JP7473690B2 - 冷却機器の制御方法、冷却機器制御装置、コンピュータ機器及びコンピュータ可読媒体 - Google Patents

冷却機器の制御方法、冷却機器制御装置、コンピュータ機器及びコンピュータ可読媒体 Download PDF

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JP7473690B2
JP7473690B2 JP2022576079A JP2022576079A JP7473690B2 JP 7473690 B2 JP7473690 B2 JP 7473690B2 JP 2022576079 A JP2022576079 A JP 2022576079A JP 2022576079 A JP2022576079 A JP 2022576079A JP 7473690 B2 JP7473690 B2 JP 7473690B2
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air conditioner
time
neural network
network model
heat exchanger
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JP2023530628A (ja
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ミンミン リウ
ヨン ション
シェンホン フー
ドンファ リン
シーハオ チン
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ZTE Corp
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ZTE Corp
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    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/62Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
    • F24F11/63Electronic processing
    • F24F11/64Electronic processing using pre-stored data
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/30Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
    • F24F11/32Responding to malfunctions or emergencies
    • F24F11/38Failure diagnosis
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/30Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
    • F24F11/46Improving electric energy efficiency or saving
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/50Control or safety arrangements characterised by user interfaces or communication
    • F24F11/61Control or safety arrangements characterised by user interfaces or communication using timers
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/70Control systems characterised by their outputs; Constructional details thereof
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2110/00Control inputs relating to air properties
    • F24F2110/10Temperature
    • F24F2110/12Temperature of the outside air
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2130/00Control inputs relating to environmental factors not covered by group F24F2110/00
    • F24F2130/10Weather information or forecasts
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2140/00Control inputs relating to system states
    • F24F2140/50Load

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  • Engineering & Computer Science (AREA)
  • Combustion & Propulsion (AREA)
  • General Engineering & Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • Chemical & Material Sciences (AREA)
  • Signal Processing (AREA)
  • Fuzzy Systems (AREA)
  • Mathematical Physics (AREA)
  • Physics & Mathematics (AREA)
  • Human Computer Interaction (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Air Conditioning Control Device (AREA)
  • Feedback Control In General (AREA)
JP2022576079A 2020-06-10 2021-06-10 冷却機器の制御方法、冷却機器制御装置、コンピュータ機器及びコンピュータ可読媒体 Active JP7473690B2 (ja)

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CN202010523728.8A CN113776171B (zh) 2020-06-10 2020-06-10 制冷设备控制方法、装置、计算机设备和计算机可读介质
CN202010523728.8 2020-06-10
PCT/CN2021/099313 WO2021249461A1 (fr) 2020-06-10 2021-06-10 Procédé et appareil de commande de dispositif de réfrigération, dispositif informatique, et support lisible par ordinateur

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JP2023530628A JP2023530628A (ja) 2023-07-19
JP7473690B2 true JP7473690B2 (ja) 2024-04-23

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EP (1) EP4166862A4 (fr)
JP (1) JP7473690B2 (fr)
CN (1) CN113776171B (fr)
BR (1) BR112022025218A2 (fr)
WO (1) WO2021249461A1 (fr)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2023532492A (ja) * 2020-06-28 2023-07-28 中興通訊股▲ふん▼有限公司 空調制御方法及び装置、電気機器、媒体

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* Cited by examiner, † Cited by third party
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CN114222477B (zh) * 2021-12-13 2024-09-03 中国联合网络通信集团有限公司 数据中心的节能控制方法、装置、存储介质及程序产品
CN114593474B (zh) * 2022-03-11 2023-12-19 广东美的暖通设备有限公司 一种喷淋控制方法、装置、电子设备及存储介质
CN114626616B (zh) * 2022-03-21 2023-11-21 特斯联科技集团有限公司 园区高温尾气余热回收cchp的最优运行方法及系统
CN115076878B (zh) * 2022-05-30 2025-06-17 青岛海尔空调器有限总公司 空调外机自清洁方法、装置、计算机可读存储介质及空调
CN115111747A (zh) * 2022-06-10 2022-09-27 青岛海尔空调器有限总公司 空调系统控制方法、装置、电子设备、存储介质及产品
CN115164361B (zh) * 2022-06-13 2024-06-07 中国电信股份有限公司 一种数据中心控制方法、装置、电子设备和存储介质
CN116147154B (zh) * 2022-11-01 2025-08-01 中国电信股份有限公司 机房空调温度调节方法、装置,及电子设备
CN115789911B (zh) * 2022-11-17 2024-05-03 中国联合网络通信集团有限公司 一种空调控制方法、装置、电子设备及存储介质
CN116017935B (zh) * 2022-12-06 2026-03-13 北京纪新泰富机电技术股份有限公司 机房控制设备运行参数调整方法及装置、设备及存储介质
CN116292244B (zh) * 2023-02-23 2025-09-23 中车唐山机车车辆有限公司 列车空压机的性能检测方法、列车及存储介质
CN116608551B (zh) * 2023-05-19 2024-08-13 华润数字科技有限公司 冷负荷预测方法和装置、电子设备及存储介质
CN116857798A (zh) * 2023-06-25 2023-10-10 珠海格力电器股份有限公司 空调用电预测方法、电网负荷预测方法及其装置
CN117234080B (zh) * 2023-09-21 2024-05-28 江苏亚奥科技股份有限公司 一种面向大型动环监控场景的室温智能调控方法
CN117469774B (zh) * 2023-12-28 2024-04-02 北京市农林科学院智能装备技术研究中心 空调系统调控方法、装置、电子设备及存储介质
CN117704566B (zh) * 2024-01-15 2024-08-16 南京龟兔赛跑软件研究院有限公司 基于新能源风柜数据识别的室内温湿度控制系统及方法
CN117970986B (zh) * 2024-04-01 2024-06-14 广东热矩智能科技有限公司 一种冷热系统的温湿度控制方法、装置及介质
CN118192300B (zh) * 2024-04-10 2024-12-27 中建安装集团有限公司 一种基于仿真平台的能源数据管理系统及方法
CN120292701B (zh) * 2025-05-12 2025-12-16 和欣智能科技河北雄安有限公司 基于智能化的空调资源节能控制方法及系统
CN120872624B (zh) * 2025-09-29 2026-01-23 浪潮计算机科技有限公司 运行参数的调整方法、装置、电子设备及存储介质
CN121576753B (zh) * 2026-01-22 2026-04-14 杭州康钡电机有限公司 一种冷柜温度控制系统、方法和冷柜

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2016185630A1 (fr) 2015-05-18 2016-11-24 三菱電機株式会社 Dispositif de création de modèle d'environnement d'intérieur

Family Cites Families (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2704026B2 (ja) * 1990-05-08 1998-01-26 株式会社東芝 熱負荷予測システム
JPH08210689A (ja) * 1995-02-07 1996-08-20 Hitachi Plant Eng & Constr Co Ltd 空調熱負荷予測システム
KR100830095B1 (ko) * 2007-11-12 2008-05-20 충남대학교산학협력단 냉방부하 예측방법
AU2010362490B2 (en) * 2010-10-13 2015-09-03 Weldtech Technology (Shanghai) Co., Ltd. Energy-saving optimized control system and method for refrigeration plant room
JP6807556B2 (ja) * 2015-10-01 2021-01-06 パナソニックIpマネジメント株式会社 空調制御方法、空調制御装置及び空調制御プログラム
CN105928292B (zh) * 2016-04-20 2018-05-22 山东三九制冷设备有限公司 一种基于神经网络的负荷预测与需求响应控制的光伏冷库系统
CN109130767B (zh) * 2017-06-28 2020-08-11 北京交通大学 基于客流的轨道交通车站通风空调系统的智能控制方法
JP6702376B2 (ja) * 2018-09-03 2020-06-03 ダイキン工業株式会社 送風制御装置
CN109341010B (zh) * 2018-09-19 2021-04-30 新智能源系统控制有限责任公司 一种电制冷机空调系统用供能一体化的控制方法和装置
KR102482043B1 (ko) * 2018-10-29 2022-12-26 에스케이텔레콤 주식회사 소규모 이력 데이터에서 냉방부하를 예측하기 위한 학습 방법 및 장치
CN109323425B (zh) * 2018-11-15 2021-05-25 广东美的制冷设备有限公司 空调的控制方法、装置及可读存储介质
CN109871987A (zh) * 2019-01-28 2019-06-11 中建八局第三建设有限公司 一种智能建筑暖通设备综合节能控制方法
CN109945420B (zh) * 2019-03-26 2020-11-17 南京南瑞继保电气有限公司 基于负荷预测的空调控制方法、装置及计算机存储介质
CN110186156A (zh) * 2019-06-03 2019-08-30 西安锦威电子科技有限公司 制冷站模糊控制系统
CN110410942B (zh) * 2019-07-30 2020-12-29 上海朗绿建筑科技股份有限公司 一种冷热源机房节能优化控制方法及系统
CN110864414B (zh) * 2019-10-30 2021-09-24 郑州电力高等专科学校 基于大数据分析的空调用电负荷智能控制调度方法

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2016185630A1 (fr) 2015-05-18 2016-11-24 三菱電機株式会社 Dispositif de création de modèle d'environnement d'intérieur

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2023532492A (ja) * 2020-06-28 2023-07-28 中興通訊股▲ふん▼有限公司 空調制御方法及び装置、電気機器、媒体
JP7583072B2 (ja) 2020-06-28 2024-11-13 中興通訊股▲ふん▼有限公司 空調制御方法及び装置、電気機器、媒体

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CN113776171A (zh) 2021-12-10
BR112022025218A2 (pt) 2023-01-03
CN113776171B (zh) 2024-02-13
EP4166862A1 (fr) 2023-04-19
EP4166862A4 (fr) 2024-06-26
JP2023530628A (ja) 2023-07-19
WO2021249461A1 (fr) 2021-12-16

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