SG11202009818PA - Raman spectroscopy and machine learning for quality control - Google Patents
Raman spectroscopy and machine learning for quality controlInfo
- Publication number
- SG11202009818PA SG11202009818PA SG11202009818PA SG11202009818PA SG11202009818PA SG 11202009818P A SG11202009818P A SG 11202009818PA SG 11202009818P A SG11202009818P A SG 11202009818PA SG 11202009818P A SG11202009818P A SG 11202009818PA SG 11202009818P A SG11202009818P A SG 11202009818PA
- Authority
- SG
- Singapore
- Prior art keywords
- machine learning
- quality control
- raman spectroscopy
- raman
- spectroscopy
- Prior art date
Links
- 238000001069 Raman spectroscopy Methods 0.000 title 1
- 238000010801 machine learning Methods 0.000 title 1
- 238000003908 quality control method Methods 0.000 title 1
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
- G01N21/956—Inspecting patterns on the surface of objects
- G01N21/95607—Inspecting patterns on the surface of objects using a comparative method
-
- 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
- G01N21/62—Systems in which the material investigated is excited whereby it emits light or causes a change in wavelength of the incident light
- G01N21/63—Systems in which the material investigated is excited whereby it emits light or causes a change in wavelength of the incident light optically excited
- G01N21/65—Raman scattering
-
- C—CHEMISTRY; METALLURGY
- C08—ORGANIC MACROMOLECULAR COMPOUNDS; THEIR PREPARATION OR CHEMICAL WORKING-UP; COMPOSITIONS BASED THEREON
- C08L—COMPOSITIONS OF MACROMOLECULAR COMPOUNDS
- C08L23/00—Compositions of homopolymers or copolymers of unsaturated aliphatic hydrocarbons having only one carbon-to-carbon double bond; Compositions of derivatives of such polymers
- C08L23/02—Compositions of homopolymers or copolymers of unsaturated aliphatic hydrocarbons having only one carbon-to-carbon double bond; Compositions of derivatives of such polymers not modified by chemical after-treatment
- C08L23/04—Homopolymers or copolymers of ethene
- C08L23/08—Copolymers of ethene
- C08L23/0807—Copolymers of ethene with unsaturated hydrocarbons only containing more than three carbon atoms
- C08L23/0815—Copolymers of ethene with aliphatic 1-olefins
-
- C—CHEMISTRY; METALLURGY
- C08—ORGANIC MACROMOLECULAR COMPOUNDS; THEIR PREPARATION OR CHEMICAL WORKING-UP; COMPOSITIONS BASED THEREON
- C08L—COMPOSITIONS OF MACROMOLECULAR COMPOUNDS
- C08L23/00—Compositions of homopolymers or copolymers of unsaturated aliphatic hydrocarbons having only one carbon-to-carbon double bond; Compositions of derivatives of such polymers
- C08L23/02—Compositions of homopolymers or copolymers of unsaturated aliphatic hydrocarbons having only one carbon-to-carbon double bond; Compositions of derivatives of such polymers not modified by chemical after-treatment
- C08L23/10—Homopolymers or copolymers of propene
- C08L23/12—Polypropene
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
- G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
- G01J3/28—Investigating the spectrum
- G01J3/44—Raman spectrometry; Scattering spectrometry ; Fluorescence spectrometry
- G01J3/4412—Scattering spectrometry
-
- 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
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
- G06N20/20—Ensemble learning
-
- C—CHEMISTRY; METALLURGY
- C08—ORGANIC MACROMOLECULAR COMPOUNDS; THEIR PREPARATION OR CHEMICAL WORKING-UP; COMPOSITIONS BASED THEREON
- C08L—COMPOSITIONS OF MACROMOLECULAR COMPOUNDS
- C08L2203/00—Applications
- C08L2203/10—Applications used for bottles
-
- C—CHEMISTRY; METALLURGY
- C08—ORGANIC MACROMOLECULAR COMPOUNDS; THEIR PREPARATION OR CHEMICAL WORKING-UP; COMPOSITIONS BASED THEREON
- C08L—COMPOSITIONS OF MACROMOLECULAR COMPOUNDS
- C08L2205/00—Polymer mixtures characterised by other features
- C08L2205/02—Polymer mixtures characterised by other features containing two or more polymers of the same C08L -group
- C08L2205/025—Polymer mixtures characterised by other features containing two or more polymers of the same C08L -group containing two or more polymers of the same hierarchy C08L, and differing only in parameters such as density, comonomer content, molecular weight, structure
-
- 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
- G01N2021/8411—Application to online plant, process monitoring
- G01N2021/8416—Application to online plant, process monitoring and process controlling, not otherwise provided for
-
- 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
- G01N21/95607—Inspecting patterns on the surface of objects using a comparative method
- G01N2021/95615—Inspecting patterns on the surface of objects using a comparative method with stored comparision signal
Landscapes
- Physics & Mathematics (AREA)
- Chemical & Material Sciences (AREA)
- Health & Medical Sciences (AREA)
- General Physics & Mathematics (AREA)
- Immunology (AREA)
- Pathology (AREA)
- Life Sciences & Earth Sciences (AREA)
- Analytical Chemistry (AREA)
- Biochemistry (AREA)
- General Health & Medical Sciences (AREA)
- Engineering & Computer Science (AREA)
- Spectroscopy & Molecular Physics (AREA)
- Software Systems (AREA)
- Theoretical Computer Science (AREA)
- Medicinal Chemistry (AREA)
- Polymers & Plastics (AREA)
- Chemical Kinetics & Catalysis (AREA)
- Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
- Organic Chemistry (AREA)
- Computing Systems (AREA)
- Evolutionary Computation (AREA)
- Data Mining & Analysis (AREA)
- Medical Informatics (AREA)
- General Engineering & Computer Science (AREA)
- Mathematical Physics (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Artificial Intelligence (AREA)
- Investigating, Analyzing Materials By Fluorescence Or Luminescence (AREA)
- Investigating Or Analysing Materials By Optical Means (AREA)
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US201862653791P | 2018-04-06 | 2018-04-06 | |
PCT/US2019/026073 WO2019195737A1 (en) | 2018-04-06 | 2019-04-05 | Raman spectroscopy and machine learning for quality control |
Publications (1)
Publication Number | Publication Date |
---|---|
SG11202009818PA true SG11202009818PA (en) | 2020-11-27 |
Family
ID=68098054
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
SG11202009818PA SG11202009818PA (en) | 2018-04-06 | 2019-04-05 | Raman spectroscopy and machine learning for quality control |
Country Status (10)
Country | Link |
---|---|
US (1) | US10955362B2 (ko) |
EP (1) | EP3775759A4 (ko) |
JP (1) | JP7053946B2 (ko) |
KR (1) | KR102282867B1 (ko) |
CN (1) | CN112513561B (ko) |
BR (1) | BR112020020417A2 (ko) |
CA (1) | CA3095905C (ko) |
MX (1) | MX2020010504A (ko) |
SG (1) | SG11202009818PA (ko) |
WO (1) | WO2019195737A1 (ko) |
Families Citing this family (10)
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EP3764252A4 (en) | 2018-03-09 | 2021-12-01 | Showa Denko K.K. | DEVICE FOR PREDICTING THE PHYSICAL PROPERTIES OF POLYMER, STORAGE MEDIUM, AND METHOD OF PREDICTING THE PHYSICAL PROPERTIES OF POLYMER |
JP7109339B2 (ja) * | 2018-11-02 | 2022-07-29 | 昭和電工株式会社 | ポリマー設計装置、プログラム、および方法 |
CN112633307A (zh) * | 2019-10-08 | 2021-04-09 | 中强光电股份有限公司 | 用于光谱仪的自动化模型训练装置和自动化模型训练方法 |
US11237111B2 (en) | 2020-01-30 | 2022-02-01 | Trustees Of Boston University | High-speed delay scanning and deep learning techniques for spectroscopic SRS imaging |
US11353394B2 (en) | 2020-09-30 | 2022-06-07 | X Development Llc | Deformulation techniques for deducing the composition of a material from a spectrogram |
TW202221549A (zh) * | 2020-11-26 | 2022-06-01 | 中強光電股份有限公司 | 優化光譜儀的輸出結果的方法及使用該方法的電子裝置 |
WO2022146103A1 (ko) * | 2020-12-31 | 2022-07-07 | 모던밸류 주식회사 | 기계학습을 통한 라만 산란 스펙트럼 데이터베이스 구축 및 검색법 |
US20220390278A1 (en) * | 2021-06-07 | 2022-12-08 | Tellspec, Ltd. | Spectral analysis visualization system and method |
KR20240042871A (ko) * | 2022-09-26 | 2024-04-02 | 한국과학기술원 | 딥러닝 및 자기조립단층막 기반 알츠하이머병 진단 방법 및 이를 위한 sers 기판 |
CN117451691B (zh) * | 2023-12-21 | 2024-04-02 | 浙江恒逸石化有限公司 | 一种用于预先判断纱线染色性能的方法 |
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GB9517955D0 (en) * | 1995-07-25 | 1995-11-08 | Univ Strathclyde | Nucleotide sequence detection and analysis |
DE19934349A1 (de) * | 1999-07-22 | 2001-01-25 | Ulrich Thiele | Analysenverfahren zur kontinuierlichen analytischen Kontrolle von Polymeren bei denen Herstellung oder Verarbeitung |
US6723804B1 (en) | 2000-11-03 | 2004-04-20 | Chevron Phillips Chemical Company, Lp | Monitoring and control of slurry processes for polymerizing olefins |
EP1451542A4 (en) * | 2001-11-09 | 2005-07-13 | Exxonmobil Chem Patents Inc | ONLINE MEASUREMENT AND REGULATION OF POLYMER PROPERTIES BY RAMAN SPECTROSCOPY |
WO2004017056A1 (en) * | 2002-08-12 | 2004-02-26 | Basell Polyolefine Gmbh | Determination of mechanical properties of polymer products using raman spectroscopy |
AU2003302739A1 (en) * | 2003-01-06 | 2004-08-10 | Exxonmobil Chemical Patents Inc. | On-line measurement and control of polymer product properties by raman spectroscopy |
US7483129B2 (en) * | 2005-07-22 | 2009-01-27 | Exxonmobil Chemical Patents Inc. | On-line properties analysis of a molten polymer by raman spectroscopy for control of a mixing device |
CN1963824A (zh) * | 2006-11-17 | 2007-05-16 | 东华大学 | 基于神经网络的聚合物挤出法非织造布纤维直径预测方法 |
CN101403696A (zh) | 2008-10-21 | 2009-04-08 | 浙江大学 | 一种基于拉曼光谱的测量汽油烯烃含量的方法 |
CN101995395B (zh) * | 2009-08-14 | 2013-07-31 | 上海镭立激光科技有限公司 | 一种激光诱导多种光谱联合指纹网络在线检测材料的方法 |
DE102009038746B3 (de) * | 2009-08-27 | 2011-04-14 | Airbus Operations Gmbh | Verfahren und Vorrichtung zur Qualitätsprüfung eines umgeformten thermoplastischen faserverstärkten Kunststoffbauteils |
JP5265632B2 (ja) * | 2010-08-16 | 2013-08-14 | 株式会社サイム | プラスチック等識別装置およびプラスチック等識別方法 |
CN103376251A (zh) * | 2012-04-19 | 2013-10-30 | 上海迪亚凯特生物医药科技有限公司 | 一种物品快速检测的便携式拉曼光谱测量装置和系统 |
US20150216417A1 (en) * | 2012-08-16 | 2015-08-06 | National University Of Singapore | Diagnostic instrument and methods relating to raman spectroscopy |
US9506867B2 (en) | 2012-12-11 | 2016-11-29 | Biogen Ma Inc. | Spectroscopic analysis of nutrient materials for use in a cell culture process |
WO2015100374A2 (en) * | 2013-12-23 | 2015-07-02 | Braskem America, Inc. | Propylene-based compositions of enhanced appearance and excellent mold flowability |
CN104089941B (zh) * | 2014-06-11 | 2018-01-05 | 华南理工大学 | 一种聚合物熔体性质的拉曼光谱在线测量装置与方法 |
CN106793917B (zh) * | 2014-07-02 | 2019-04-30 | 新加坡国立大学 | 用于分析、表征和/或诊断如异常生长的样本或组织的类型或性质的拉曼光谱系统、装置和方法 |
KR20160041622A (ko) * | 2014-10-08 | 2016-04-18 | 삼성전자주식회사 | 라만 분광 신호 다중 분석 방법 |
MX2017013761A (es) * | 2015-04-27 | 2018-03-23 | Virtual Fluid Monitoring Services LLC | Sistemas, aparatos y metodos para el analisis y monitoreo de fluido. |
US11051889B2 (en) * | 2015-05-10 | 2021-07-06 | Alpha Omega Engineering Ltd. | Brain navigation methods and device |
WO2017089427A1 (de) * | 2015-11-23 | 2017-06-01 | Celltool Gmbh | Vorrichtung und verfahren zum analysieren biologischer objekte mit raman spektroskopie |
CN105891185A (zh) * | 2016-04-08 | 2016-08-24 | 广东工业大学 | 一种贵金属微纳米结构及其制备方法和应用 |
CN105997000B (zh) * | 2016-05-30 | 2023-04-14 | 福建师范大学 | 一种基于纤维内窥镜的拉曼光谱检测装置及其实现方法 |
US11247905B2 (en) * | 2016-11-18 | 2022-02-15 | The Regents Of The University Of California | Synthesis of graphene nanoribbons from monomeric molecular precursors bearing reactive alkyne moieties |
JP6438549B1 (ja) * | 2017-08-24 | 2018-12-12 | 日本分光株式会社 | 機械学習を用いた未知化合物の分類方法 |
JP2019052932A (ja) * | 2017-09-14 | 2019-04-04 | 国立研究開発法人理化学研究所 | データ解析装置、プログラム及び記録媒体、並びにデータ解析方法 |
KR102408951B1 (ko) * | 2017-09-18 | 2022-06-13 | 삼성전자주식회사 | 글루코스 노출량 추정 장치 및 방법과, 글루코스 노출량 추정 모델 생성 장치 및 방법 |
CN107818298B (zh) * | 2017-09-27 | 2021-03-09 | 厦门大学 | 用于机器学习物质识别算法的通用拉曼光谱特征提取方法 |
-
2019
- 2019-04-05 JP JP2021504134A patent/JP7053946B2/ja active Active
- 2019-04-05 EP EP19781181.3A patent/EP3775759A4/en active Pending
- 2019-04-05 SG SG11202009818PA patent/SG11202009818PA/en unknown
- 2019-04-05 CA CA3095905A patent/CA3095905C/en active Active
- 2019-04-05 MX MX2020010504A patent/MX2020010504A/es unknown
- 2019-04-05 WO PCT/US2019/026073 patent/WO2019195737A1/en unknown
- 2019-04-05 CN CN201980030351.8A patent/CN112513561B/zh active Active
- 2019-04-05 KR KR1020207031808A patent/KR102282867B1/ko active IP Right Grant
- 2019-04-05 US US16/376,642 patent/US10955362B2/en active Active
- 2019-04-05 BR BR112020020417-0A patent/BR112020020417A2/pt unknown
Also Published As
Publication number | Publication date |
---|---|
KR20200139237A (ko) | 2020-12-11 |
EP3775759A1 (en) | 2021-02-17 |
JP2021521463A (ja) | 2021-08-26 |
BR112020020417A2 (pt) | 2021-01-12 |
CN112513561B (zh) | 2022-04-15 |
US10955362B2 (en) | 2021-03-23 |
US20190310207A1 (en) | 2019-10-10 |
CA3095905A1 (en) | 2019-10-10 |
WO2019195737A1 (en) | 2019-10-10 |
CA3095905C (en) | 2021-08-10 |
EP3775759A4 (en) | 2022-04-27 |
JP7053946B2 (ja) | 2022-04-12 |
KR102282867B1 (ko) | 2021-07-27 |
CN112513561A (zh) | 2021-03-16 |
MX2020010504A (es) | 2021-03-25 |
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