TWI759577B - 用於在光譜量化期間避免誤報識別的設備和方法以及相關的非暫時性電腦可讀取媒體 - Google Patents
用於在光譜量化期間避免誤報識別的設備和方法以及相關的非暫時性電腦可讀取媒體 Download PDFInfo
- Publication number
- TWI759577B TWI759577B TW108101270A TW108101270A TWI759577B TW I759577 B TWI759577 B TW I759577B TW 108101270 A TW108101270 A TW 108101270A TW 108101270 A TW108101270 A TW 108101270A TW I759577 B TWI759577 B TW I759577B
- Authority
- TW
- Taiwan
- Prior art keywords
- model
- unknown sample
- quantitative model
- samples
- spectral
- Prior art date
Links
Images
Classifications
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16C—COMPUTATIONAL CHEMISTRY; CHEMOINFORMATICS; COMPUTATIONAL MATERIALS SCIENCE
- G16C60/00—Computational materials science, i.e. ICT specially adapted for investigating the physical or chemical properties of materials or phenomena associated with their design, synthesis, processing, characterisation or utilisation
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
- G06F18/2411—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on the proximity to a decision surface, e.g. support vector machines
-
- 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
- G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
- G01N21/25—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
- G01N21/255—Details, e.g. use of specially adapted sources, lighting or optical systems
-
- 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
- G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
- G01N21/25—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
- G01N21/27—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands using photo-electric detection ; circuits for computing concentration
-
- 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
- G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
- G01N21/25—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
- G01N21/31—Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/243—Classification techniques relating to the number of classes
- G06F18/2433—Single-class perspective, e.g. one-against-all classification; Novelty detection; Outlier detection
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16C—COMPUTATIONAL CHEMISTRY; CHEMOINFORMATICS; COMPUTATIONAL MATERIALS SCIENCE
- G16C20/00—Chemoinformatics, i.e. ICT specially adapted for the handling of physicochemical or structural data of chemical particles, elements, compounds or mixtures
- G16C20/20—Identification of molecular entities, parts thereof or of chemical compositions
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16C—COMPUTATIONAL CHEMISTRY; CHEMOINFORMATICS; COMPUTATIONAL MATERIALS SCIENCE
- G16C20/00—Chemoinformatics, i.e. ICT specially adapted for the handling of physicochemical or structural data of chemical particles, elements, compounds or mixtures
- G16C20/70—Machine learning, data mining or chemometrics
-
- 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
- G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
- G01N2021/1748—Comparative step being essential in the 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
- G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
- G01N21/25—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
- G01N21/31—Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry
- G01N21/35—Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry using infrared light
- G01N21/359—Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry using infrared light using near infrared light
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2201/00—Features of devices classified in G01N21/00
- G01N2201/12—Circuits of general importance; Signal processing
- G01N2201/129—Using chemometrical methods
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2218/00—Aspects of pattern recognition specially adapted for signal processing
- G06F2218/12—Classification; Matching
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Life Sciences & Earth Sciences (AREA)
- Data Mining & Analysis (AREA)
- General Physics & Mathematics (AREA)
- Spectroscopy & Molecular Physics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Chemical & Material Sciences (AREA)
- Health & Medical Sciences (AREA)
- General Health & Medical Sciences (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Evolutionary Computation (AREA)
- Artificial Intelligence (AREA)
- Pathology (AREA)
- Immunology (AREA)
- Biochemistry (AREA)
- Analytical Chemistry (AREA)
- Computing Systems (AREA)
- Evolutionary Biology (AREA)
- General Engineering & Computer Science (AREA)
- Crystallography & Structural Chemistry (AREA)
- Mathematical Physics (AREA)
- Databases & Information Systems (AREA)
- Medical Informatics (AREA)
- Software Systems (AREA)
- Investigating Or Analysing Materials By Optical Means (AREA)
- Length Measuring Devices By Optical Means (AREA)
- Spectrometry And Color Measurement (AREA)
- Image Analysis (AREA)
- Debugging And Monitoring (AREA)
Applications Claiming Priority (4)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201862622641P | 2018-01-26 | 2018-01-26 | |
| US62/622,641 | 2018-01-26 | ||
| US16/034,901 US11009452B2 (en) | 2018-01-26 | 2018-07-13 | Reduced false positive identification for spectroscopic quantification |
| US16/034,901 | 2018-07-13 |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| TW201935316A TW201935316A (zh) | 2019-09-01 |
| TWI759577B true TWI759577B (zh) | 2022-04-01 |
Family
ID=65003247
Family Applications (2)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| TW108101270A TWI759577B (zh) | 2018-01-26 | 2019-01-11 | 用於在光譜量化期間避免誤報識別的設備和方法以及相關的非暫時性電腦可讀取媒體 |
| TW111107148A TWI784887B (zh) | 2018-01-26 | 2019-01-11 | 用於提供量化模型的設備和方法以及相關的非暫時性電腦可讀取媒體 |
Family Applications After (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| TW111107148A TWI784887B (zh) | 2018-01-26 | 2019-01-11 | 用於提供量化模型的設備和方法以及相關的非暫時性電腦可讀取媒體 |
Country Status (8)
| Country | Link |
|---|---|
| US (3) | US11009452B2 (enExample) |
| EP (1) | EP3517931B1 (enExample) |
| JP (2) | JP7242311B2 (enExample) |
| KR (2) | KR102461384B1 (enExample) |
| CN (2) | CN115293233A (enExample) |
| CA (1) | CA3029739A1 (enExample) |
| MX (2) | MX392219B (enExample) |
| TW (2) | TWI759577B (enExample) |
Families Citing this family (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US11009452B2 (en) | 2018-01-26 | 2021-05-18 | Viavi Solutions Inc. | Reduced false positive identification for spectroscopic quantification |
| US11656174B2 (en) | 2018-01-26 | 2023-05-23 | Viavi Solutions Inc. | Outlier detection for spectroscopic classification |
| US10810408B2 (en) | 2018-01-26 | 2020-10-20 | Viavi Solutions Inc. | Reduced false positive identification for spectroscopic classification |
| JP7226230B2 (ja) * | 2019-09-27 | 2023-02-21 | 豊田合成株式会社 | 熱抵抗予測方法及び特性検査機 |
| JP7353940B2 (ja) * | 2019-11-26 | 2023-10-02 | 株式会社日立製作所 | 転移可能性判定装置、転移可能性判定方法、及び転移可能性判定プログラム |
| US20240079097A1 (en) * | 2021-02-26 | 2024-03-07 | Hilachi, Ltd. | Material identification assistance device, method, and program |
| US20230038984A1 (en) * | 2021-07-30 | 2023-02-09 | Viavi Solutions Inc. | Utilizing prediction thresholds to facilitate spectroscopic classification |
| WO2023126996A1 (ja) * | 2021-12-27 | 2023-07-06 | 日本たばこ産業株式会社 | 植物が含有する所定の成分の量を予測する方法、システム及びプログラム |
| CN116559091A (zh) * | 2022-01-31 | 2023-08-08 | Viavi科技有限公司 | 用于动态过程监测和终点检测的滚动主成分分析 |
Citations (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| TW201709110A (zh) * | 2015-08-18 | 2017-03-01 | 財團法人工業技術研究院 | 物品辨識系統與方法 |
Family Cites Families (50)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| FR2566543B1 (fr) | 1984-06-20 | 1988-02-26 | Commissariat Energie Atomique | Dispositif optique a rendement de collection eleve et cytofluorimetre en faisant application |
| JP2922110B2 (ja) * | 1994-02-22 | 1999-07-19 | 株式会社エヌ・ティ・ティ・データ | 物品同定システム |
| WO2003076883A2 (en) * | 2002-03-08 | 2003-09-18 | Sensys Medical, Inc. | Compact apparatus for noninvasive measurement of glucose through near-infrared spectroscopy |
| US6785638B2 (en) | 2001-08-06 | 2004-08-31 | Timbre Technologies, Inc. | Method and system of dynamic learning through a regression-based library generation process |
| JP3761080B2 (ja) | 2001-11-05 | 2006-03-29 | 富士写真フイルム株式会社 | 全反射減衰を利用した測定方法および測定装置 |
| AU2003258062A1 (en) | 2002-08-05 | 2004-02-23 | Infraredx, Inc. | Near-infrared spectroscopic analysis of blood vessel walls |
| JP4253522B2 (ja) | 2003-03-28 | 2009-04-15 | 株式会社日立ハイテクノロジーズ | 欠陥分類方法及び装置 |
| US7218395B2 (en) | 2003-04-16 | 2007-05-15 | Optopo Inc. | Rapid pharmaceutical identification and verification system |
| US7514268B2 (en) * | 2003-11-24 | 2009-04-07 | The Boeing Company | Method for identifying contaminants |
| WO2005069188A1 (ja) | 2003-12-26 | 2005-07-28 | Dainippon Sumitomo Pharma Co., Ltd. | 化合物および蛋白質間の相互作用を予測するシステム |
| US20090018804A1 (en) | 2004-11-29 | 2009-01-15 | Scientific Analytics Systems Pty Ltd. | Modelling a Phenomenon that has Spectral Data |
| WO2006135806A2 (en) | 2005-06-09 | 2006-12-21 | Chemimage Corporation | Forensic integrated search technology |
| US20070148697A1 (en) * | 2005-12-27 | 2007-06-28 | Boston Scientific Scimed, Inc. | Methods and system for high throughput screening of polymer materials for medical devices |
| TW200741192A (en) * | 2006-03-10 | 2007-11-01 | Koninkl Philips Electronics Nv | Methods and systems for identification of DNA patterns through spectral analysis |
| US20110237446A1 (en) | 2006-06-09 | 2011-09-29 | Chemlmage Corporation | Detection of Pathogenic Microorganisms Using Fused Raman, SWIR and LIBS Sensor Data |
| US7990532B2 (en) | 2007-01-16 | 2011-08-02 | Chemimage Corporation | Method and apparatus for multimodal detection |
| EP1992939A1 (en) | 2007-05-16 | 2008-11-19 | National University of Ireland, Galway | A kernel-based method and apparatus for classifying materials or chemicals and for quantifying the properties of materials or chemicals in mixtures using spectroscopic data. |
| WO2009082418A2 (en) | 2007-10-12 | 2009-07-02 | Real-Time Analyzers, Inc. | Method and apparatus for determining properties of fuels |
| JP5186278B2 (ja) | 2008-05-14 | 2013-04-17 | アズビル株式会社 | 外れ値検出方法、外れ値検出装置およびプログラム |
| CN101504363A (zh) * | 2009-03-18 | 2009-08-12 | 哈尔滨商业大学 | 一种基于近红外光谱分析的食用油脂酸价检测方法 |
| JP5586889B2 (ja) | 2009-07-29 | 2014-09-10 | 株式会社日立ハイテクノロジーズ | 粒子画像解析装置 |
| WO2011077765A1 (ja) | 2009-12-25 | 2011-06-30 | 古河電気工業株式会社 | 検体識別分取装置および検体識別分取方法 |
| US10203275B2 (en) * | 2010-08-05 | 2019-02-12 | Abbott Point Of Care, Inc. | Method and apparatus for automated whole blood sample analyses from microscopy images |
| US8859969B2 (en) * | 2012-03-27 | 2014-10-14 | Innovative Science Tools, Inc. | Optical analyzer for identification of materials using reflectance spectroscopy |
| NL2009015C2 (en) | 2012-04-10 | 2013-10-15 | Biosparq B V | Method for classification of a sample on the basis of spectral data, method for creating a database and method for using this database, and corresponding computer program, data storage medium and system. |
| CN103364359A (zh) | 2012-04-11 | 2013-10-23 | 天士力制药集团股份有限公司 | Simca模式识别法在近红外光谱识别大黄药材中的应用 |
| US20130311136A1 (en) | 2012-05-18 | 2013-11-21 | Mustard Tree Instruments, Llc | Rule-Based Sample Verification and Chemical Monitoring Methodology |
| CN107884340B (zh) | 2013-03-21 | 2022-04-01 | 唯亚威通讯技术有限公司 | 海产品的光谱法表征 |
| TW201546640A (zh) | 2013-09-16 | 2015-12-16 | Biodesix Inc | 使用微分類器及規則化之組合的分類器產生方法與其用途 |
| JP5850205B2 (ja) * | 2013-11-27 | 2016-02-03 | 大日本印刷株式会社 | 培地情報登録システム、コロニー検出装置、プログラム及び衛生管理システム |
| JP6284643B2 (ja) | 2013-12-02 | 2018-02-28 | キューベース リミテッド ライアビリティ カンパニー | 非構造化テキストにおける特徴の曖昧性除去方法 |
| WO2015138037A2 (en) | 2013-12-23 | 2015-09-17 | Thermo Scientific Portable Analytical Instruments Inc. | Adaptation of field use spectroscopy equipment |
| WO2016054031A1 (en) | 2014-10-02 | 2016-04-07 | Biodesix, Inc. | Predictive test for aggressiveness or indolence of prostate cancer from mass spectrometry of blood-based sample |
| JP6547275B2 (ja) | 2014-10-29 | 2019-07-24 | 株式会社リコー | 情報処理システム、情報処理装置、情報処理方法、及びプログラム |
| US10422754B2 (en) * | 2015-03-05 | 2019-09-24 | Khalifa University of Science and Technology | Online measurement of black powder in gas and oil pipelines |
| EP3822977B1 (en) | 2015-08-26 | 2025-11-12 | Viavi Solutions Inc. | Identification using spectroscopy |
| CN109196593B (zh) | 2016-01-22 | 2021-10-19 | 欧特雷瑟斯有限公司 | 用于改善疾病诊断的系统和方法 |
| MX2018009304A (es) * | 2016-02-01 | 2019-01-10 | Prevencio Inc | Metodos de diagnostico y pronostico para episodios y enfermedades cardiovasculares. |
| SG10202009671UA (en) | 2016-04-04 | 2020-11-27 | Boehringer Ingelheim Rcv Gmbh | Real time monitoring of product purification |
| EP3258285B1 (en) | 2016-06-14 | 2020-10-21 | Bruker BioSpin GmbH | Method for predicting chemical shift values of nmr spin systems in a sample of a fluid class, in particular in a sample of a biofluid |
| EP3267374A1 (en) | 2016-07-04 | 2018-01-10 | Mu Sigma Business Solutions Pvt. Ltd. | Guided analytics system and method |
| CN109716346A (zh) * | 2016-07-18 | 2019-05-03 | 河谷生物组学有限责任公司 | 分布式机器学习系统、装置和方法 |
| CN106772417B (zh) | 2016-12-31 | 2017-11-14 | 华中科技大学 | 一种动目标多维度多尺度红外光谱特征测量方法及系统 |
| CN107229819A (zh) | 2017-05-03 | 2017-10-03 | 中国石油大学(北京) | 一种催化裂化装置数据中离群数据识别方法及系统 |
| US10936921B2 (en) * | 2017-06-15 | 2021-03-02 | Spynsite Llc | Machine learning and/or image processing for spectral object classification |
| CN107480690A (zh) | 2017-07-04 | 2017-12-15 | 中国科学院计算技术研究所 | 一种基于支持向量机的包含未知类别的多分类方法 |
| CN107561024B (zh) * | 2017-07-17 | 2020-03-17 | 核工业北京地质研究院 | 一种适用于盐湖富铀水体的高光谱遥感识别方法 |
| US11009452B2 (en) | 2018-01-26 | 2021-05-18 | Viavi Solutions Inc. | Reduced false positive identification for spectroscopic quantification |
| US11656174B2 (en) * | 2018-01-26 | 2023-05-23 | Viavi Solutions Inc. | Outlier detection for spectroscopic classification |
| US10810408B2 (en) | 2018-01-26 | 2020-10-20 | Viavi Solutions Inc. | Reduced false positive identification for spectroscopic classification |
-
2018
- 2018-07-13 US US16/034,901 patent/US11009452B2/en active Active
-
2019
- 2019-01-04 EP EP19150386.1A patent/EP3517931B1/en active Active
- 2019-01-11 MX MX2019000496A patent/MX392219B/es unknown
- 2019-01-11 MX MX2022005667A patent/MX2022005667A/es unknown
- 2019-01-11 CA CA3029739A patent/CA3029739A1/en active Pending
- 2019-01-11 TW TW108101270A patent/TWI759577B/zh active
- 2019-01-11 TW TW111107148A patent/TWI784887B/zh active
- 2019-01-21 JP JP2019008034A patent/JP7242311B2/ja active Active
- 2019-01-23 CN CN202210770629.9A patent/CN115293233A/zh active Pending
- 2019-01-23 CN CN201910063878.2A patent/CN110084262B/zh active Active
- 2019-01-25 KR KR1020190009907A patent/KR102461384B1/ko active Active
-
2021
- 2021-03-30 US US17/301,234 patent/US11775616B2/en active Active
-
2022
- 2022-10-26 KR KR1020220139482A patent/KR20220149498A/ko active Pending
- 2022-12-01 JP JP2022192933A patent/JP2023041065A/ja active Pending
-
2023
- 2023-08-01 US US18/363,060 patent/US12481726B2/en active Active
Patent Citations (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| TW201709110A (zh) * | 2015-08-18 | 2017-03-01 | 財團法人工業技術研究院 | 物品辨識系統與方法 |
Non-Patent Citations (2)
| Title |
|---|
| Sun, L.,Hsiung, C.,Pederson, C. G.,Zou, P.,Smith, V.,von Gunten, M., & O'Brien, N. A,Pharmaceutical Raw Material Identification Using Miniature Near-Infrared (MicroNIR) Spectroscopy and Supervised Pattern Recognition Using Support Vector Machine,Applied Spectroscopy,西元2016年,第70卷第5期,Pages 816~825 * |
| Sun, L.,Hsiung, C.,Pederson, C. G.,Zou, P.,Smith, V.,von Gunten, M., & O'Brien, N. A,Pharmaceutical Raw Material Identification Using Miniature Near-Infrared (MicroNIR) Spectroscopy and Supervised Pattern Recognition Using Support Vector Machine,Applied Spectroscopy,西元2016年,第70卷第5期,Pages 816~825。 |
Also Published As
| Publication number | Publication date |
|---|---|
| CN115293233A (zh) | 2022-11-04 |
| EP3517931B1 (en) | 2025-10-22 |
| TWI784887B (zh) | 2022-11-21 |
| CN110084262A (zh) | 2019-08-02 |
| JP7242311B2 (ja) | 2023-03-20 |
| KR20220149498A (ko) | 2022-11-08 |
| JP2019148583A (ja) | 2019-09-05 |
| KR20190091219A (ko) | 2019-08-05 |
| US11009452B2 (en) | 2021-05-18 |
| CN110084262B (zh) | 2022-07-05 |
| MX2019000496A (es) | 2019-07-29 |
| TW201935316A (zh) | 2019-09-01 |
| US12481726B2 (en) | 2025-11-25 |
| US20230385383A1 (en) | 2023-11-30 |
| JP2023041065A (ja) | 2023-03-23 |
| MX2022005667A (es) | 2022-06-16 |
| US20190234866A1 (en) | 2019-08-01 |
| CA3029739A1 (en) | 2019-07-26 |
| MX392219B (es) | 2025-03-19 |
| KR102461384B1 (ko) | 2022-11-01 |
| US11775616B2 (en) | 2023-10-03 |
| TW202223750A (zh) | 2022-06-16 |
| US20210215597A1 (en) | 2021-07-15 |
| EP3517931A1 (en) | 2019-07-31 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| TWI759577B (zh) | 用於在光譜量化期間避免誤報識別的設備和方法以及相關的非暫時性電腦可讀取媒體 | |
| JP7238056B2 (ja) | 誤検知を減少させた分光学的分類のための識別 | |
| HK40076903A (en) | Reduced false positive identification for spectroscopic quantification | |
| HK40005115A (en) | Reduced false positive identification for spectroscopic quantification | |
| HK40005115B (en) | Reduced false positive identification for spectroscopic quantification | |
| EP4033419A1 (en) | Outlier detection for spectroscopic classification | |
| HK40004124A (en) | Reduced false positive identification for spectroscopic quantification | |
| HK40058730A (en) | Reduced false positive identification for spectroscopic classification | |
| CN121190844A (zh) | 用于光谱分类的减少的误报识别 | |
| HK40005112A (en) | Reduced false positive identification for spectroscopic classification | |
| HK40004123A (en) | Reduced false positive identification for spectroscopic classification | |
| HK40005112B (zh) | 用於光谱分类的减少的误报识别 |