EP3961115A4 - Klimatisierungssystem, maschinenlernvorrichtung und maschinenlernverfahren - Google Patents

Klimatisierungssystem, maschinenlernvorrichtung und maschinenlernverfahren Download PDF

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Publication number
EP3961115A4
EP3961115A4 EP20794580.9A EP20794580A EP3961115A4 EP 3961115 A4 EP3961115 A4 EP 3961115A4 EP 20794580 A EP20794580 A EP 20794580A EP 3961115 A4 EP3961115 A4 EP 3961115A4
Authority
EP
European Patent Office
Prior art keywords
machine learning
air
conditioning system
learning method
learning device
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.)
Granted
Application number
EP20794580.9A
Other languages
English (en)
French (fr)
Other versions
EP3961115A1 (de
EP3961115B1 (de
Inventor
Yasunori Okamoto
Naotoshi FUJITA
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Daikin Industries Ltd
Original Assignee
Daikin Industries Ltd
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 Daikin Industries Ltd filed Critical Daikin Industries Ltd
Priority claimed from PCT/JP2020/016968 external-priority patent/WO2020218219A1/ja
Publication of EP3961115A1 publication Critical patent/EP3961115A1/de
Publication of EP3961115A4 publication Critical patent/EP3961115A4/de
Application granted granted Critical
Publication of EP3961115B1 publication Critical patent/EP3961115B1/de
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

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
    • F24F11/62—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
    • F24F11/63—Electronic processing
    • F24F11/64—Electronic processing using pre-stored data
    • 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
    • F24F11/30—Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
    • F24F11/46—Improving electric energy efficiency or saving
    • 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
    • F24F11/63—Electronic processing
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24—HEATING; RANGES; VENTILATING
    • F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F3/00—Air-conditioning systems in which conditioned primary air is supplied from one or more central stations to distributing units in the rooms or spaces where it may receive secondary treatment; Apparatus specially designed for such systems
    • F24F3/001—Air-conditioning systems in which conditioned primary air is supplied from one or more central stations to distributing units in the rooms or spaces where it may receive secondary treatment; Apparatus specially designed for such systems in which the air treatment in the central station takes place by means of a heat-pump or by means of a reversible cycle
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24—HEATING; RANGES; VENTILATING
    • F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F3/00—Air-conditioning systems in which conditioned primary air is supplied from one or more central stations to distributing units in the rooms or spaces where it may receive secondary treatment; Apparatus specially designed for such systems
    • F24F3/06—Air-conditioning systems in which conditioned primary air is supplied from one or more central stations to distributing units in the rooms or spaces where it may receive secondary treatment; Apparatus specially designed for such systems characterised by the arrangements for the supply of heat-exchange fluid for the subsequent treatment of primary air in the room units
    • F24F3/065—Air-conditioning systems in which conditioned primary air is supplied from one or more central stations to distributing units in the rooms or spaces where it may receive secondary treatment; Apparatus specially designed for such systems characterised by the arrangements for the supply of heat-exchange fluid for the subsequent treatment of primary air in the room units with a plurality of evaporators or condensers
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24—HEATING; RANGES; VENTILATING
    • F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F5/00—Air-conditioning systems or apparatus not covered by F24F1/00 or F24F3/00, e.g. using solar heat or combined with household units such as an oven or water heater
    • F24F5/0007—Air-conditioning systems or apparatus not covered by F24F1/00 or F24F3/00, e.g. using solar heat or combined with household units such as an oven or water heater cooling apparatus specially adapted for use in air-conditioning
    • F24F5/001—Compression cycle type
    • 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
    • F24F11/80—Control systems characterised by their outputs; Constructional details thereof for controlling the temperature of the supplied air
    • F24F11/83—Control systems characterised by their outputs; Constructional details thereof for controlling the temperature of the supplied air by controlling the supply of heat-exchange fluids to heat-exchangers
    • 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
    • F24F11/80—Control systems characterised by their outputs; Constructional details thereof for controlling the temperature of the supplied air
    • F24F11/86—Control systems characterised by their outputs; Constructional details thereof for controlling the temperature of the supplied air by controlling compressors within refrigeration or heat pump circuits
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24—HEATING; RANGES; VENTILATING
    • F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F3/00—Air-conditioning systems in which conditioned primary air is supplied from one or more central stations to distributing units in the rooms or spaces where it may receive secondary treatment; Apparatus specially designed for such systems
    • F24F2003/003—Air-conditioning systems in which conditioned primary air is supplied from one or more central stations to distributing units in the rooms or spaces where it may receive secondary treatment; Apparatus specially designed for such systems with primary air treatment in the central station and subsequent secondary air treatment in air treatment units located in or near the rooms
    • 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
    • F24F2110/10—Temperature
    • 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
    • F24F2110/10—Temperature
    • F24F2110/12—Temperature of the outside air
    • 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
    • F24F2110/20—Humidity
    • 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
    • F24F2110/20—Humidity
    • F24F2110/22—Humidity of the outside air
    • 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
    • F24F2110/30—Velocity
    • F24F2110/32—Velocity of the outside air
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24—HEATING; RANGES; VENTILATING
    • F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2140/00—Control inputs relating to system states
    • F24F2140/20—Heat-exchange fluid temperature
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24—HEATING; RANGES; VENTILATING
    • F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2140/00—Control inputs relating to system states
    • F24F2140/40—Damper positions, e.g. open or closed
    • F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24—HEATING; RANGES; VENTILATING
    • F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2140/00—Control inputs relating to system states
    • F24F2140/60—Energy consumption

Landscapes

  • Engineering & Computer Science (AREA)
  • Chemical & Material Sciences (AREA)
  • Combustion & Propulsion (AREA)
  • Mechanical Engineering (AREA)
  • General Engineering & Computer Science (AREA)
  • Signal Processing (AREA)
  • Physics & Mathematics (AREA)
  • Fuzzy Systems (AREA)
  • Mathematical Physics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Sustainable Development (AREA)
  • Air Conditioning Control Device (AREA)
EP20794580.9A 2019-04-26 2020-04-17 Klimatisierungssystem, maschinenlernvorrichtung und maschinenlernverfahren Active EP3961115B1 (de)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
JP2019086786 2019-04-26
PCT/JP2020/016968 WO2020218219A1 (ja) 2019-04-26 2020-04-17 空調システム、機械学習装置及び機械学習方法

Publications (3)

Publication Number Publication Date
EP3961115A1 EP3961115A1 (de) 2022-03-02
EP3961115A4 true EP3961115A4 (de) 2022-06-15
EP3961115B1 EP3961115B1 (de) 2023-07-12

Family

ID=73045064

Family Applications (1)

Application Number Title Priority Date Filing Date
EP20794580.9A Active EP3961115B1 (de) 2019-04-26 2020-04-17 Klimatisierungssystem, maschinenlernvorrichtung und maschinenlernverfahren

Country Status (4)

Country Link
EP (1) EP3961115B1 (de)
JP (1) JP6819807B2 (de)
CN (1) CN113631866B (de)
ES (1) ES2955350T3 (de)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP7303449B2 (ja) * 2021-03-31 2023-07-05 ダイキン工業株式会社 空調制御装置、及び空気調和システム
CN114312213B (zh) * 2021-12-14 2023-10-17 华人运通(江苏)技术有限公司 车辆的制冷剂容量异常预测方法、装置、设备及介质
CN115773579A (zh) * 2022-11-30 2023-03-10 珠海格力电器股份有限公司 热水器的节能控制方法及装置、热水器

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170227950A1 (en) * 2016-02-09 2017-08-10 Fanuc Corporation Production control system and integrated production control system
JP2018173264A (ja) * 2017-03-31 2018-11-08 ダイキン工業株式会社 空調システム
US20180364654A1 (en) * 2017-06-15 2018-12-20 Johnson Controls Technology Company Building management system with artificial intelligence for unified agent based control of building subsystems
US20190017719A1 (en) * 2017-07-17 2019-01-17 Johnson Controls Technology Company Systems and methods for agent based building simulation for optimal control

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2651092B2 (ja) * 1992-10-23 1997-09-10 松下電器産業株式会社 空気調和機の負荷予測装置
JP3404150B2 (ja) * 1994-09-28 2003-05-06 東芝キヤリア株式会社 空気調和機及びその制御方法
JP4396286B2 (ja) * 2004-01-21 2010-01-13 三菱電機株式会社 機器診断装置および機器監視システム
JP2010139213A (ja) * 2008-12-15 2010-06-24 Daikin Ind Ltd 空調システム
KR101725245B1 (ko) * 2010-03-08 2017-04-10 엘지전자 주식회사 공기조화시스템 및 제어방법
JP4993014B2 (ja) * 2010-09-30 2012-08-08 ダイキン工業株式会社 コントローラおよび空調処理システム
JP2012083086A (ja) * 2010-10-15 2012-04-26 Daikin Industries Ltd 空調制御装置
JP5981313B2 (ja) * 2012-11-09 2016-08-31 株式会社東芝 電力抑制型蓄電蓄熱最適化装置、最適化方法及び最適化プログラム
WO2014115247A1 (ja) * 2013-01-22 2014-07-31 三菱電機株式会社 システムコントローラ、設備管理システム、デマンド制御方法及びプログラム
JP6222165B2 (ja) * 2015-04-30 2017-11-01 ダイキン工業株式会社 調湿装置
JP2018048750A (ja) * 2016-09-20 2018-03-29 株式会社東芝 空調制御装置、空調制御方法及び空調制御プログラム

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170227950A1 (en) * 2016-02-09 2017-08-10 Fanuc Corporation Production control system and integrated production control system
JP2018173264A (ja) * 2017-03-31 2018-11-08 ダイキン工業株式会社 空調システム
US20180364654A1 (en) * 2017-06-15 2018-12-20 Johnson Controls Technology Company Building management system with artificial intelligence for unified agent based control of building subsystems
US20190017719A1 (en) * 2017-07-17 2019-01-17 Johnson Controls Technology Company Systems and methods for agent based building simulation for optimal control

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
See also references of WO2020218219A1 *

Also Published As

Publication number Publication date
CN113631866A (zh) 2021-11-09
EP3961115A1 (de) 2022-03-02
JP6819807B2 (ja) 2021-01-27
JP2020183862A (ja) 2020-11-12
EP3961115B1 (de) 2023-07-12
ES2955350T3 (es) 2023-11-30
CN113631866B (zh) 2022-06-21

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