CN107784317A - 符合饮食限制的光谱分类 - Google Patents

符合饮食限制的光谱分类 Download PDF

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Publication number
CN107784317A
CN107784317A CN201710744169.1A CN201710744169A CN107784317A CN 107784317 A CN107784317 A CN 107784317A CN 201710744169 A CN201710744169 A CN 201710744169A CN 107784317 A CN107784317 A CN 107784317A
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China
Prior art keywords
unknown sample
tuple
classification
control device
classification model
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Pending
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CN201710744169.1A
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English (en)
Chinese (zh)
Inventor
N.A.奥布赖恩
C.熊
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Viavi Solutions Inc
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Viavi Solutions Inc
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Priority to CN202410875936.2A priority Critical patent/CN118866173A/zh
Publication of CN107784317A publication Critical patent/CN107784317A/zh
Pending legal-status Critical Current

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    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/02—Food
    • G01N33/12—Meat; Fish
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B07—SEPARATING SOLIDS FROM SOLIDS; SORTING
    • B07C—POSTAL SORTING; SORTING INDIVIDUAL ARTICLES, OR BULK MATERIAL FIT TO BE SORTED PIECE-MEAL, e.g. BY PICKING
    • B07C5/00—Sorting according to a characteristic or feature of the articles or material being sorted, e.g. by control effected by devices which detect or measure such characteristic or feature; Sorting by manually actuated devices, e.g. switches
    • B07C5/34—Sorting according to other particular properties
    • B07C5/342—Sorting according to other particular properties according to optical properties, e.g. colour
    • 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
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61K—PREPARATIONS FOR MEDICAL, DENTAL OR TOILETRY PURPOSES
    • A61K35/00—Medicinal preparations containing materials or reaction products thereof with undetermined constitution
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61K—PREPARATIONS FOR MEDICAL, DENTAL OR TOILETRY PURPOSES
    • A61K35/00—Medicinal preparations containing materials or reaction products thereof with undetermined constitution
    • A61K35/12—Materials from mammals; Compositions comprising non-specified tissues or cells; Compositions comprising non-embryonic stem cells; Genetically modified cells
    • 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
    • G01N21/35—Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry using infrared light
    • 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
    • G01N21/3577—Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry using infrared light for analysing liquids, e.g. polluted water
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/26—Oils; Viscous liquids; Paints; Inks
    • G01N33/28—Oils, i.e. hydrocarbon liquids
    • G01N33/2829—Mixtures of fuels
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/211—Selection of the most significant subset of features
    • 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
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00—Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/10—Character recognition
    • G06V30/24—Character recognition characterised by the processing or recognition method
    • G06V30/242—Division of the character sequences into groups prior to recognition; Selection of dictionaries
    • 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
    • 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
    • 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
    • G01N2201/1293—Using chemometrical methods resolving multicomponent spectra
    • 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
    • G01N2201/1296—Using chemometrical methods using neural networks

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Chemical & Material Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • General Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Immunology (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Biochemistry (AREA)
  • Food Science & Technology (AREA)
  • Pathology (AREA)
  • Analytical Chemistry (AREA)
  • General Engineering & Computer Science (AREA)
  • Evolutionary Biology (AREA)
  • Spectroscopy & Molecular Physics (AREA)
  • Medicinal Chemistry (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Multimedia (AREA)
  • Medical Informatics (AREA)
  • Pharmacology & Pharmacy (AREA)
  • Crystallography & Structural Chemistry (AREA)
  • Public Health (AREA)
  • Veterinary Medicine (AREA)
  • Epidemiology (AREA)
  • Animal Behavior & Ethology (AREA)
  • General Chemical & Material Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biotechnology (AREA)
  • Cell Biology (AREA)
  • Developmental Biology & Embryology (AREA)
  • Virology (AREA)
CN201710744169.1A 2016-08-25 2017-08-25 符合饮食限制的光谱分类 Pending CN107784317A (zh)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202410875936.2A CN118866173A (zh) 2016-08-25 2017-08-25 符合饮食限制的光谱分类

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US201662379605P 2016-08-25 2016-08-25
US62/379,605 2016-08-25
US15/401,669 2017-01-09
US15/401,669 US10444213B2 (en) 2016-08-25 2017-01-09 Spectroscopic classification of conformance with dietary restrictions

Related Child Applications (1)

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CN202410875936.2A Division CN118866173A (zh) 2016-08-25 2017-08-25 符合饮食限制的光谱分类

Publications (1)

Publication Number Publication Date
CN107784317A true CN107784317A (zh) 2018-03-09

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CN201710744169.1A Pending CN107784317A (zh) 2016-08-25 2017-08-25 符合饮食限制的光谱分类
CN202410875936.2A Pending CN118866173A (zh) 2016-08-25 2017-08-25 符合饮食限制的光谱分类

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Country Status (8)

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US (4) US10444213B2 (https=)
EP (1) EP3287955B1 (https=)
JP (2) JP2018049004A (https=)
KR (2) KR20180023858A (https=)
CN (2) CN107784317A (https=)
CA (1) CA2976567C (https=)
HK (1) HK1251064A1 (https=)
IL (4) IL254063B (https=)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110084261B (zh) * 2018-01-26 2021-11-02 唯亚威通讯技术有限公司 用于光谱分类的减少的误报识别
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

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10444213B2 (en) 2016-08-25 2019-10-15 Viavi Solutions Inc. Spectroscopic classification of conformance with dietary restrictions
JP2020176952A (ja) * 2019-04-19 2020-10-29 キヤノン株式会社 電子機器およびその制御方法
JP7271286B2 (ja) * 2019-04-19 2023-05-11 キヤノン株式会社 電子機器およびその制御方法
WO2023008160A1 (ja) 2021-07-26 2023-02-02 株式会社ブリヂストン 推定装置、推定方法、推定プログラム、及びロボットシステム

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Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110084261B (zh) * 2018-01-26 2021-11-02 唯亚威通讯技术有限公司 用于光谱分类的减少的误报识别
US11656175B2 (en) 2018-01-26 2023-05-23 Viavi Solutions Inc. Reduced false positive identification for spectroscopic classification
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

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Publication number Publication date
US10852285B2 (en) 2020-12-01
IL289163B1 (en) 2023-09-01
IL289163B2 (en) 2024-01-01
JP7199465B2 (ja) 2023-01-05
US20210072212A1 (en) 2021-03-11
US11555810B2 (en) 2023-01-17
IL254063A0 (en) 2017-09-28
IL254063B (en) 2022-02-01
IL305323A (en) 2023-10-01
IL305323B1 (en) 2025-05-01
CN118866173A (zh) 2024-10-29
EP3287955A3 (en) 2018-03-28
KR20180023858A (ko) 2018-03-07
KR20210029181A (ko) 2021-03-15
IL305323B2 (en) 2025-09-01
US10444213B2 (en) 2019-10-15
US20230134192A1 (en) 2023-05-04
CA2976567A1 (en) 2018-02-25
HK1251063A1 (en) 2019-01-18
US20200025739A1 (en) 2020-01-23
US20180059084A1 (en) 2018-03-01
IL319905A (en) 2025-05-01
JP2018049004A (ja) 2018-03-29
JP2021121929A (ja) 2021-08-26
US12578319B2 (en) 2026-03-17
HK1251064A1 (zh) 2019-01-18
EP3287955A2 (en) 2018-02-28
IL289163A (en) 2022-02-01
EP3287955B1 (en) 2021-10-06
CA2976567C (en) 2026-04-07

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