MX2018002355A - Procedimiento autonomo de monitorizacion y diagnostico de una maquina con base en un analisis de firma electrica. - Google Patents

Procedimiento autonomo de monitorizacion y diagnostico de una maquina con base en un analisis de firma electrica.

Info

Publication number
MX2018002355A
MX2018002355A MX2018002355A MX2018002355A MX2018002355A MX 2018002355 A MX2018002355 A MX 2018002355A MX 2018002355 A MX2018002355 A MX 2018002355A MX 2018002355 A MX2018002355 A MX 2018002355A MX 2018002355 A MX2018002355 A MX 2018002355A
Authority
MX
Mexico
Prior art keywords
electrical
monitoring
data
diagnostics
signature analysis
Prior art date
Application number
MX2018002355A
Other languages
English (en)
Inventor
Pamulaparthy Balakrishna
Vinayagam Balamourougan
Kanabar Mitalkumar
Muthukrishnan Vijayasarathi
Mishra Sudhanshu
Neti Prabhakar
Original Assignee
General Electric Technology Gmbh
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by General Electric Technology Gmbh filed Critical General Electric Technology Gmbh
Publication of MX2018002355A publication Critical patent/MX2018002355A/es

Links

Classifications

    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0267Fault communication, e.g. human machine interface [HMI]
    • G05B23/027Alarm generation, e.g. communication protocol; Forms of alarm
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/34Testing dynamo-electric machines
    • G01R31/343Testing dynamo-electric machines in operation
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01HMEASUREMENT OF MECHANICAL VIBRATIONS OR ULTRASONIC, SONIC OR INFRASONIC WAVES
    • G01H1/00Measuring characteristics of vibrations in solids by using direct conduction to the detector
    • G01H1/003Measuring characteristics of vibrations in solids by using direct conduction to the detector of rotating machines
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01MTESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
    • G01M13/00Testing of machine parts
    • G01M13/02Gearings; Transmission mechanisms
    • G01M13/028Acoustic or vibration analysis
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/0265Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0221Preprocessing measurements, e.g. data collection rate adjustment; Standardization of measurements; Time series or signal analysis, e.g. frequency analysis or wavelets; Trustworthiness of measurements; Indexes therefor; Measurements using easily measured parameters to estimate parameters difficult to measure; Virtual sensor creation; De-noising; Sensor fusion; Unconventional preprocessing inherently present in specific fault detection methods like PCA-based methods
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0224Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • G05B23/0227Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions
    • G05B23/0232Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions based on qualitative trend analysis, e.g. system evolution

Landscapes

  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • Automation & Control Theory (AREA)
  • Artificial Intelligence (AREA)
  • Acoustics & Sound (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Health & Medical Sciences (AREA)
  • Human Computer Interaction (AREA)
  • Evolutionary Computation (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Control Of Electric Motors In General (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Remote Monitoring And Control Of Power-Distribution Networks (AREA)
  • Tests Of Circuit Breakers, Generators, And Electric Motors (AREA)
  • Transmission And Conversion Of Sensor Element Output (AREA)

Abstract

Esta divulgación se refiere a sistemas y métodos para llevar a cabo un procedimiento autónomo de monitorización y diagnóstico de una máquina que utiliza un análisis de firma eléctrica; en una de las modalidades de la divulgación, un método incluye proporcionar datos eléctricos de una máquina rotativa eléctrica asociada con por lo menos una frecuencia de fallas; mientras se encuentra en un modo de aprendizaje, el método incluye convertir los datos eléctricos de un dominio de tiempo a un dominio de frecuencia para obtener datos de línea de base; mientras se encuentra en un modo operativo, el método incluye convertir los datos eléctricos del dominio de tiempo al dominio de frecuencia para obtener datos de monitorización; el método incluye adicionalmente determinar, con base en por lo menos los datos de monitorización, un valor de relación en la frecuencia de fallas, determinar una tasa de cambio del valor de relación en la frecuencia de fallas y, opcionalmente, emitir, con base en la tasa de cambio, un alarma relacionada con por lo menos un evento de la máquina rotativa eléctrica.
MX2018002355A 2017-02-24 2018-02-23 Procedimiento autonomo de monitorizacion y diagnostico de una maquina con base en un analisis de firma electrica. MX2018002355A (es)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
IN201741006604 2017-02-24

Publications (1)

Publication Number Publication Date
MX2018002355A true MX2018002355A (es) 2018-12-10

Family

ID=61189333

Family Applications (1)

Application Number Title Priority Date Filing Date
MX2018002355A MX2018002355A (es) 2017-02-24 2018-02-23 Procedimiento autonomo de monitorizacion y diagnostico de una maquina con base en un analisis de firma electrica.

Country Status (8)

Country Link
US (1) US10928814B2 (es)
EP (1) EP3367198B1 (es)
JP (1) JP7139122B2 (es)
CN (1) CN108508359B (es)
BR (1) BR102018003103A2 (es)
CA (1) CA2995263A1 (es)
ES (1) ES2948188T3 (es)
MX (1) MX2018002355A (es)

Families Citing this family (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111819452A (zh) * 2019-02-02 2020-10-23 深圳市大疆创新科技有限公司 电机运行状态的获取方法和装置
CN112041771A (zh) 2019-03-26 2020-12-04 东芝三菱电机产业系统株式会社 异常判定辅助装置
CN110703690A (zh) * 2019-11-19 2020-01-17 天津紫荆长远科技发展有限公司 一种用于加工过程的智能控制与监测系统的运行方法
EP3832417A1 (en) * 2019-12-05 2021-06-09 Elmos Semiconductor SE Method for the detection of a state of a system
JP2021183929A (ja) * 2020-05-22 2021-12-02 株式会社日立産機システム 回転機械システムの診断装置および診断方法
CN113925523B (zh) * 2020-06-29 2024-03-26 通用电气精准医疗有限责任公司 医疗成像系统的状态检测方法和装置以及ct成像系统检测
FR3119019B1 (fr) * 2021-01-15 2023-03-31 Safran Procede de surveillance d’un actionneur
CN113125506B (zh) * 2021-03-01 2024-04-02 珠海广浩捷科技股份有限公司 光栅尺、磁栅尺的诊断方法、系统及存储介质
US11639966B2 (en) * 2021-03-15 2023-05-02 General Electric Technology Gmbh Enhanced electrical signature analysis for fault detection
CN113849333B (zh) * 2021-09-26 2023-07-14 中国地质大学(武汉) 一种基于WN-Spline基线域算法的数据中心自驱排障方法及系统

Family Cites Families (96)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5436784A (en) 1993-08-11 1995-07-25 Schweitzer Engineering Laboratories, Inc. Motor protection relay using thermal models
IL106916A (en) 1993-09-06 2000-07-16 Diagnostics Ltd Method and apparatus for detecting faults in the working of motor driven components of heating cooling or dehumidifying units
US5629870A (en) 1994-05-31 1997-05-13 Siemens Energy & Automation, Inc. Method and apparatus for predicting electric induction machine failure during operation
US5574387A (en) 1994-06-30 1996-11-12 Siemens Corporate Research, Inc. Radial basis function neural network autoassociator and method for induction motor monitoring
US5550879A (en) 1995-08-30 1996-08-27 General Electric Company Motor current signal processor including phase locked and delta modulated loops
US5550880A (en) 1995-08-30 1996-08-27 General Electric Company Motor current signal processor using analog substraction of an estimated largest sine wave component
TR199600527A2 (xx) 1996-06-24 1998-01-21 Ar�El�K A.�. Elektrik motorlar� i�in model bazl� hata tespit ve te�his sistemi.
FR2761209B1 (fr) 1997-03-19 1999-06-11 Schneider Electric Sa Dispositif de protection d'un moteur avec une fonction signal defaut thermique avance a la manoeuvre
JP2002507880A (ja) 1998-03-16 2002-03-12 オートメッグ インコーポレイテッド 電動モータモニタ回路
US6181042B1 (en) 1998-05-30 2001-01-30 General Electric Co. Method for preventing corona surface damage in end windings of air-cooled motors and generators
IL124932A0 (en) * 1998-06-16 1999-01-26 Mea Motor Inspection Ltd Method and apparatus for testing rotating machines
US6199023B1 (en) 1998-11-16 2001-03-06 Geneal Electric Company System for removing spurious signatures in motor current signature analysis
US6888124B1 (en) 1999-03-24 2005-05-03 Shell Oil Company Method to monitor internal parameters of electrical motor systems
CN1172424C (zh) 1999-03-24 2004-10-20 国际壳牌研究有限公司 监测电机中温度的系统
US6262550B1 (en) 1999-12-17 2001-07-17 General Electric Company Electrical motor monitoring system and method
US6655835B2 (en) 1999-12-21 2003-12-02 Schweitzer Engineering Laboratories Inc. Setting-free resistive temperature device (RTD) measuring module
US7447509B2 (en) * 1999-12-22 2008-11-04 Celeritasworks, Llc Geographic management system
US6370957B1 (en) * 1999-12-31 2002-04-16 Square D Company Vibration analysis for predictive maintenance of rotating machines
MXPA01011785A (es) 2000-03-17 2002-05-14 Siemens Ag Arquitectura de tecnologia de planta.
US6611771B1 (en) 2000-10-04 2003-08-26 Eaton Corporation Method and apparatus to detect a stator turn fault in an AC motor
US6496782B1 (en) 2000-10-30 2002-12-17 General Electric Company Electric machine monitoring method and system
US6573727B2 (en) 2001-01-25 2003-06-03 General Electric Company Method and apparatus for evaluation of insulation in variable speed motors
JP2003069731A (ja) 2001-08-29 2003-03-07 Mitsubishi Electric Corp 機器状態遠隔監視システム
DE10164204A1 (de) 2001-12-27 2003-07-17 Siemens Linear Motor Systems G Schutzeinrichtung für Elektromotor mit Sensor und Auswerteeinheit
GB0200867D0 (en) 2002-01-15 2002-03-06 Univ Glasgow Electric motor monitoring system
JP2005518178A (ja) 2002-02-13 2005-06-16 コンティネンタル・テーベス・アクチエンゲゼルシヤフト・ウント・コンパニー・オッフェネ・ハンデルスゲゼルシヤフト 電動機のエラー検出方法
US6834256B2 (en) 2002-08-30 2004-12-21 General Electric Company Method and system for determining motor reliability
US6924613B2 (en) 2002-09-23 2005-08-02 Siemens Energy & Automation, Inc. System and method for monitoring current and providing motor protection
DE10252754A1 (de) 2002-11-13 2004-06-17 Rexroth Indramat Gmbh Elektromotor mit einer Vorrichtung zur Temperaturüberwachung
US6822839B2 (en) * 2002-12-05 2004-11-23 Eaton Corporation Method and apparatus of detecting internal motor faults in an induction machine
CN1781241A (zh) 2003-03-03 2006-05-31 Abb股份有限公司 监控设备的装置及方法
US7231319B2 (en) 2003-06-18 2007-06-12 Eaton Corporation System and method for proactive motor wellness diagnosis based on potential cavitation faults
US7161778B2 (en) 2003-06-26 2007-01-09 Schweltzer Engineering Laboratories, Inc. Rotor thermal model for use in motor protection
US7127373B2 (en) 2003-08-07 2006-10-24 General Electric Company Systems, methods and computer program products for assessing the health of an electric motor
FI118747B (fi) 2004-01-23 2008-02-29 Abb Oy Automaattinen ohjauslaite
US7308383B2 (en) 2004-02-25 2007-12-11 Siemens Energy & Automation, Inc. System and method for providing electrical system monitoring and diagnosis
US7831704B2 (en) 2004-04-22 2010-11-09 General Electric Company Methods and systems for monitoring and diagnosing machinery
US7283914B2 (en) 2004-10-28 2007-10-16 Abb Technology Ag System and method for vibration monitoring
BRPI0517371A (pt) * 2004-10-29 2008-10-07 Carrier Corp método para controlar acionamento de velocidade variável, sistema de compressor, método para remanufaturar combinação de motor acionamento de velocidade variável
US7254514B2 (en) 2005-05-12 2007-08-07 General Electric Company Method and system for predicting remaining life for motors featuring on-line insulation condition monitor
JP5175218B2 (ja) 2005-12-28 2013-04-03 ニューロサイエンシーズ リサーチ ファンデーション インコーポレイテッド 予測的運動制御のための小脳モデルを有する頭脳ベース・デバイス
US7675257B2 (en) 2007-03-09 2010-03-09 Regal Beloit Corporation Methods and systems for recording operating information of an electronically commutated motor
WO2008113308A1 (de) 2007-03-16 2008-09-25 Siemens Aktiengesellschaft Verfahren zum erzeugen eines fehlersignals, das einen unzulässigen belastungszustand eines elektromotors angibt, und elektrisches motorschutzgerät zur durchführung des verfahrens
FI20070243A (fi) 2007-03-23 2009-01-12 Abb Oy Menetelmä ja laitteisto sähkökoneiden kunnon seuraamiseksi
CN100543440C (zh) * 2007-03-28 2009-09-23 华北电力大学 异步电动机轴承故障检测方法
US20100169030A1 (en) 2007-05-24 2010-07-01 Alexander George Parlos Machine condition assessment through power distribution networks
MX2009013288A (es) 2007-06-04 2010-02-24 Eaton Corp Sistema y metodo para deteccion de falla de cojinete usando cancelacion de ruido de corriente del estator.
US7956637B2 (en) 2007-06-04 2011-06-07 Eaton Corporation System and method to determine electric motor efficiency using an equivalent circuit
US7847580B2 (en) 2007-06-04 2010-12-07 Eaton Corporation System and method for motor fault detection using stator current noise cancellation
JP5051528B2 (ja) * 2007-08-20 2012-10-17 住友金属工業株式会社 機械設備の異常判定装置及び機械設備の異常判定方法
US7755310B2 (en) 2007-09-11 2010-07-13 Gm Global Technology Operations, Inc. Method and apparatus for electric motor torque monitoring
US20090096405A1 (en) 2007-10-15 2009-04-16 General Electric Company Method and system for remotely predicting the remaining life of an ac motor system
DE102007058821A1 (de) 2007-12-05 2009-06-10 Ina - Drives & Mechatronics Gmbh & Co. Ohg Elektromotor mit Teilentladungsschutz und Verfahren zu dessen Herstellung
US8131482B2 (en) 2008-05-16 2012-03-06 Schneider Electric USA, Inc. Methods and apparatus for estimating rotor slots
WO2010076665A1 (en) 2009-01-05 2010-07-08 Freescale Semiconductor, Inc. Circuit and method for speed monitoring of an electric motor
US8676356B2 (en) 2009-01-09 2014-03-18 Eaton Corporation System and method for motor parameter estimation
US8054084B2 (en) 2009-05-19 2011-11-08 GM Global Technology Operations LLC Methods and systems for diagnosing stator windings in an electric motor
WO2011006528A1 (en) 2009-07-13 2011-01-20 Abb Research Ltd Fault detection in a rotating electrical machine
US8229682B2 (en) 2009-08-17 2012-07-24 General Electric Company Apparatus and method for bearing condition monitoring
CN102095573A (zh) * 2009-12-11 2011-06-15 上海卫星工程研究所 星载旋转设备机械部件状态监测与诊断报警方法
US8378605B2 (en) 2010-01-06 2013-02-19 GM Global Technology Operations LLC Method and apparatus for monitoring a system including a sensorless electric motor
US8339084B2 (en) 2010-03-12 2012-12-25 GM Global Technology Operations LLC Systems and methods for monitoring current in an electric motor
US9777748B2 (en) 2010-04-05 2017-10-03 Eaton Corporation System and method of detecting cavitation in pumps
US8401822B2 (en) 2010-04-20 2013-03-19 Eaton Corporation System, wellness circuit and method of determining wellness of a rotating electrical apparatus
JP5733913B2 (ja) * 2010-06-11 2015-06-10 株式会社高田工業所 回転機械系の異常診断方法
US8405339B2 (en) * 2010-07-01 2013-03-26 Eaton Corporation System and method for detecting fault in an AC machine
CN101907868B (zh) * 2010-08-05 2012-01-25 暨南大学珠海学院 牵引供电系统智能故障诊断方法及其系统
CN101950152B (zh) * 2010-09-25 2012-11-14 孙百英 一种模拟式时刻显示装置
FR2968856B1 (fr) 2010-12-08 2014-10-10 Areva T & D Prot & Controle Relais de protection moteur pour optimiser la surveillance et la protection d'un moteur electrique
DE102011079398A1 (de) * 2010-12-21 2012-06-21 Siemens Aktiengesellschaft Überwachung und Fehlerdiagnose einer elektrischen Maschine
US8558496B2 (en) 2011-03-16 2013-10-15 GM Global Technology Operations LLC Systems and methods for monitoring current in an electric motor
CN102156000B (zh) 2011-03-17 2012-12-12 北京经纬恒润科技有限公司 电机及其绕组温度的检出方法和装置、热保护方法和装置
EP2523009B1 (en) 2011-05-12 2015-01-28 ABB Technology AG Method and apparatus for monitoring the condition of electromechanical systems
US9845012B2 (en) * 2011-07-06 2017-12-19 General Electric Company System and method for predicting mechanical failure of a motor
US8994359B2 (en) 2011-08-29 2015-03-31 General Electric Company Fault detection based on current signature analysis for a generator
US9168315B1 (en) * 2011-09-07 2015-10-27 Mainstream Engineering Corporation Cost-effective remote monitoring, diagnostic and system health prediction system and method for vapor compression and heat pump units based on compressor discharge line temperature sampling
SI2568583T1 (sl) 2011-09-12 2017-01-31 Alstom Renewable Technologies Naprava za nadzor temperature za elektro motorje
EP2574947A1 (en) 2011-09-30 2013-04-03 ABB Technology AG A method of determining stationary signals for the diagnostics of an electromechanical system
US8981697B2 (en) 2011-10-07 2015-03-17 Schweitzer Engineering Laboratories, Inc. Asset condition monitoring in an electric motor
US20130107400A1 (en) 2011-10-31 2013-05-02 General Electric Company System for monitoring a machine using a digital protective relay
US9276396B2 (en) * 2012-02-17 2016-03-01 General Electric Company Power transmission fault analysis system and related method
WO2013123947A1 (en) 2012-02-21 2013-08-29 Aalborg Universitet Fault tolerant electric motor and method of detecting faulty condition in an electric motor
US8872455B2 (en) 2012-05-22 2014-10-28 Deere & Company Method and controller for an electric motor with fault detection
US9438028B2 (en) 2012-08-31 2016-09-06 Schweitzer Engineering Laboratories, Inc. Motor relay with integrated arc-flash detection
US9255970B2 (en) 2012-09-27 2016-02-09 General Electric Company On-line monitoring of stator insulation in motors and generators
ES2534412T3 (es) 2012-10-26 2015-04-22 Abb Technology Ag Un método para el diagnóstico de un sistema electromecánico basado en análisis de impedancia
US9645046B2 (en) 2012-12-17 2017-05-09 General Electric Company Fault detection system and associated method
US9541606B2 (en) * 2012-12-17 2017-01-10 General Electric Company Fault detection system and associated method
KR20140113032A (ko) * 2013-03-15 2014-09-24 삼성전자주식회사 휴대단말기의 표시화면을 표시하는 방법 및 장치
CN103226185B (zh) * 2013-03-26 2015-11-11 同济大学 一种基于谐波监测的变流器功率模块在线故障诊断方法
US9292975B2 (en) * 2013-08-07 2016-03-22 Honeywell International Inc. System and method for monitoring vibration data
CN103472802B (zh) * 2013-09-13 2016-08-17 同济大学 风力发电机组智能状态监测终端及其数据处理方法
US9927265B2 (en) * 2013-10-22 2018-03-27 Nidec Avtron Automation Corporation Machine diagnostic encoder
US9772364B2 (en) * 2013-11-06 2017-09-26 General Electric Company Temperature compensation of insulation monitoring for rotating machines
US10317467B2 (en) * 2014-05-19 2019-06-11 Schweitzer Engineering Laboratories, Inc. Synchronous machine monitoring and determination of a loss-of-field event using time stamped electrical and mechanical data
US10145897B2 (en) * 2015-06-30 2018-12-04 Texas Instruments Incorporated Motor winding fault detection circuits and methods to detect motor winding faults

Also Published As

Publication number Publication date
JP7139122B2 (ja) 2022-09-20
CA2995263A1 (en) 2018-08-24
EP3367198A1 (en) 2018-08-29
US10928814B2 (en) 2021-02-23
EP3367198B1 (en) 2023-06-07
ES2948188T3 (es) 2023-09-01
BR102018003103A2 (pt) 2018-10-30
CN108508359B (zh) 2022-07-05
US20180246506A1 (en) 2018-08-30
JP2018153081A (ja) 2018-09-27
CN108508359A (zh) 2018-09-07

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