KR101881887B1 - 딥러닝을 이용한 소비전력 기반 가전기기 분류 장치 및 방법 - Google Patents

딥러닝을 이용한 소비전력 기반 가전기기 분류 장치 및 방법 Download PDF

Info

Publication number
KR101881887B1
KR101881887B1 KR1020160126193A KR20160126193A KR101881887B1 KR 101881887 B1 KR101881887 B1 KR 101881887B1 KR 1020160126193 A KR1020160126193 A KR 1020160126193A KR 20160126193 A KR20160126193 A KR 20160126193A KR 101881887 B1 KR101881887 B1 KR 101881887B1
Authority
KR
South Korea
Prior art keywords
power consumption
deep learning
household appliance
total power
appliance classification
Prior art date
Application number
KR1020160126193A
Other languages
English (en)
Other versions
KR20170049387A (ko
Inventor
김호원
김지현
Original Assignee
부산대학교 산학협력단
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 부산대학교 산학협력단 filed Critical 부산대학교 산학협력단
Priority to US15/336,086 priority Critical patent/US10572797B2/en
Publication of KR20170049387A publication Critical patent/KR20170049387A/ko
Application granted granted Critical
Publication of KR101881887B1 publication Critical patent/KR101881887B1/ko

Links

Classifications

    • H—ELECTRICITY
    • H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J13/00—Circuit arrangements for providing remote indication of network conditions, e.g. an instantaneous record of the open or closed condition of each circuitbreaker in the network; Circuit arrangements for providing remote control of switching means in a power distribution network, e.g. switching in and out of current consumers by using a pulse code signal carried by the network
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R21/00—Arrangements for measuring electric power or power factor
    • G01R21/06—Arrangements for measuring electric power or power factor by measuring current and voltage
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02B—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO BUILDINGS, e.g. HOUSING, HOUSE APPLIANCES OR RELATED END-USER APPLICATIONS
    • Y02B70/00—Technologies for an efficient end-user side electric power management and consumption
    • Y02B70/30—Systems integrating technologies related to power network operation and communication or information technologies for improving the carbon footprint of the management of residential or tertiary loads, i.e. smart grids as climate change mitigation technology in the buildings sector, including also the last stages of power distribution and the control, monitoring or operating management systems at local level
    • Y02B70/3266—
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
    • Y04S20/00—Management or operation of end-user stationary applications or the last stages of power distribution; Controlling, monitoring or operating thereof
    • Y04S20/20—End-user application control systems
    • Y04S20/242—Home appliances

Landscapes

  • Engineering & Computer Science (AREA)
  • Power Engineering (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
KR1020160126193A 2015-10-27 2016-09-30 딥러닝을 이용한 소비전력 기반 가전기기 분류 장치 및 방법 KR101881887B1 (ko)

Priority Applications (1)

Application Number Priority Date Filing Date Title
US15/336,086 US10572797B2 (en) 2015-10-27 2016-10-27 Apparatus and method for classifying home appliances based on power consumption using deep learning

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
KR20150149595 2015-10-27
KR1020150149595 2015-10-27

Publications (2)

Publication Number Publication Date
KR20170049387A KR20170049387A (ko) 2017-05-10
KR101881887B1 true KR101881887B1 (ko) 2018-07-25

Family

ID=58744064

Family Applications (1)

Application Number Title Priority Date Filing Date
KR1020160126193A KR101881887B1 (ko) 2015-10-27 2016-09-30 딥러닝을 이용한 소비전력 기반 가전기기 분류 장치 및 방법

Country Status (1)

Country Link
KR (1) KR101881887B1 (ko)

Families Citing this family (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102468357B1 (ko) * 2017-06-29 2022-11-18 (주)큐센텍 전기장치의 개별 소비전력 모니터링 방법 및 장치와 이를 위한 학습 방법
KR102020007B1 (ko) * 2017-12-14 2019-09-09 한전케이디엔 주식회사 강화학습 기반의 에너지 사용량 가상데이터 생성시스템
KR102081912B1 (ko) * 2018-11-15 2020-02-26 광주과학기술원 딥러닝 기반 마스크 추정 방법을 이용한 건물 부하 식별 시스템의 동작 방법
WO2019139460A2 (ko) * 2019-02-01 2019-07-18 엘지전자 주식회사 인공지능 장치
KR20210090714A (ko) * 2019-02-01 2021-07-20 엘지전자 주식회사 인공지능 장치
CN109976273A (zh) * 2019-03-19 2019-07-05 颜玉玲 用于记录家用电器设施数据和用电量明细自动化管理系统
KR20210083821A (ko) 2019-12-27 2021-07-07 한국전력공사 데이터 전송처리 시스템 및 데이터 전송 방법

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR101172602B1 (ko) 2010-08-24 2012-08-08 강릉원주대학교산학협력단 가전기기별 전력 관리를 위한 방법, 시스템 및 컴퓨터 판독 가능한 기록 매체
JP5598200B2 (ja) * 2010-09-16 2014-10-01 ソニー株式会社 データ処理装置、データ処理方法、およびプログラム
JP2013048326A (ja) * 2011-08-29 2013-03-07 Nippon Telegr & Teleph Corp <Ntt> 家電機器制御システムおよび家電機器制御方法
KR101411254B1 (ko) 2012-11-22 2014-07-01 아주대학교산학협력단 전력 소모 패턴 학습을 이용한 가전기기 판단 시스템 및 방법

Also Published As

Publication number Publication date
KR20170049387A (ko) 2017-05-10

Similar Documents

Publication Publication Date Title
EP3170134A4 (en) Home appliance and control method for the same
EP3172510A4 (en) Refrigerator and control method thereof
GB201419883D0 (en) Domestic robotic system and method
EP3185482A4 (en) Intelligent home controller and communication method thereof
EP3207382A4 (en) Smart home system and method
KR101881887B1 (ko) 딥러닝을 이용한 소비전력 기반 가전기기 분류 장치 및 방법
EP3201719A4 (en) Intelligent device wakeup
EP3182238A4 (en) Intelligent home system and control method
EP3161398A4 (en) Refrigerator and controlling method thereof
EP3172511A4 (en) A refrigerator and a method controlling the same
EP2980546B8 (en) Intelligent noise monitoring device and noise monitoring method using the same
EP3133967A4 (en) Two-sided grill and method
EP3361410A4 (en) FAST IDENTIFICATION PROCESS AND INTELLIGENT BUDGET ROBOT
EP3180577A4 (en) Refrigerator and controlling method thereof
EP3167425A4 (en) Systems, articles and methods related to providing customized cooking instruction
EP3204854A4 (en) Efficient power analysis
EP3247224A4 (en) Optimized nutrient food
EP3146180A4 (en) Power generation systems and methods
EP3154654A4 (en) Continuous chemical extractor, concentrator, and isolator
PL3212873T3 (pl) Inteligentne automatycznie zamykane drzwi
SG11201610171VA (en) Microorganism producing o-acetyl-homoserine and method for producing o-acetylhomoserine using the same
EP3323338A4 (en) CLEANER AND METHOD OF CONTROLLING
EP3242220A4 (en) Intelligent prediction input method and system
EP3126677A4 (en) Fan with learning mode
HUE048882T2 (hu) L-lizint termelõ mikroorganizmus és eljárás L-lizin termelésére annak alkalmazásával

Legal Events

Date Code Title Description
A201 Request for examination
E902 Notification of reason for refusal
E701 Decision to grant or registration of patent right
GRNT Written decision to grant