CN113272655B - 利用神经网络对液体处理程序进行分类 - Google Patents

利用神经网络对液体处理程序进行分类

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Publication number
CN113272655B
CN113272655B CN201980068243.XA CN201980068243A CN113272655B CN 113272655 B CN113272655 B CN 113272655B CN 201980068243 A CN201980068243 A CN 201980068243A CN 113272655 B CN113272655 B CN 113272655B
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CN
China
Prior art keywords
liquid
pipette
neural network
measurement data
input
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
Application number
CN201980068243.XA
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English (en)
Chinese (zh)
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CN113272655A (zh
Inventor
迈克尔·凯勒
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Tecan Trading Co ltd
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Tecan Trading Co ltd
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Publication of CN113272655A publication Critical patent/CN113272655A/zh
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Classifications

    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N35/00—Automatic analysis not limited to methods or materials provided for in any single one of groups G01N1/00 - G01N33/00; Handling materials therefor
    • G01N35/10—Devices for transferring samples or any liquids to, in, or from, the analysis apparatus, e.g. suction devices, injection devices
    • G01N35/1009—Characterised by arrangements for controlling the aspiration or dispense of liquids
    • G01N35/1016—Control of the volume dispensed or introduced
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N35/00—Automatic analysis not limited to methods or materials provided for in any single one of groups G01N1/00 - G01N33/00; Handling materials therefor
    • G01N35/10—Devices for transferring samples or any liquids to, in, or from, the analysis apparatus, e.g. suction devices, injection devices
    • G01N35/1009—Characterised by arrangements for controlling the aspiration or dispense of liquids
    • G01N35/1016—Control of the volume dispensed or introduced
    • G01N2035/1018—Detecting inhomogeneities, e.g. foam, bubbles, clots

Landscapes

  • Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Chemical & Material Sciences (AREA)
  • Analytical Chemistry (AREA)
  • Biochemistry (AREA)
  • General Health & Medical Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Immunology (AREA)
  • Pathology (AREA)
  • Automatic Analysis And Handling Materials Therefor (AREA)
CN201980068243.XA 2018-12-18 2019-12-10 利用神经网络对液体处理程序进行分类 Active CN113272655B (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
EP18213361.1A EP3671221B1 (en) 2018-12-18 2018-12-18 Classifying liquid handling procedures with a neural network
EP18213361.1 2018-12-18
PCT/EP2019/084484 WO2020126694A1 (en) 2018-12-18 2019-12-10 Classifying liquid handling procedures with a neural network

Publications (2)

Publication Number Publication Date
CN113272655A CN113272655A (zh) 2021-08-17
CN113272655B true CN113272655B (zh) 2026-02-13

Family

ID=64744598

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201980068243.XA Active CN113272655B (zh) 2018-12-18 2019-12-10 利用神经网络对液体处理程序进行分类

Country Status (5)

Country Link
US (1) US12306203B2 (https=)
EP (2) EP3671221B1 (https=)
JP (2) JP7405852B2 (https=)
CN (1) CN113272655B (https=)
WO (1) WO2020126694A1 (https=)

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR20230034352A (ko) * 2020-08-03 2023-03-09 주식회사 히타치하이테크 분주 장치 및 방법
WO2023126828A1 (en) * 2021-12-30 2023-07-06 Beckman Coulter, Inc. Device and method for aspirating/dispensing operation in automated analyzer
LU102901B1 (en) * 2022-01-18 2023-07-18 Stratec Se Device and method for monitoring rinsing processes
EP4386354B1 (en) * 2022-12-14 2026-04-01 Tecan Trading AG Determining physical parameters of a liquid with simulation
EP4692757A3 (en) 2022-12-14 2026-04-29 Tecan Trading AG Determining physical parameters of a liquid
EP4390944A1 (en) * 2022-12-20 2024-06-26 Tecan Trading AG Classifying pipetting procedures with median of pressure curves
TWI829523B (zh) * 2023-02-03 2024-01-11 國立中央大學 測量物性的方法
TWI885494B (zh) * 2023-09-22 2025-06-01 台達電子工業股份有限公司 檢測吸液狀況的方法、移液裝置、以及移液操作的方法
DE102024127704A1 (de) * 2024-09-25 2026-03-26 Festo Se & Co. Kg Verfahren zum Dosieren von Probenflüssigkeit und Pipette zum Dosieren von Probenflüssigkeit

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DE4224621C2 (de) 1992-07-25 1994-05-05 Boehringer Mannheim Gmbh Verfahren zur Analyse eines Bestandteils einer medizinischen Probe mittels eines automatischen Analysegerätes
US6577960B1 (en) 2000-07-13 2003-06-10 Simmonds Precision Products, Inc. Liquid gauging apparatus using a time delay neural network
US6502042B1 (en) * 2000-10-26 2002-12-31 Bfgoodrich Aerospace Fuel And Utility Systems Fault tolerant liquid measurement system using multiple-model state estimators
US7027935B2 (en) * 2002-08-07 2006-04-11 Hitachi High Technologies Corp. Sample dispensing apparatus and automatic analyzer using the same
JP4248328B2 (ja) 2002-08-07 2009-04-02 株式会社日立ハイテクノロジーズ サンプル分注装置およびそれを用いた自動分析装置
EP1745851B1 (de) 2005-07-22 2015-02-25 Tecan Trading AG Verfahren, Vorrichtung und Computerprogrammprodukt zum Klassifizieren einer Flüssigkeit
US7937350B2 (en) * 2007-02-14 2011-05-03 International Business Machines Corporation Method, system and program product for determining a time for retraining a data mining model
US9291486B2 (en) 2010-11-24 2016-03-22 Mezurx Pty Ltd Method and system for measuring fluid flow in bell nipples using pressure measurement
JP5984584B2 (ja) 2012-08-28 2016-09-06 株式会社日立ハイテクノロジーズ 自動分析装置
US10745263B2 (en) * 2015-05-28 2020-08-18 Sonicu, Llc Container fill level indication system using a machine learning algorithm
US20180096243A1 (en) * 2016-09-30 2018-04-05 General Electric Company Deep learning for data driven feature representation and anomaly detection
JP6800223B2 (ja) * 2016-10-28 2020-12-16 ベックマン コールター， インコーポレイテッド 物質調製評価システム
JP2018105690A (ja) 2016-12-26 2018-07-05 株式会社日立ハイテクノロジーズ 自動分析装置および自動分析方法
US10282656B2 (en) 2017-01-11 2019-05-07 Thomas Danaher Harvey Method and device for detecting unauthorized tranfer between persons
US11308391B2 (en) 2017-03-06 2022-04-19 Baidu Usa Llc Offline combination of convolutional/deconvolutional and batch-norm layers of convolutional neural network models for autonomous driving vehicles
WO2018163744A1 (ja) 2017-03-10 2018-09-13 株式会社 日立ハイテクノロジーズ 自動分析装置
US20210286604A1 (en) * 2020-03-16 2021-09-16 GenoFab, Inc. Methods, services, systems, and architectures to optimize laboratory processes

Also Published As

Publication number Publication date
US20220026455A1 (en) 2022-01-27
EP4030170B1 (en) 2023-03-01
JP7648727B2 (ja) 2025-03-18
JP7405852B2 (ja) 2023-12-26
EP4030170A1 (en) 2022-07-20
EP3671221B1 (en) 2022-04-27
US12306203B2 (en) 2025-05-20
EP3671221A1 (en) 2020-06-24
WO2020126694A1 (en) 2020-06-25
JP2024037900A (ja) 2024-03-19
CN113272655A (zh) 2021-08-17
JP2022515119A (ja) 2022-02-17

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