CN114787562A - 空调装置的异常预兆推测装置、空调装置的异常预兆推测模型学习装置以及空调装置 - Google Patents

空调装置的异常预兆推测装置、空调装置的异常预兆推测模型学习装置以及空调装置 Download PDF

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Publication number
CN114787562A
CN114787562A CN201980102867.9A CN201980102867A CN114787562A CN 114787562 A CN114787562 A CN 114787562A CN 201980102867 A CN201980102867 A CN 201980102867A CN 114787562 A CN114787562 A CN 114787562A
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abnormality
communication
learning
frame
input data
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CN201980102867.9A
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English (en)
Chinese (zh)
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广濑胜弘
千田修一郎
石川敏洋
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Mitsubishi Electric Corp
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Mitsubishi Electric Corp
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Publication of CN114787562A publication Critical patent/CN114787562A/zh
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    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0283—Predictive maintenance, e.g. involving the monitoring of a system and, based on the monitoring results, taking decisions on the maintenance schedule of the monitored system; Estimating remaining useful life [RUL]
    • 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
    • F24F11/32—Responding to malfunctions or emergencies
    • F24F11/38—Failure diagnosis
    • 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
    • F24F11/56—Remote control
    • 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

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  • Engineering & Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • General Engineering & Computer Science (AREA)
  • Chemical & Material Sciences (AREA)
  • Combustion & Propulsion (AREA)
  • Physics & Mathematics (AREA)
  • Signal Processing (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Mathematical Physics (AREA)
  • Human Computer Interaction (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Fuzzy Systems (AREA)
  • Air Conditioning Control Device (AREA)
  • Testing And Monitoring For Control Systems (AREA)
CN201980102867.9A 2019-12-17 2019-12-17 空调装置的异常预兆推测装置、空调装置的异常预兆推测模型学习装置以及空调装置 Pending CN114787562A (zh)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/JP2019/049457 WO2021124457A1 (ja) 2019-12-17 2019-12-17 空気調和装置の異常予兆推測装置、空気調和装置の異常予兆推測モデル学習装置、および空気調和装置

Publications (1)

Publication Number Publication Date
CN114787562A true CN114787562A (zh) 2022-07-22

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Family Applications (1)

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CN201980102867.9A Pending CN114787562A (zh) 2019-12-17 2019-12-17 空调装置的异常预兆推测装置、空调装置的异常预兆推测模型学习装置以及空调装置

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US (1) US20220342411A1 (https=)
JP (1) JPWO2021124457A1 (https=)
CN (1) CN114787562A (https=)
DE (1) DE112019007975T5 (https=)
WO (1) WO2021124457A1 (https=)

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JP7600256B2 (ja) * 2020-03-12 2024-12-16 ジョンソン・コントロールズ・タイコ・アイピー・ホールディングス・エルエルピー 暖房、換気、又は空調（ｈｖａｃ）システム内の障害を予測するためのコントローラ及び方法
JP7137087B2 (ja) * 2020-12-01 2022-09-14 ダイキン工業株式会社 空調機制御システム、サーバ装置及び空調機制御方法
WO2023056617A1 (en) 2021-10-09 2023-04-13 Johnson Controls Tyco IP Holdings LLP Systems and methods for controlling variable refrigerant flow systems using artificial intelligence
US20230280061A1 (en) * 2022-03-01 2023-09-07 Johnson Controls Tyco IP Holdings LLP Building automation system with edge processing diversity
US12530040B2 (en) 2022-03-01 2026-01-20 Tyco Fire & Security Gmbh Building automation system with edge device common data bus
WO2024111090A1 (ja) * 2022-11-24 2024-05-30 三菱電機株式会社 空気調和機
WO2024111091A1 (ja) * 2022-11-24 2024-05-30 三菱電機株式会社 空気調和機

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JP2006207946A (ja) * 2005-01-28 2006-08-10 Mitsubishi Electric Corp 異常検出装置
CN101443597A (zh) * 2006-07-13 2009-05-27 三菱电机株式会社 空调系统
CN101466982A (zh) * 2006-07-03 2009-06-24 大金工业株式会社 控制装置
JP2019159730A (ja) * 2018-03-12 2019-09-19 株式会社リコー 保守システム、保守サーバ、保守方法
CN110296504A (zh) * 2019-06-19 2019-10-01 浙江大学 空调运维智能网关及维护检测方法

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US20120072029A1 (en) * 2010-09-20 2012-03-22 Heatvu Inc. Intelligent system and method for detecting and diagnosing faults in heating, ventilating and air conditioning (hvac) equipment
US9366451B2 (en) * 2010-12-24 2016-06-14 Commonwealth Scientific And Industrial Research Organisation System and method for the detection of faults in a multi-variable system utilizing both a model for normal operation and a model for faulty operation
US9429961B2 (en) * 2014-06-25 2016-08-30 The Board of Arizona Regents on Behalf of the University of Arizona Data-driven HVAC optimization
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AU2018348784B2 (en) * 2017-10-11 2024-01-25 Airconnect Holdings Pty Ltd Systems and a method for maintenance of HVAC systems
JP7078437B2 (ja) * 2018-03-30 2022-05-31 日立グローバルライフソリューションズ株式会社 サーバ、プログラム、及び機器システム
WO2019224890A1 (ja) * 2018-05-21 2019-11-28 三菱電機株式会社 空気調和機システム用リモートコントローラおよび空気調和機システム
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WO2020162083A1 (ja) * 2019-02-05 2020-08-13 株式会社ステップテクニカ パケット通信システム、これを用いたインフラストラクチャーシステム、ビルディングオートメーションシステム、及び、ファクトリーオートメーションシステム
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JP2005207644A (ja) * 2004-01-21 2005-08-04 Mitsubishi Electric Corp 機器診断装置、冷凍サイクル装置、流体回路診断方法、機器監視システム、冷凍サイクル監視システム
JP2006207946A (ja) * 2005-01-28 2006-08-10 Mitsubishi Electric Corp 異常検出装置
CN101466982A (zh) * 2006-07-03 2009-06-24 大金工业株式会社 控制装置
CN101443597A (zh) * 2006-07-13 2009-05-27 三菱电机株式会社 空调系统
JP2019159730A (ja) * 2018-03-12 2019-09-19 株式会社リコー 保守システム、保守サーバ、保守方法
CN110296504A (zh) * 2019-06-19 2019-10-01 浙江大学 空调运维智能网关及维护检测方法

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US20220342411A1 (en) 2022-10-27
JPWO2021124457A1 (https=) 2021-06-24
DE112019007975T5 (de) 2022-10-06
WO2021124457A1 (ja) 2021-06-24

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