DE112019007975T5 - Abnormalitätszeichenschätzeinrichtung für Klimaanlage, Abnormalitätszeichenschätzmodelllerneinrichtung für Klimaanlage und Klimaanlage - Google Patents

Abnormalitätszeichenschätzeinrichtung für Klimaanlage, Abnormalitätszeichenschätzmodelllerneinrichtung für Klimaanlage und Klimaanlage Download PDF

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Publication number
DE112019007975T5
DE112019007975T5 DE112019007975.1T DE112019007975T DE112019007975T5 DE 112019007975 T5 DE112019007975 T5 DE 112019007975T5 DE 112019007975 T DE112019007975 T DE 112019007975T DE 112019007975 T5 DE112019007975 T5 DE 112019007975T5
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DE
Germany
Prior art keywords
abnormality
air conditioner
communication
input data
frame
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.)
Withdrawn
Application number
DE112019007975.1T
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German (de)
English (en)
Inventor
Katsuhiro Hirose
Shuichiro Senda
Toshihiro Ishikawa
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.)
Mitsubishi Electric Corp
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Mitsubishi Electric Corp
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Filing date
Publication date
Application filed by Mitsubishi Electric Corp filed Critical Mitsubishi Electric Corp
Publication of DE112019007975T5 publication Critical patent/DE112019007975T5/de
Withdrawn legal-status Critical Current

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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)
DE112019007975.1T 2019-12-17 2019-12-17 Abnormalitätszeichenschätzeinrichtung für Klimaanlage, Abnormalitätszeichenschätzmodelllerneinrichtung für Klimaanlage und Klimaanlage Withdrawn DE112019007975T5 (de)

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
DE112019007975T5 true DE112019007975T5 (de) 2022-10-06

Family

ID=76477339

Family Applications (1)

Application Number Title Priority Date Filing Date
DE112019007975.1T Withdrawn DE112019007975T5 (de) 2019-12-17 2019-12-17 Abnormalitätszeichenschätzeinrichtung für Klimaanlage, Abnormalitätszeichenschätzmodelllerneinrichtung für Klimaanlage und Klimaanlage

Country Status (5)

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

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* Cited by examiner, † Cited by third party
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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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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
JP4703201B2 (ja) * 2005-01-28 2011-06-15 三菱電機株式会社 異常検出装置
JP4151713B2 (ja) * 2006-07-03 2008-09-17 ダイキン工業株式会社 制御装置
US8280555B2 (en) * 2006-07-13 2012-10-02 Mitsubishi Electric Corporation Air conditioning system
US7444251B2 (en) * 2006-08-01 2008-10-28 Mitsubishi Electric Research Laboratories, Inc. Detecting and diagnosing faults in HVAC equipment
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
US20160370023A1 (en) * 2015-06-19 2016-12-22 Trane International Inc. Fault detection and diagnostics system utilizing service personnel feedback for improved accuracy
AU2018348784B2 (en) * 2017-10-11 2024-01-25 Airconnect Holdings Pty Ltd Systems and a method for maintenance of HVAC systems
JP7006396B2 (ja) * 2018-03-12 2022-01-24 株式会社リコー 保守システム、保守サーバ、保守方法
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
CA3078441C (en) * 2018-08-20 2021-10-19 Grid4C Method and system for hvac inefficiency prediction using household electrical smart meter data
JP6760348B2 (ja) * 2018-10-11 2020-09-23 株式会社富士通ゼネラル 空気調和機、データ送信方法及び空気調和システム
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
CN111692703B (zh) * 2019-03-15 2023-04-25 开利公司 空气调节系统的故障检测方法
CN110296504B (zh) * 2019-06-19 2021-05-14 浙江大学 空调运维智能网关及维护检测方法
KR102654833B1 (ko) * 2019-08-14 2024-04-05 삼성전자주식회사 공기 조화기 및 그 제어 방법
US11281201B2 (en) * 2019-09-26 2022-03-22 Haier Us Appliance Solutions, Inc. Air conditioner and methods of operation having a learning event
WO2021095142A1 (ja) * 2019-11-12 2021-05-20 三菱電機株式会社 故障予測装置、学習装置、および学習方法
WO2024014584A1 (ko) * 2022-07-15 2024-01-18 엘지전자 주식회사 인공 지능 장치 및 그의 대상기기 매뉴얼 제공 방법

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Publication number Publication date
US20220342411A1 (en) 2022-10-27
CN114787562A (zh) 2022-07-22
JPWO2021124457A1 (https=) 2021-06-24
WO2021124457A1 (ja) 2021-06-24

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