WO2020046080A3 - 인공지능 세탁기 및 인공지능 세탁기의 제어방법 - Google Patents

인공지능 세탁기 및 인공지능 세탁기의 제어방법 Download PDF

Info

Publication number
WO2020046080A3
WO2020046080A3 PCT/KR2019/011224 KR2019011224W WO2020046080A3 WO 2020046080 A3 WO2020046080 A3 WO 2020046080A3 KR 2019011224 W KR2019011224 W KR 2019011224W WO 2020046080 A3 WO2020046080 A3 WO 2020046080A3
Authority
WO
WIPO (PCT)
Prior art keywords
wash
washing machine
artificial intelligence
laundry
intelligence washing
Prior art date
Application number
PCT/KR2019/011224
Other languages
English (en)
French (fr)
Other versions
WO2020046080A2 (ko
Inventor
임명훈
정환진
김성균
유선화
우경철
Original Assignee
엘지전자 주식회사
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
Priority claimed from KR1020190096303A external-priority patent/KR20200026043A/ko
Application filed by 엘지전자 주식회사 filed Critical 엘지전자 주식회사
Publication of WO2020046080A2 publication Critical patent/WO2020046080A2/ko
Publication of WO2020046080A3 publication Critical patent/WO2020046080A3/ko

Links

Classifications

    • 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
    • D06F21/00Washing machines with receptacles, e.g. perforated, having a rotary movement, e.g. oscillatory movement 
    • D06F21/10Washing machines with receptacles, e.g. perforated, having a rotary movement, e.g. oscillatory movement  about an inclined axis
    • 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 
    • 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
    • D06F33/36Control of operational steps, e.g. optimisation or improvement of operational steps depending on the condition of the laundry of washing
    • 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
    • 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
    • D06F34/28Arrangements for program selection, e.g. control panels therefor; Arrangements for indicating program parameters, e.g. the selected program or its progress
    • 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
    • DTEXTILES; PAPER
    • D06TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
    • D06FLAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
    • D06F39/00Details of washing machines not specific to a single type of machines covered by groups D06F9/00 - D06F27/00 
    • D06F39/08Liquid supply or discharge arrangements
    • D06F39/083Liquid discharge or recirculation arrangements
    • D06F39/085Arrangements or adaptations of pumps
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • DTEXTILES; PAPER
    • D06TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
    • D06FLAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
    • D06F2101/00User input for the control of domestic laundry washing machines, washer-dryers or laundry dryers
    • 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
    • D06F2103/44Current 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
    • 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
    • D06F2105/02Water supply
    • 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
    • D06F2105/10Temperature of washing liquids; Heating means therefor
    • 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
    • D06F2105/52Changing sequence of operational steps; Carrying out additional operational steps; Modifying operational steps, e.g. by extending duration of steps
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR 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]

Landscapes

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

Abstract

본 발명은 세탁조가 가속 회전되는 중에 상기 세탁조를 회전시키는 모터에 인가되는 전류 값을 머신 러닝(machine learning)으로 기학습된 인공신경망(Artificial Neural Network)의 입력 레이어(input layer)의 입력 데이터로 하여 상기 인공신경망의 출력 레이어(output layer)에서의 출력으로 상기 세탁조에 수용된 포의 상태를 판단하는 제1 감지 단계와, 포의 마모도 또는 세탁강도를 고려하여 분류된 복수의 세탁모드 중 상기 포의 상태를 기초로 어느 하나의 세탁모드를 선택하는 단계와, 상기 선택된 세탁모드에 따라 세탁을 수행하는 세탁행정 단계를 포함하여, 상기 세탁조에 투입된 포의 특성에 따라 적합한 세탁을 수행하는 세탁기의 제어방법에 관한 것이다.
PCT/KR2019/011224 2018-08-30 2019-08-30 인공지능 세탁기 및 인공지능 세탁기의 제어방법 WO2020046080A2 (ko)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
KR20180103083 2018-08-30
KR10-2018-0103083 2018-08-30
KR10-2019-0096303 2019-08-07
KR1020190096303A KR20200026043A (ko) 2018-08-30 2019-08-07 인공지능 세탁기 및 인공지능 세탁기의 제어방법

Publications (2)

Publication Number Publication Date
WO2020046080A2 WO2020046080A2 (ko) 2020-03-05
WO2020046080A3 true WO2020046080A3 (ko) 2020-04-23

Family

ID=67810465

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/KR2019/011224 WO2020046080A2 (ko) 2018-08-30 2019-08-30 인공지능 세탁기 및 인공지능 세탁기의 제어방법

Country Status (3)

Country Link
EP (1) EP3617369B1 (ko)
CN (1) CN110924053B (ko)
WO (1) WO2020046080A2 (ko)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR20220111452A (ko) 2021-02-02 2022-08-09 삼성전자주식회사 세탁기 및 그 제어 방법
CN113337997B (zh) * 2021-06-01 2023-05-26 海信冰箱有限公司 洗衣机的轻柔洗涤方法
CN113322626A (zh) * 2021-06-15 2021-08-31 海信(山东)冰箱有限公司 洗衣机及其排水过滤装置的堵塞检测方法
CN117273769B (zh) * 2023-08-15 2024-06-07 青岛美瑞泰洗涤服务科技有限公司 一种衣物数据收集分析方法及系统

Citations (4)

* 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
JPH04256790A (ja) * 1991-02-08 1992-09-11 Matsushita Electric Ind Co Ltd 洗濯機
KR20110023062A (ko) * 2009-08-28 2011-03-08 엘지전자 주식회사 세탁물 처리기기 및 그 제어방법
KR101841248B1 (ko) * 2016-09-29 2018-03-22 엘지전자 주식회사 세탁물 처리기기 및 그 제어방법

Family Cites Families (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2635836B2 (ja) * 1991-02-28 1997-07-30 株式会社東芝 全自動洗濯機
JPH04325194A (ja) * 1991-04-24 1992-11-13 Toshiba Corp 全自動洗濯機
WO2011025339A2 (en) * 2009-08-31 2011-03-03 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
EP2540896B1 (en) * 2011-06-30 2016-04-13 Electrolux Home Products Corporation N.V. Method for washing laundry in a laundry washing machine
CN102720037B (zh) * 2012-06-26 2014-01-08 无锡小天鹅股份有限公司 判断衣物材质的洗衣方法
KR101504686B1 (ko) * 2012-10-09 2015-03-20 엘지전자 주식회사 세탁물 처리기기, 및 그 동작방법
CN103628275A (zh) * 2013-12-17 2014-03-12 上海电机学院 基于神经网络模糊控制器的智能洗衣机
CN105040353A (zh) * 2015-07-23 2015-11-11 韦振彬 一种洗衣机的轻柔漂洗方法
CN106854808B (zh) * 2017-01-22 2020-07-14 无锡小天鹅电器有限公司 洗衣机及其洗涤控制方法和装置

Patent Citations (4)

* 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
JPH04256790A (ja) * 1991-02-08 1992-09-11 Matsushita Electric Ind Co Ltd 洗濯機
KR20110023062A (ko) * 2009-08-28 2011-03-08 엘지전자 주식회사 세탁물 처리기기 및 그 제어방법
KR101841248B1 (ko) * 2016-09-29 2018-03-22 엘지전자 주식회사 세탁물 처리기기 및 그 제어방법

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
SNMRTTHINGS WF19N8750KW. NAVER BLOG, 24 March 2018 (2018-03-24), Retrieved from the Internet <URL:https://m.blog.naver.com,/PostView.nhn?blogId=etland_hm&logNo=221236329600&proxyReferer=https%3A%2F%2Fwww.google.com%2F> [retrieved on 20191219] *

Also Published As

Publication number Publication date
EP3617369A1 (en) 2020-03-04
EP3617369B1 (en) 2024-01-24
CN110924053A (zh) 2020-03-27
WO2020046080A2 (ko) 2020-03-05
CN110924053B (zh) 2022-04-26

Similar Documents

Publication Publication Date Title
WO2020046080A3 (ko) 인공지능 세탁기 및 인공지능 세탁기의 제어방법
WO2020046078A3 (ko) 인공지능 세탁기 및 인공지능 세탁기의 제어방법
CN108290704B (zh) 用于为至少一个电梯确定分配决策的方法和设备
CN111144561A (zh) 一种神经网络模型确定方法及装置
CN107558101B (zh) 一种脱水控制方法、脱水控制装置及洗衣机
WO2020199743A1 (zh) 用于训练学习模型的方法、装置和计算设备
US20160140452A1 (en) Methods and systems using a composition of autonomous self-learning software components for performing complex real time data-processing tasks
WO2019210237A1 (en) Method and system for performing machine learning
DE102019104304A1 (de) Dynamische Anpassung von Sprachverständnissystemen an akustische Umgebungen
Pouliquen et al. Recursive system identification algorithm using binary measurements
US11821128B2 (en) Artificial intelligence washing machine and controlling method therefor
Hernandez-Leal et al. A Bayesian approach for learning and tracking switching, non-stationary opponents
WO2020046079A3 (ko) 인공지능 세탁기 및 인공지능 세탁기의 제어방법
WO2020046082A3 (ko) 인공지능 세탁물 처리기기 및 세탁물 처리기기의 제어방법
JP7360595B2 (ja) 情報処理装置
WO2020046081A3 (ko) 인공지능 세탁물 처리기기 및 세탁물 처리기기의 제어방법
Saito et al. Discounted UCB1-tuned for Q-Learning
KR102569216B1 (ko) 인공지능 세탁물 처리기기 및 세탁물 처리기기의 제어방법
US20220019874A1 (en) Method, device, and computer program for operating a deep neural network
CN110533189B (zh) 机器学习系统
KR102653160B1 (ko) 세탁물 처리기기 및 세탁물 처리기기의 제어방법
CN115598985B (zh) 一种反馈控制器的训练方法、装置、电子设备及介质
KR102526636B1 (ko) 분산 클라우드 환경에서의 뉴럴 네트워크 파라미터 처리 방법 및 장치
Zhang et al. XCS with Combined Reward Method (XCSCR) for Policy Search in Multistep Problems
Silva et al. A study on self-configuration in the differential evolution algorithm

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 19856299

Country of ref document: EP

Kind code of ref document: A2

NENP Non-entry into the national phase

Ref country code: DE

122 Ep: pct application non-entry in european phase

Ref document number: 19856299

Country of ref document: EP

Kind code of ref document: A2