CN114761732B - 模型共享系统、模型管理装置以及空调装置的控制装置 - Google Patents

模型共享系统、模型管理装置以及空调装置的控制装置 Download PDF

Info

Publication number
CN114761732B
CN114761732B CN201980102441.3A CN201980102441A CN114761732B CN 114761732 B CN114761732 B CN 114761732B CN 201980102441 A CN201980102441 A CN 201980102441A CN 114761732 B CN114761732 B CN 114761732B
Authority
CN
China
Prior art keywords
model
air conditioner
thermal load
operation state
learned
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.)
Active
Application number
CN201980102441.3A
Other languages
English (en)
Chinese (zh)
Other versions
CN114761732A (zh
Inventor
西辻坚登
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
Original Assignee
Mitsubishi Electric Corp
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 Mitsubishi Electric Corp filed Critical Mitsubishi Electric Corp
Publication of CN114761732A publication Critical patent/CN114761732A/zh
Application granted granted Critical
Publication of CN114761732B publication Critical patent/CN114761732B/zh
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
    • 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
    • F24F11/30—Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
    • 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
    • G05B19/00—Program-control systems
    • G05B19/02—Program-control systems electric
    • G05B19/04—Program control other than numerical control, i.e. in sequence controllers or logic controllers
    • G05B19/042—Program control other than numerical control, i.e. in sequence controllers or logic controllers using digital processors
    • 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
    • F24F2140/00—Control inputs relating to system states
    • 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
    • G05B2219/00—Program-control systems
    • G05B2219/20—Pc systems
    • G05B2219/26—Pc applications
    • G05B2219/2614—HVAC, heating, ventillation, climate control

Landscapes

  • Engineering & Computer Science (AREA)
  • Signal Processing (AREA)
  • Physics & Mathematics (AREA)
  • Chemical & Material Sciences (AREA)
  • Combustion & Propulsion (AREA)
  • Mechanical Engineering (AREA)
  • General Engineering & Computer Science (AREA)
  • Fuzzy Systems (AREA)
  • Mathematical Physics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Air Conditioning Control Device (AREA)
CN201980102441.3A 2019-12-13 2019-12-13 模型共享系统、模型管理装置以及空调装置的控制装置 Active CN114761732B (zh)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/JP2019/048993 WO2021117234A1 (ja) 2019-12-13 2019-12-13 モデル共有システム、モデル管理装置、および空気調和装置の制御装置

Publications (2)

Publication Number Publication Date
CN114761732A CN114761732A (zh) 2022-07-15
CN114761732B true CN114761732B (zh) 2024-03-19

Family

ID=76330123

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201980102441.3A Active CN114761732B (zh) 2019-12-13 2019-12-13 模型共享系统、模型管理装置以及空调装置的控制装置

Country Status (5)

Country Link
US (1) US20220333810A1 (https=)
JP (1) JP7378497B2 (https=)
CN (1) CN114761732B (https=)
DE (1) DE112019007970T5 (https=)
WO (1) WO2021117234A1 (https=)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20210396404A1 (en) * 2020-06-22 2021-12-23 Micah Laughmiller Innovative System for Providing Hyper Efficient HVAC
JP2024031381A (ja) * 2022-08-26 2024-03-07 三菱重工サーマルシステムズ株式会社 制御装置、制御方法および空気調和機

Citations (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0886490A (ja) * 1994-09-14 1996-04-02 Toshiba Corp 熱負荷予測装置
JPH08275265A (ja) * 1995-04-04 1996-10-18 Tokyo Gas Co Ltd 故障診断装置
JP2007240067A (ja) * 2006-03-09 2007-09-20 Hitachi Ltd 空調制御システム
JP2010055303A (ja) * 2008-08-27 2010-03-11 Denso It Laboratory Inc 学習データ管理装置、学習データ管理方法及び車両用空調装置ならびに機器の制御装置
JP2014203300A (ja) * 2013-04-05 2014-10-27 キヤノン株式会社 コンテンツ管理装置、コンテンツ管理方法及びプログラム
WO2015173842A1 (ja) * 2014-05-12 2015-11-19 三菱電機株式会社 パラメータ学習装置およびパラメータ学習方法
WO2015174176A1 (ja) * 2014-05-12 2015-11-19 三菱電機株式会社 換気制御装置および換気制御方法
JP2018071853A (ja) * 2016-10-27 2018-05-10 インフォグリーン株式会社 学習装置、制御装置、学習方法、制御方法、学習プログラムおよび制御プログラム
CN109612037A (zh) * 2017-10-04 2019-04-12 发那科株式会社 空调控制系统

Family Cites Families (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CH705980B1 (fr) * 2012-01-12 2017-10-31 Neurobat Ag Système de régulation de la température dans une installation de chauffage d'un immeuble.
US9879874B2 (en) * 2013-04-15 2018-01-30 Mitsubishi Electric Corporation Air-conditioning system control apparatus
TWI546506B (zh) * 2014-12-04 2016-08-21 台達電子工業股份有限公司 環境舒適度控制系統及其控制方法
JP2016133294A (ja) * 2015-01-22 2016-07-25 ジョンソンコントロールズ ヒタチ エア コンディショニング テクノロジー（ホンコン）リミテッド 空調機の保守・メンテナンスシステム及びその方法
WO2017217131A1 (ja) * 2016-06-15 2017-12-21 日本電気株式会社 建物熱モデル生成装置、建物熱モデル生成方法および建物熱モデル生成プログラム
KR102440118B1 (ko) * 2018-03-05 2022-09-05 삼성전자주식회사 공조 장치 및 그 제어 방법
KR102457016B1 (ko) * 2018-08-28 2022-10-19 에스케이텔레콤 주식회사 인공신경망을 이용한 공조기 최적 제어 장치 및 방법

Patent Citations (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0886490A (ja) * 1994-09-14 1996-04-02 Toshiba Corp 熱負荷予測装置
JPH08275265A (ja) * 1995-04-04 1996-10-18 Tokyo Gas Co Ltd 故障診断装置
JP2007240067A (ja) * 2006-03-09 2007-09-20 Hitachi Ltd 空調制御システム
JP2010055303A (ja) * 2008-08-27 2010-03-11 Denso It Laboratory Inc 学習データ管理装置、学習データ管理方法及び車両用空調装置ならびに機器の制御装置
JP2014203300A (ja) * 2013-04-05 2014-10-27 キヤノン株式会社 コンテンツ管理装置、コンテンツ管理方法及びプログラム
WO2015173842A1 (ja) * 2014-05-12 2015-11-19 三菱電機株式会社 パラメータ学習装置およびパラメータ学習方法
WO2015174176A1 (ja) * 2014-05-12 2015-11-19 三菱電機株式会社 換気制御装置および換気制御方法
JP2018071853A (ja) * 2016-10-27 2018-05-10 インフォグリーン株式会社 学習装置、制御装置、学習方法、制御方法、学習プログラムおよび制御プログラム
CN109612037A (zh) * 2017-10-04 2019-04-12 发那科株式会社 空调控制系统
JP2019066135A (ja) * 2017-10-04 2019-04-25 ファナック株式会社 空調制御システム

Also Published As

Publication number Publication date
DE112019007970T5 (de) 2022-09-22
US20220333810A1 (en) 2022-10-20
CN114761732A (zh) 2022-07-15
WO2021117234A1 (ja) 2021-06-17
JP7378497B2 (ja) 2023-11-13
JPWO2021117234A1 (https=) 2021-06-17

Similar Documents

Publication Publication Date Title
US20240045385A1 (en) Augmented deep learning using combined regression and artificial neural network modeling
Mahbod et al. Energy saving evaluation of an energy efficient data center using a model-free reinforcement learning approach
US11473799B2 (en) Systems and methods for intelligent pic valves with agent interaction
US10747187B2 (en) Building management system with voting-based fault detection and diagnostics
US10935944B2 (en) Variable air volume modeling for an HVAC system
US11092352B2 (en) Central plant control system with computation reduction based on stranded node analysis
Afram et al. Review of modeling methods for HVAC systems
US9798336B2 (en) Building management system with linked thermodynamic models for HVAC equipment
US11236917B2 (en) Building control system with zone grouping based on predictive models
US10724756B2 (en) Building network device for generating communication models for connecting building devices to a network
US20200393158A1 (en) Variable refrigerant flow system with zone grouping
CN114761732B (zh) 模型共享系统、模型管理装置以及空调装置的控制装置
US20210192469A1 (en) Building control system with peer analysis for predictive models
JP2005301582A (ja) プロセス管理装置
US20240110716A1 (en) System and Method for Data-Driven Control of an Air-Conditioning System
US12104812B2 (en) Variable refrigerant flow system with zone grouping control feasibility estimation
KR102723317B1 (ko) Hvac 시스템의 고장 진단 방법 및 이를 이용한 장치
US11408626B2 (en) Central plant control system with dynamic computation reduction
CN119731602A (zh) 参数搜索装置和参数搜索方法
US20240230135A1 (en) Control engine system and method
CN119826317B (zh) 一种空调热转移智能调节系统和调节方法
JP7817602B2 (ja) 空調ゾーニング方法
EP4657186A1 (en) System and method for dynamically controlling operation of assets in an industrial environment
CN108332366A (zh) 空气调节机控制装置及空气调节机控制方法
Ali Equipment list for experimental air conditioning process unit HVAC

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant