01-25 | 2014-07-31 | Dmo Systems Limited | Apparatus For Design-Based Manufacturing Optimization In Semiconductor Fab |
US9255877B2 (en) | 2013-05-21 | 2016-02-09 | Kla-Tencor Corporation | Metrology system optimization for parameter tracking |
-
2019
- 2019-11-20 KR KR1020217019000A patent/KR102548663B1/ko active IP Right Grant
- 2019-11-20 SG SG11202104655QA patent/SG11202104655QA/en unknown
- 2019-11-20 CN CN201980073210.4A patent/CN113039632B/zh active Active
- 2019-11-20 IL IL282726A patent/IL282726B1/en unknown
- 2019-11-20 WO PCT/US2019/062308 patent/WO2020106784A1/en active Application Filing
- 2019-11-20 JP JP2021528440A patent/JP7329597B2/ja active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20050246044A1 (en) * | 2004-04-28 | 2005-11-03 | International Business Machines Corporation | System and method for optimizing metrology sampling in apc applications |
US20060009872A1 (en) * | 2004-07-08 | 2006-01-12 | Timbre Technologies, Inc. | Optical metrology model optimization for process control |
CN105580123A (zh) * | 2013-08-23 | 2016-05-11 | 科磊股份有限公司 | 多模型计量 |
CN108701625A (zh) * | 2016-02-24 | 2018-10-23 | 科磊股份有限公司 | 光学计量的准确度提升 |
Also Published As
Publication number | Publication date |
---|---|
IL282726B1 (en) | 2024-09-01 |
WO2020106784A1 (en) | 2020-05-28 |
KR102548663B1 (ko) | 2023-06-27 |
SG11202104655QA (en) | 2021-06-29 |
IL282726A (en) | 2021-06-30 |
KR20210080585A (ko) | 2021-06-30 |
JP2022507871A (ja) | 2022-01-18 |
JP7329597B2 (ja) | 2023-08-18 |
CN113039632A (zh) | 2021-06-25 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
TWI751376B (zh) | 識別在一晶圓上偵測到之缺陷中之損害及所關注缺陷 | |
EP3548971B1 (en) | Overlay control with non-zero offset prediction | |
US10964016B2 (en) | Combining simulation and optical microscopy to determine inspection mode | |
TWI778264B (zh) | 設計為基礎之對準之效能監控 | |
US11010886B2 (en) | Systems and methods for automatic correction of drift between inspection and design for massive pattern searching | |
CN113039632B (zh) | 使用实验设计及响应表面模型的工艺优化 | |
US11710227B2 (en) | Design-to-wafer image correlation by combining information from multiple collection channels | |
CN110494741B (zh) | 用于从所制造组件识别的图案缺陷的系统性及随机性表征的系统、方法及计算机程序产品 | |
US11615993B2 (en) | Clustering sub-care areas based on noise characteristics | |
US11062928B2 (en) | Process optimization using design of experiments and response surface models | |
KR102506719B1 (ko) | 변조된 웨이퍼의 감도를 튜닝하고 변조된 웨이퍼에 대한 프로세스 윈도우를 결정하는 시스템, 방법 및 비일시적 컴퓨터 판독 가능 매체 | |
CN115280479B (zh) | 使用检验工具以确定用于样本的类计量的信息 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |