CN116830204B - 估计装置、学习装置、优化装置、估计方法、学习方法以及优化方法 - Google Patents

估计装置、学习装置、优化装置、估计方法、学习方法以及优化方法

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Publication number
CN116830204B
CN116830204B CN202280013193.7A CN202280013193A CN116830204B CN 116830204 B CN116830204 B CN 116830204B CN 202280013193 A CN202280013193 A CN 202280013193A CN 116830204 B CN116830204 B CN 116830204B
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quality
data
prediction
culture
cells
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CN116830204A (zh
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铃木崇
山本周平
丰田健一
黑田博隆
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Shimadzu Corp
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Shimadzu Corp
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    • C—CHEMISTRY; METALLURGY
    • C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12P—FERMENTATION OR ENZYME-USING PROCESSES TO SYNTHESISE A DESIRED CHEMICAL COMPOUND OR COMPOSITION OR TO SEPARATE OPTICAL ISOMERS FROM A RACEMIC MIXTURE
    • C12P21/00—Preparation of peptides or proteins
    • C12P21/02—Preparation of peptides or proteins having a known sequence of two or more amino acids, e.g. glutathione
    • 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
    • G16C20/30—Prediction of properties of chemical compounds, compositions or mixtures
    • C—CHEMISTRY; METALLURGY
    • C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12M—APPARATUS FOR ENZYMOLOGY OR MICROBIOLOGY; APPARATUS FOR CULTURING MICROORGANISMS FOR PRODUCING BIOMASS, FOR GROWING CELLS OR FOR OBTAINING FERMENTATION OR METABOLIC PRODUCTS, i.e. BIOREACTORS OR FERMENTERS
    • C12M41/00—Means for regulation, monitoring, measurement or control, e.g. flow regulation
    • C12M41/48—Automatic or computerized control
    • 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
    • G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
    • G01N33/50—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
    • G01N33/5005—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving human or animal cells
    • G01N33/5008—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving human or animal cells for testing or evaluating the effect of chemical or biological compounds, e.g. drugs, cosmetics
    • 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
    • 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
    • G16C20/80—Data visualisation

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  • Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Chemical & Material Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Organic Chemistry (AREA)
  • Biomedical Technology (AREA)
  • General Health & Medical Sciences (AREA)
  • Wood Science & Technology (AREA)
  • Zoology (AREA)
  • Immunology (AREA)
  • Computing Systems (AREA)
  • Theoretical Computer Science (AREA)
  • Crystallography & Structural Chemistry (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Molecular Biology (AREA)
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  • Biotechnology (AREA)
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  • Data Mining & Analysis (AREA)
  • Urology & Nephrology (AREA)
  • Hematology (AREA)
  • Genetics & Genomics (AREA)
  • General Engineering & Computer Science (AREA)
  • Cell Biology (AREA)
  • Pathology (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
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  • General Physics & Mathematics (AREA)
  • Tropical Medicine & Parasitology (AREA)
  • Databases & Information Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Artificial Intelligence (AREA)
  • Food Science & Technology (AREA)
  • Medicinal Chemistry (AREA)
  • Physics & Mathematics (AREA)
  • Proteomics, Peptides & Aminoacids (AREA)
CN202280013193.7A 2021-02-08 2022-01-31 估计装置、学习装置、优化装置、估计方法、学习方法以及优化方法 Active CN116830204B (zh)

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JP2021-017968 2021-02-08
JP2021017968 2021-02-08
PCT/JP2022/003522 WO2022168774A1 (ja) 2021-02-08 2022-01-31 推定装置、学習装置、最適化装置、推定方法、学習方法、および最適化方法

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CN116830204A CN116830204A (zh) 2023-09-29
CN116830204B true CN116830204B (zh) 2026-04-14

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US (1) US20240120033A1 (https=)
EP (1) EP4290523A4 (https=)
JP (1) JP7589759B2 (https=)
CN (1) CN116830204B (https=)
WO (1) WO2022168774A1 (https=)

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US12587274B2 (en) 2023-03-28 2026-03-24 Quantum Generative Materials Llc Satellite optimization management system based on natural language input and artificial intelligence
WO2024203378A1 (ja) * 2023-03-31 2024-10-03 ソニーグループ株式会社 細胞処理システム、細胞処理方法および学習装置
WO2024252556A1 (ja) * 2023-06-07 2024-12-12 日本電信電話株式会社 最適化システム、最適化装置、最適化方法およびプログラム
US12368503B2 (en) 2023-12-27 2025-07-22 Quantum Generative Materials Llc Intent-based satellite transmit management based on preexisting historical location and machine learning
US12603701B2 (en) 2023-12-27 2026-04-14 Quantum Generative Materials Llc Distributed satellite constellation management and control system

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MXPA05006522A (es) 2002-12-23 2006-02-17 Bristol Myers Squibb Co Mejora en la calidad de producto en procesos de cultivo en celulas de mamiferos para la produccion de proteina.
DE102005027906B4 (de) * 2005-02-09 2013-06-06 EloSystems Dr. Angersbach & Dr. Bunin GbR (vertretungsberechtigter Gesellschafter Herr Dr. Alexander Angersbach, 13599 Berlin) Verfahren zur zeitnahen Erkennung und Vorhersage der Zustandsentwicklung von Zellsuspensionen und/oder zur Optimierung und Steuerung von biotechnologischen Prozessen
JP5181385B2 (ja) * 2007-08-16 2013-04-10 国立大学法人名古屋大学 細胞の品質を予測する予測モデルの構築法、予測モデルの構築用ブログラム、該プログラムを記録した記録媒体、予測モデルの構築用装置
AU2014233451B2 (en) * 2013-03-15 2018-07-12 Genzyme Corporation Affinity-based analytical purification of biotherapeutics for bioprocess monitoring
US10214718B2 (en) * 2013-07-01 2019-02-26 University Of Massachusetts Distributed perfusion bioreactor system for continuous culture of biological cells
KR102344339B1 (ko) * 2016-04-04 2021-12-28 베링거 인겔하임 에르체파우 게엠베하 운트 코 카게 제제 정제의 실시간 모니터링
EP3548900B1 (en) * 2016-12-02 2023-12-27 Roche Diagnostics GmbH Failure state prediction for automated analyzers for analyzing a biological sample
JP7279026B2 (ja) * 2017-09-20 2023-05-22 メルサナ セラピューティクス インコーポレイテッド Ｎａｐｉ２ｂ標的化療法に対する応答を予測するための組成物および方法
AU2018350890B2 (en) * 2017-10-16 2024-07-04 Regeneron Pharmaceuticals, Inc. In situ Raman spectroscopy systems and methods for controlling process variables in cell cultures
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JP2019110767A (ja) * 2017-12-20 2019-07-11 株式会社日立製作所 細胞培養装置の制御方法及び制御システム
JP7092879B2 (ja) * 2017-12-29 2022-06-28 エフ．ホフマン－ラ ロシュ アーゲー 細胞培養物の代謝状態の予測
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CN112017730B (zh) * 2020-08-26 2022-08-09 深圳太力生物技术有限责任公司 基于表达量预测模型的细胞筛选方法和装置

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JPWO2022168774A1 (https=) 2022-08-11
JP7589759B2 (ja) 2024-11-26
EP4290523A1 (en) 2023-12-13
CN116830204A (zh) 2023-09-29
EP4290523A4 (en) 2025-11-26
US20240120033A1 (en) 2024-04-11
WO2022168774A1 (ja) 2022-08-11

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