KR102619200B9 - 인공지능 기반 환경설비 자동제어를 위한 뉴럴 네트워크 모델 생성 방법 및 컴퓨터 프로그램 - Google Patents

인공지능 기반 환경설비 자동제어를 위한 뉴럴 네트워크 모델 생성 방법 및 컴퓨터 프로그램

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Publication number
KR102619200B9
KR102619200B9 KR1020220091686A KR20220091686A KR102619200B9 KR 102619200 B9 KR102619200 B9 KR 102619200B9 KR 1020220091686 A KR1020220091686 A KR 1020220091686A KR 20220091686 A KR20220091686 A KR 20220091686A KR 102619200 B9 KR102619200 B9 KR 102619200B9
Authority
KR
South Korea
Prior art keywords
creating
computer program
neural network
network model
artificial intelligence
Prior art date
Application number
KR1020220091686A
Other languages
English (en)
Other versions
KR102619200B1 (ko
KR20230093161A (ko
Inventor
김형섭
김세종
Original Assignee
주식회사 소어텍
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.)
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Publication date
Application filed by 주식회사 소어텍 filed Critical 주식회사 소어텍
Priority to KR1020220091686A priority Critical patent/KR102619200B1/ko
Publication of KR20230093161A publication Critical patent/KR20230093161A/ko
Application granted granted Critical
Publication of KR102619200B1 publication Critical patent/KR102619200B1/ko
Publication of KR102619200B9 publication Critical patent/KR102619200B9/ko

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Classifications

    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24—HEATING; RANGES; VENTILATING
    • F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00—Control or safety arrangements
    • F24F11/50—Control or safety arrangements characterised by user interfaces or communication
    • F24F11/54—Control or safety arrangements characterised by user interfaces or communication using one central controller connected to several sub-controllers
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24—HEATING; RANGES; VENTILATING
    • F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00—Control or safety arrangements
    • F24F11/62—Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24—HEATING; RANGES; VENTILATING
    • F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00—Control or safety arrangements
    • F24F11/70—Control systems characterised by their outputs; Constructional details thereof
    • F24F11/72—Control systems characterised by their outputs; Constructional details thereof for controlling the supply of treated air, e.g. its pressure
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24—HEATING; RANGES; VENTILATING
    • F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2110/00—Control inputs relating to air properties
    • F24F2110/50—Air quality properties
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24—HEATING; RANGES; VENTILATING
    • F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2130/00—Control inputs relating to environmental factors not covered by group F24F2110/00
    • F24F2130/10—Weather information or forecasts
    • 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
    • Y02B30/00—Energy efficient heating, ventilation or air conditioning [HVAC]
    • Y02B30/70—Efficient control or regulation technologies, e.g. for control of refrigerant flow, motor or heating

Landscapes

  • Engineering & Computer Science (AREA)
  • General Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Chemical & Material Sciences (AREA)
  • Combustion & Propulsion (AREA)
  • Mechanical Engineering (AREA)
  • Theoretical Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Computational Linguistics (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Signal Processing (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • General Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Fuzzy Systems (AREA)
  • Human Computer Interaction (AREA)
  • Air Conditioning Control Device (AREA)
  • Ventilation (AREA)
  • Feedback Control In General (AREA)
  • Testing And Monitoring For Control Systems (AREA)
KR1020220091686A 2021-12-17 2022-07-25 인공지능 기반 환경설비 자동제어를 위한 뉴럴 네트워크 모델 생성 방법 및 컴퓨터 프로그램 KR102619200B1 (ko)

Priority Applications (1)

Application Number Priority Date Filing Date Title
KR1020220091686A KR102619200B1 (ko) 2021-12-17 2022-07-25 인공지능 기반 환경설비 자동제어를 위한 뉴럴 네트워크 모델 생성 방법 및 컴퓨터 프로그램

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
KR1020210181720A KR102426492B1 (ko) 2021-12-17 2021-12-17 환기설비 연동 범용 제어 방법, 장치 및 프로그램
KR1020220091686A KR102619200B1 (ko) 2021-12-17 2022-07-25 인공지능 기반 환경설비 자동제어를 위한 뉴럴 네트워크 모델 생성 방법 및 컴퓨터 프로그램

Related Parent Applications (1)

Application Number Title Priority Date Filing Date
KR1020210181720A Division KR102426492B1 (ko) 2021-12-17 2021-12-17 환기설비 연동 범용 제어 방법, 장치 및 프로그램

Publications (3)

Publication Number Publication Date
KR20230093161A KR20230093161A (ko) 2023-06-27
KR102619200B1 KR102619200B1 (ko) 2024-01-02
KR102619200B9 true KR102619200B9 (ko) 2024-03-13

Family

ID=82606297

Family Applications (2)

Application Number Title Priority Date Filing Date
KR1020210181720A KR102426492B1 (ko) 2021-12-17 2021-12-17 환기설비 연동 범용 제어 방법, 장치 및 프로그램
KR1020220091686A KR102619200B1 (ko) 2021-12-17 2022-07-25 인공지능 기반 환경설비 자동제어를 위한 뉴럴 네트워크 모델 생성 방법 및 컴퓨터 프로그램

Family Applications Before (1)

Application Number Title Priority Date Filing Date
KR1020210181720A KR102426492B1 (ko) 2021-12-17 2021-12-17 환기설비 연동 범용 제어 방법, 장치 및 프로그램

Country Status (1)

Country Link
KR (2) KR102426492B1 (ko)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102619202B1 (ko) * 2022-11-25 2024-01-02 주식회사 소어텍 실내외 공기질 정보를 이용하여 필터 교체 시기를 결정하는 공기정화시스템 및 실내외 공기질 정보를 이용하여 필터 교체 시기를 결정하는 공기정화장치

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR100822384B1 (ko) 2007-05-23 2008-04-17 (주) 인바이런먼트 리딩 테크놀러지 실내 환경 제어 시스템의 통합형 컨트롤러
KR102116160B1 (ko) * 2014-11-28 2020-05-27 케이웨더(주) 통합 실내 환경 관리 장치
WO2020218632A1 (ko) * 2019-04-23 2020-10-29 엘지전자 주식회사 인공지능 장치

Also Published As

Publication number Publication date
KR102426492B9 (ko) 2024-03-13
KR102619200B1 (ko) 2024-01-02
KR20230093161A (ko) 2023-06-27
KR102426492B1 (ko) 2022-07-29

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