WO2020046083A3 - 인공지능 세탁물 처리기기 및 세탁물 처리기기의 제어방법 - Google Patents

인공지능 세탁물 처리기기 및 세탁물 처리기기의 제어방법 Download PDF

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Publication number
WO2020046083A3
WO2020046083A3 PCT/KR2019/011227 KR2019011227W WO2020046083A3 WO 2020046083 A3 WO2020046083 A3 WO 2020046083A3 KR 2019011227 W KR2019011227 W KR 2019011227W WO 2020046083 A3 WO2020046083 A3 WO 2020046083A3
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WIPO (PCT)
Prior art keywords
processing apparatus
laundry
laundry processing
wash tub
motor
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.)
Ceased
Application number
PCT/KR2019/011227
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English (en)
French (fr)
Other versions
WO2020046083A2 (ko
Inventor
임명훈
정환진
김성균
김재현
유선화
우경철
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LG Electronics Inc
Original Assignee
LG Electronics Inc
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 LG Electronics Inc filed Critical LG Electronics Inc
Publication of WO2020046083A2 publication Critical patent/WO2020046083A2/ko
Publication of WO2020046083A3 publication Critical patent/WO2020046083A3/ko
Anticipated expiration legal-status Critical
Ceased legal-status Critical Current

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    • DTEXTILES; PAPER
    • D06TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
    • D06FLAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
    • D06F33/00Control of operations performed in washing machines or washer-dryers 
    • D06F33/30Control of washing machines characterised by the purpose or target of the control 
    • D06F33/32Control of operational steps, e.g. optimisation or improvement of operational steps depending on the condition of the laundry
    • DTEXTILES; PAPER
    • D06TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
    • D06FLAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
    • D06F37/00Details specific to washing machines covered by groups D06F21/00 - D06F25/00
    • D06F37/30Driving arrangements 
    • D06F37/304Arrangements or adaptations of electric motors
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/044Recurrent networks, e.g. Hopfield networks
    • G06N3/0442Recurrent networks, e.g. Hopfield networks characterised by memory or gating, e.g. long short-term memory [LSTM] or gated recurrent units [GRU]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0464Convolutional networks [CNN, ConvNet]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/09Supervised learning
    • DTEXTILES; PAPER
    • D06TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
    • D06FLAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
    • D06F2103/00Parameters monitored or detected for the control of domestic laundry washing machines, washer-dryers or laundry dryers
    • D06F2103/02Characteristics of laundry or load
    • DTEXTILES; PAPER
    • D06TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
    • D06FLAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
    • D06F2103/00Parameters monitored or detected for the control of domestic laundry washing machines, washer-dryers or laundry dryers
    • D06F2103/02Characteristics of laundry or load
    • D06F2103/04Quantity, e.g. weight or variation of weight
    • DTEXTILES; PAPER
    • D06TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
    • D06FLAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
    • D06F2103/00Parameters monitored or detected for the control of domestic laundry washing machines, washer-dryers or laundry dryers
    • D06F2103/02Characteristics of laundry or load
    • D06F2103/06Type or material
    • DTEXTILES; PAPER
    • D06TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
    • D06FLAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
    • D06F2103/00Parameters monitored or detected for the control of domestic laundry washing machines, washer-dryers or laundry dryers
    • D06F2103/24Spin speed; Drum movements
    • DTEXTILES; PAPER
    • D06TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
    • D06FLAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
    • D06F2103/00Parameters monitored or detected for the control of domestic laundry washing machines, washer-dryers or laundry dryers
    • D06F2103/44Current or voltage
    • D06F2103/46Current or voltage of the motor driving the drum
    • DTEXTILES; PAPER
    • D06TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
    • D06FLAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
    • D06F2105/00Systems or parameters controlled or affected by the control systems of washing machines, washer-dryers or laundry dryers
    • D06F2105/46Drum speed; Actuation of motors, e.g. starting or interrupting
    • DTEXTILES; PAPER
    • D06TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
    • D06FLAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
    • D06F2105/00Systems or parameters controlled or affected by the control systems of washing machines, washer-dryers or laundry dryers
    • D06F2105/46Drum speed; Actuation of motors, e.g. starting or interrupting
    • D06F2105/48Drum speed
    • DTEXTILES; PAPER
    • D06TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
    • D06FLAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
    • D06F34/00Details of control systems for washing machines, washer-dryers or laundry dryers
    • D06F34/14Arrangements for detecting or measuring specific parameters
    • D06F34/18Condition of the laundry, e.g. nature or weight
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20084Artificial neural networks [ANN]

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Textile Engineering (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Biomedical Technology (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Control Of Washing Machine And Dryer (AREA)

Abstract

본 발명은 인공지능 세탁물 처리기기에 관한 것으로, 상기 세탁물 처리기기는 포를 수용하고 회전 가능하게 구비되는 세탁조와, 상기 세탁조를 회전시키는 모터와, 포가 상기 세탁조 내에서 유동되는 범위 내에서 설정된 목표속도까지 상기 세탁조가 1.5 내지 2.5 rpm/s로 가속되도록 상기 모터를 제어하는 제어부와, 상기 모터의 전류를 감지하는 전류 감지부를 포함하고, 상기 제어부는 상기 세탁조가 가속 회전되는 중에 상기 전류 감지부에 의해 감지된 전류 값을 머신 러닝(machine learning)으로 기학습된 인공신경망(Artificial Neural Network)의 입력 레이어의 입력으로하여 상기 인공신경망의 출력 레이어에서의 출력으로 포량과 포질을 구한다.
PCT/KR2019/011227 2018-08-30 2019-08-30 인공지능 세탁물 처리기기 및 세탁물 처리기기의 제어방법 Ceased WO2020046083A2 (ko)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
KR1020180103077A KR102569216B1 (ko) 2018-08-30 2018-08-30 인공지능 세탁물 처리기기 및 세탁물 처리기기의 제어방법
KR10-2018-0103077 2018-08-30

Publications (2)

Publication Number Publication Date
WO2020046083A2 WO2020046083A2 (ko) 2020-03-05
WO2020046083A3 true WO2020046083A3 (ko) 2020-04-23

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PCT/KR2019/011227 Ceased WO2020046083A2 (ko) 2018-08-30 2019-08-30 인공지능 세탁물 처리기기 및 세탁물 처리기기의 제어방법

Country Status (5)

Country Link
US (1) US11618986B2 (ko)
EP (2) EP3617365B1 (ko)
KR (1) KR102569216B1 (ko)
ES (1) ES2882804T3 (ko)
WO (1) WO2020046083A2 (ko)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11556097B2 (en) * 2020-05-13 2023-01-17 Infineon Technologies Ag Neural network circuitry for motors with first plurality of neurons and second plurality of neurons
KR20230163239A (ko) 2022-05-23 2023-11-30 삼성전자주식회사 스토리지 장치, 메모리 장치, 및 이를 포함하는 컴퓨팅 시스템

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH02154793A (ja) * 1988-12-06 1990-06-14 Matsushita Electric Ind Co Ltd 洗濯機の制御装置
KR20110023062A (ko) * 2009-08-28 2011-03-08 엘지전자 주식회사 세탁물 처리기기 및 그 제어방법
KR20110036028A (ko) * 2011-03-04 2011-04-06 엘지전자 주식회사 세탁장치의 제어방법
KR20150019647A (ko) * 2013-08-14 2015-02-25 엘지전자 주식회사 세탁물 처리기기의 제어방법
KR101841248B1 (ko) * 2016-09-29 2018-03-22 엘지전자 주식회사 세탁물 처리기기 및 그 제어방법

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* Cited by examiner, † Cited by third party
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JP2635836B2 (ja) * 1991-02-28 1997-07-30 株式会社東芝 全自動洗濯機
KR100290234B1 (ko) 1998-01-14 2001-05-15 구자홍 드럼세탁기의 포량감지방법
KR100789829B1 (ko) 2006-04-19 2008-01-02 엘지전자 주식회사 드럼세탁기의 포량 감지 방법
US10370787B2 (en) * 2009-08-31 2019-08-06 Lg Electronics Inc. Control method of washing machine
BRPI0905317A2 (pt) * 2009-12-09 2011-08-02 Whirlpool Sa método de determinação de carga em máquinas de lavar roupas
KR101504686B1 (ko) 2012-10-09 2015-03-20 엘지전자 주식회사 세탁물 처리기기, 및 그 동작방법
KR101608659B1 (ko) * 2013-08-14 2016-04-04 엘지전자 주식회사 세탁물 처리기기 및 그 제어방법
US10041202B2 (en) * 2015-11-19 2018-08-07 Whirlpool Corporation Laundry treating appliance and methods of operation
US10422068B2 (en) * 2016-02-12 2019-09-24 Whirlpool Corporation Laundry treating appliance and methods of operation
KR102517609B1 (ko) * 2016-09-29 2023-04-03 엘지전자 주식회사 세탁기 및 그 제어방법
KR102527576B1 (ko) * 2016-10-07 2023-04-28 엘지전자 주식회사 세탁기 및 그 제어방법

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH02154793A (ja) * 1988-12-06 1990-06-14 Matsushita Electric Ind Co Ltd 洗濯機の制御装置
KR20110023062A (ko) * 2009-08-28 2011-03-08 엘지전자 주식회사 세탁물 처리기기 및 그 제어방법
KR20110036028A (ko) * 2011-03-04 2011-04-06 엘지전자 주식회사 세탁장치의 제어방법
KR20150019647A (ko) * 2013-08-14 2015-02-25 엘지전자 주식회사 세탁물 처리기기의 제어방법
KR101841248B1 (ko) * 2016-09-29 2018-03-22 엘지전자 주식회사 세탁물 처리기기 및 그 제어방법

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Publication number Publication date
WO2020046083A2 (ko) 2020-03-05
EP3617365B1 (en) 2021-07-14
KR102569216B1 (ko) 2023-08-21
ES2882804T3 (es) 2021-12-02
EP3913126A1 (en) 2021-11-24
US11618986B2 (en) 2023-04-04
US20200109507A1 (en) 2020-04-09
KR20200025556A (ko) 2020-03-10
EP3913126B1 (en) 2024-06-05
EP3617365A1 (en) 2020-03-04

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