CN107429927B - 空调系统以及用于控制空调系统的工作的系统和方法 - Google Patents
空调系统以及用于控制空调系统的工作的系统和方法 Download PDFInfo
- Publication number
- CN107429927B CN107429927B CN201680013380.XA CN201680013380A CN107429927B CN 107429927 B CN107429927 B CN 107429927B CN 201680013380 A CN201680013380 A CN 201680013380A CN 107429927 B CN107429927 B CN 107429927B
- Authority
- CN
- China
- Prior art keywords
- model
- airflow
- air conditioning
- conditioning system
- error
- 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
Links
Images
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
-
- 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
-
- 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
-
- 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
- F24F11/72—Control systems characterised by their outputs; Constructional details thereof for controlling the supply of treated air, e.g. its pressure
- F24F11/79—Control systems characterised by their outputs; Constructional details thereof for controlling the supply of treated air, e.g. its pressure for controlling the direction of the supplied air
-
- 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
- F24F11/84—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 using valves
-
- 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
-
- 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
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
- G05B13/04—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
-
- 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
- G05B17/00—Systems involving the use of models or simulators of said systems
- G05B17/02—Systems involving the use of models or simulators of said systems electric
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05D—SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
- G05D23/00—Control of temperature
- G05D23/19—Control of temperature characterised by the use of electric means
- G05D23/1917—Control of temperature characterised by the use of electric means using digital means
-
- 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
- F24F11/65—Electronic processing for selecting an operating mode
-
- 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
-
- 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)
- Physics & Mathematics (AREA)
- Signal Processing (AREA)
- General Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- Mathematical Physics (AREA)
- Fuzzy Systems (AREA)
- Thermal Sciences (AREA)
- Health & Medical Sciences (AREA)
- Artificial Intelligence (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Evolutionary Computation (AREA)
- Medical Informatics (AREA)
- Software Systems (AREA)
- Air Conditioning Control Device (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US14/640,052 US9976765B2 (en) | 2015-03-06 | 2015-03-06 | System and method for controlling operations of air-conditioning system |
| US14/640,052 | 2015-03-06 | ||
| PCT/JP2016/055315 WO2016143510A1 (en) | 2015-03-06 | 2016-02-17 | Air-conditioning system and system and method for controlling an operation of an air-conditioning system |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN107429927A CN107429927A (zh) | 2017-12-01 |
| CN107429927B true CN107429927B (zh) | 2021-05-11 |
Family
ID=55527606
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201680013380.XA Active CN107429927B (zh) | 2015-03-06 | 2016-02-17 | 空调系统以及用于控制空调系统的工作的系统和方法 |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US9976765B2 (https=) |
| EP (1) | EP3265726B1 (https=) |
| JP (1) | JP6433588B2 (https=) |
| CN (1) | CN107429927B (https=) |
| WO (1) | WO2016143510A1 (https=) |
Families Citing this family (13)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US10386800B2 (en) * | 2015-02-24 | 2019-08-20 | Siemens Industry, Inc. | Variable air volume modeling for an HVAC system |
| PE20181198A1 (es) * | 2015-10-26 | 2018-07-23 | Bayer Cropscience Ag | Derivados de heterociclos biciclicos condensados como agentes de control de plagas |
| CN108700327A (zh) * | 2015-12-10 | 2018-10-23 | 艾默生电气公司 | 用于具有多速抽头的电动风扇的自适应控制 |
| JP6562893B2 (ja) | 2016-11-17 | 2019-08-21 | 株式会社東芝 | パラメータ推定装置、空調システム評価装置、パラメータ推定方法およびプログラム |
| CN108361923A (zh) * | 2018-03-02 | 2018-08-03 | 山东三江电子工程有限公司 | 中央空调回水温度稳定值的预测方法 |
| US10619879B2 (en) * | 2018-03-21 | 2020-04-14 | Mitsubishi Electric Research Laboratories, Inc. | System and method for controlling operations of air-conditioning system |
| US11162701B2 (en) * | 2020-02-25 | 2021-11-02 | Mitsubishi Electric Research Laboratories, Inc. | Controlling HVAC system by inversing airflow dynamics |
| US12025341B2 (en) | 2020-05-07 | 2024-07-02 | Ademco Inc. | Individual driving of nebulizers based on HVAC conditions |
| US11808472B2 (en) * | 2021-03-26 | 2023-11-07 | Mitsubishi Electric Research Laboratories Inc. | Controlling thermal state of conditioned environment based on multivariable optimization |
| CN115875807B (zh) * | 2022-05-10 | 2024-10-29 | 东南大学 | 一种自适应调控多区域建筑温度的方法 |
| CN115111647B (zh) * | 2022-06-07 | 2026-03-10 | 青岛海尔空调器有限总公司 | 引流混风空调系统及引流混风方法 |
| CN114935892B (zh) * | 2022-06-10 | 2023-10-03 | 杭州电子科技大学 | 一种空气制水机空气流速自适应控制建模方法 |
| CN119778836B (zh) * | 2025-03-11 | 2025-06-27 | 深圳前海中碳综合能源科技有限公司 | 恒温恒湿空调系统节能控制方法和空调控制装置 |
Family Cites Families (18)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5735134A (en) | 1996-05-30 | 1998-04-07 | Massachusetts Institute Of Technology | Set point optimization in vapor compression cycles |
| US6363316B1 (en) * | 2000-05-13 | 2002-03-26 | Ford Global Technologies, Inc. | Cylinder air charge estimation using observer-based adaptive control |
| CA2599471A1 (en) * | 2007-08-31 | 2009-02-28 | Alexandre Cervinka | Underground communication network system for personal tracking and hvac control |
| US8374725B1 (en) * | 2007-11-27 | 2013-02-12 | Joseph David Ols | Climate control |
| US8306794B2 (en) | 2008-06-26 | 2012-11-06 | International Business Machines Corporation | Techniques for thermal modeling of data centers to improve energy efficiency |
| US9286582B2 (en) * | 2009-06-22 | 2016-03-15 | Johnson Controls Technology Company | Systems and methods for detecting changes in energy usage in a building |
| US8630724B2 (en) | 2009-08-12 | 2014-01-14 | International Business Machines Corporation | Measurement and management technology platform |
| US8738185B2 (en) * | 2009-12-11 | 2014-05-27 | Carrier Corporation | Altitude adjustment for heating, ventilating and air conditioning systems |
| BR112012014622A2 (pt) * | 2009-12-16 | 2019-05-14 | Commonwealth Scientific And Industrial Research Organisation | método de controle de sistema de aquecimento, ventilação e condicionamento de ar (hvac) de um edifício |
| US8744631B2 (en) | 2011-01-28 | 2014-06-03 | Hewlett-Packard Development Company, L.P. | Manipulating environmental conditions in an infrastructure |
| US8725307B2 (en) * | 2011-06-28 | 2014-05-13 | Schneider Electric It Corporation | System and method for measurement aided prediction of temperature and airflow values in a data center |
| US8825184B2 (en) * | 2012-03-26 | 2014-09-02 | Mitsubishi Electric Research Laboratories, Inc. | Multivariable optimization of operation of vapor compression systems |
| US20140222241A1 (en) * | 2013-02-04 | 2014-08-07 | Joseph David Ols | Climate Control |
| JP6157219B2 (ja) * | 2013-05-29 | 2017-07-05 | アズビル株式会社 | 制御装置および制御方法 |
| JP6012868B2 (ja) * | 2013-07-10 | 2016-10-25 | 三菱電機株式会社 | 熱負荷予測装置、配信システム、熱負荷予測方法及びプログラム |
| US10286748B2 (en) * | 2014-05-20 | 2019-05-14 | Mahle International Gmbh | Un-partitioned HVAC module control for multi-zone and high performance operation |
| WO2016130453A1 (en) * | 2015-02-09 | 2016-08-18 | Schneider Electric It Corporation | System and methods for simulation-based optimization of data center cooling equipment |
| WO2017011493A1 (en) * | 2015-07-13 | 2017-01-19 | Truveon Corp. | Systems for calibrating airflow rates in heating, ventilating, and air conditioning (hvac) ducts and hvac systems including the same |
-
2015
- 2015-03-06 US US14/640,052 patent/US9976765B2/en active Active
-
2016
- 2016-02-17 CN CN201680013380.XA patent/CN107429927B/zh active Active
- 2016-02-17 JP JP2017520563A patent/JP6433588B2/ja active Active
- 2016-02-17 WO PCT/JP2016/055315 patent/WO2016143510A1/en not_active Ceased
- 2016-02-17 EP EP16709830.0A patent/EP3265726B1/en active Active
Also Published As
| Publication number | Publication date |
|---|---|
| JP6433588B2 (ja) | 2018-12-05 |
| WO2016143510A1 (en) | 2016-09-15 |
| US9976765B2 (en) | 2018-05-22 |
| EP3265726A1 (en) | 2018-01-10 |
| EP3265726B1 (en) | 2019-12-18 |
| US20160258644A1 (en) | 2016-09-08 |
| CN107429927A (zh) | 2017-12-01 |
| JP2017531155A (ja) | 2017-10-19 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN107429927B (zh) | 空调系统以及用于控制空调系统的工作的系统和方法 | |
| JP6403881B2 (ja) | 空調システム、並びに空調システムの動作を制御するためのシステム及び方法 | |
| JP7034295B2 (ja) | 空調システムの動作を制御するシステム及び方法 | |
| JP7664876B2 (ja) | 多変数最適化に基づく空調環境の熱状態の制御 | |
| US9625196B2 (en) | System and method for controlling of vapor compression system | |
| EP3126760B1 (en) | Extremum seeking controller and method for controlling a vapor compression system | |
| WO2019118277A1 (en) | Thermostat with steady state temperature estimation | |
| WO2013075080A1 (en) | Automated technique of measuring room air change rates in hvac system | |
| JP2025530555A (ja) | 空調システムのデータ駆動型制御のためのシステムおよび方法 | |
| US20250109877A1 (en) | Building hvac system with model calibration | |
| US20250190656A1 (en) | Polytopic Reduced-Order Model for Prediction, Estimation and Control of Partial Differential Equations | |
| US20250264237A1 (en) | Reinforcement Learning Control for High Dimensional Systems Modeled by Partial Differential Equations | |
| WO2025121441A1 (en) | Polytopic reduced-order model for prediction, estimation and control of partial differential equations | |
| Burns et al. | Proportional-integral extremum seeking for optimizing power of vapor compression systems |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |