HK1251669A1 - 用於基於mpc的建築能源控制的自適應建模方法和系統 - Google Patents
用於基於mpc的建築能源控制的自適應建模方法和系統Info
- Publication number
- HK1251669A1 HK1251669A1 HK18110913.3A HK18110913A HK1251669A1 HK 1251669 A1 HK1251669 A1 HK 1251669A1 HK 18110913 A HK18110913 A HK 18110913A HK 1251669 A1 HK1251669 A1 HK 1251669A1
- Authority
- HK
- Hong Kong
- Prior art keywords
- mpc
- modeling method
- energy control
- building energy
- based building
- Prior art date
Links
Classifications
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- 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
- 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
- G05B13/042—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 in which a parameter or coefficient is automatically adjusted to optimise the performance
-
- 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
-
- 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
- G05B13/048—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 using a predictor
-
- 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
- G05B23/0275—Fault isolation and identification, e.g. classify fault; estimate cause or root of failure
- G05B23/0281—Quantitative, e.g. mathematical distance; Clustering; Neural networks; Statistical analysis
-
- 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
- G05B23/0297—Reconfiguration of monitoring system, e.g. use of virtual sensors; change monitoring method as a response to monitoring results
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/18—Complex mathematical operations for evaluating statistical data, e.g. average values, frequency distributions, probability functions, regression analysis
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F30/00—Computer-aided design [CAD]
- G06F30/20—Design optimisation, verification or simulation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N7/00—Computing arrangements based on specific mathematical models
- G06N7/01—Probabilistic graphical models, e.g. probabilistic networks
-
- 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
- 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
- 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
- F24F2120/00—Control inputs relating to users or occupants
- F24F2120/10—Occupancy
-
- 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
- F24F2140/40—Damper positions, e.g. open or closed
-
- 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
-
- 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
- G05B2219/2642—Domotique, domestic, home control, automation, smart house
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- Evolutionary Computation (AREA)
- Artificial Intelligence (AREA)
- Software Systems (AREA)
- Mathematical Physics (AREA)
- Theoretical Computer Science (AREA)
- Mathematical Optimization (AREA)
- Pure & Applied Mathematics (AREA)
- Mathematical Analysis (AREA)
- General Engineering & Computer Science (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Medical Informatics (AREA)
- Health & Medical Sciences (AREA)
- Data Mining & Analysis (AREA)
- Algebra (AREA)
- Probability & Statistics with Applications (AREA)
- Computational Mathematics (AREA)
- Chemical & Material Sciences (AREA)
- Mechanical Engineering (AREA)
- Combustion & Propulsion (AREA)
- Life Sciences & Earth Sciences (AREA)
- Evolutionary Biology (AREA)
- Operations Research (AREA)
- Databases & Information Systems (AREA)
- Bioinformatics & Computational Biology (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Fuzzy Systems (AREA)
- Signal Processing (AREA)
- Computing Systems (AREA)
- Computer Hardware Design (AREA)
- Geometry (AREA)
- Air Conditioning Control Device (AREA)
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US15/389,461 US10337753B2 (en) | 2016-12-23 | 2016-12-23 | Adaptive modeling method and system for MPC-based building energy control |
Publications (1)
Publication Number | Publication Date |
---|---|
HK1251669A1 true HK1251669A1 (zh) | 2019-02-01 |
Family
ID=60673365
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
HK18110913.3A HK1251669A1 (zh) | 2016-12-23 | 2018-08-24 | 用於基於mpc的建築能源控制的自適應建模方法和系統 |
Country Status (4)
Country | Link |
---|---|
US (1) | US10337753B2 (zh) |
EP (1) | EP3339987A1 (zh) |
CN (1) | CN108241295A (zh) |
HK (1) | HK1251669A1 (zh) |
Families Citing this family (30)
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US11900287B2 (en) | 2017-05-25 | 2024-02-13 | Johnson Controls Tyco IP Holdings LLP | Model predictive maintenance system with budgetary constraints |
US11675322B2 (en) | 2017-04-25 | 2023-06-13 | Johnson Controls Technology Company | Predictive building control system with discomfort threshold adjustment |
US11371739B2 (en) | 2017-04-25 | 2022-06-28 | Johnson Controls Technology Company | Predictive building control system with neural network based comfort prediction |
US11120411B2 (en) | 2017-05-25 | 2021-09-14 | Johnson Controls Tyco IP Holdings LLP | Model predictive maintenance system with incentive incorporation |
US11747800B2 (en) | 2017-05-25 | 2023-09-05 | Johnson Controls Tyco IP Holdings LLP | Model predictive maintenance system with automatic service work order generation |
US11416955B2 (en) | 2017-05-25 | 2022-08-16 | Johnson Controls Tyco IP Holdings LLP | Model predictive maintenance system with integrated measurement and verification functionality |
US11636429B2 (en) | 2017-05-25 | 2023-04-25 | Johnson Controls Tyco IP Holdings LLP | Model predictive maintenance systems and methods with automatic parts resupply |
US11409274B2 (en) | 2017-05-25 | 2022-08-09 | Johnson Controls Tyco IP Holdings LLP | Model predictive maintenance system for performing maintenance as soon as economically viable |
WO2018217251A1 (en) | 2017-05-25 | 2018-11-29 | Johnson Controls Technology Company | Model predictive maintenance system for building equipment |
WO2019023520A1 (en) * | 2017-07-27 | 2019-01-31 | The Hartford Steam Boiler Inspection And Insurance Company | MANAGING A EQUIPMENT-BASED RISK ON THE USE OF ASSET-BASED ENERGY DATA USING DYNAMICALLY ADJUSTABLE AND SENSOR-CONTROLLED FEEDBACK LOOPS |
US10867398B2 (en) * | 2017-11-21 | 2020-12-15 | Reliance Core Consulting LLC | Methods, systems, apparatuses and devices for facilitating motion analysis in an environment |
US20190187634A1 (en) * | 2017-12-15 | 2019-06-20 | Midea Group Co., Ltd | Machine learning control of environmental systems |
US10948210B2 (en) * | 2018-04-17 | 2021-03-16 | Harshal V BHARATIA | Systems and methods for intelligent thermostat |
US11859846B2 (en) | 2018-06-15 | 2024-01-02 | Johnson Controls Tyco IP Holdings LLP | Cost savings from fault prediction and diagnosis |
US11604441B2 (en) | 2018-06-15 | 2023-03-14 | Johnson Controls Tyco IP Holdings LLP | Automatic threshold selection of machine learning/deep learning model for anomaly detection of connected chillers |
US11243503B2 (en) | 2018-07-20 | 2022-02-08 | Johnson Controls Tyco IP Holdings LLP | Building management system with online configurable system identification |
CN108826620B (zh) * | 2018-08-06 | 2020-05-22 | 南京邮电大学 | 大学校园建筑内大规模暖通空调系统的分布式控制方法 |
CN109210730B (zh) * | 2018-08-23 | 2020-12-25 | 中筑科技股份有限公司 | 一种建筑物制冷智能管控方法及系统 |
CN109210729B (zh) * | 2018-08-23 | 2020-12-25 | 中筑科技股份有限公司 | 一种提高空调制冷利用效率和冗余度方法及系统 |
CN109114751B (zh) * | 2018-08-23 | 2019-07-16 | 中筑科技股份有限公司 | 一种智能环保节能供冷方法及系统 |
US11274847B2 (en) * | 2018-09-27 | 2022-03-15 | Johnson Controls Tyco IP Holdings LLP | Thermostat with least squares estimation of power savings |
CN109752953B (zh) * | 2018-10-08 | 2022-01-18 | 国网天津市电力公司电力科学研究院 | 一种集成电制冷机的楼宇供能系统模型预测调控方法 |
US11774122B2 (en) * | 2019-07-16 | 2023-10-03 | Johnson Controls Tyco IP Holdings LLP | Building control system with adaptive online system identification |
US11098921B2 (en) * | 2019-07-18 | 2021-08-24 | Johnson Controls Tyco IP Holdings LLP | Building management system with automatic comfort constraint adjustment |
US11480360B2 (en) * | 2019-08-06 | 2022-10-25 | Johnson Controls Tyco IP Holdings LLP | Building HVAC system with modular cascaded model |
CN111666659B (zh) * | 2020-05-18 | 2023-04-18 | 湖北文理学院 | 一种机床整机热误差建模方法 |
EP3926426A1 (en) * | 2020-06-15 | 2021-12-22 | ABB Schweiz AG | Method of monitoring an electrical machine |
CN112229033B (zh) * | 2020-10-26 | 2022-03-11 | 广东艾科技术股份有限公司 | 风机档位检测方法、装置和存储介质 |
US20220398468A1 (en) * | 2021-06-09 | 2022-12-15 | Kyndryl, Inc. | Predicting changes in microclimates based on physical structure and internal/external conditions |
US20230119568A1 (en) * | 2021-10-19 | 2023-04-20 | International Business Machines Corporation | Pattern detection and prediction using time series data |
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-
2016
- 2016-12-23 US US15/389,461 patent/US10337753B2/en active Active
-
2017
- 2017-12-13 EP EP17207009.6A patent/EP3339987A1/en not_active Ceased
- 2017-12-22 CN CN201711405254.1A patent/CN108241295A/zh active Pending
-
2018
- 2018-08-24 HK HK18110913.3A patent/HK1251669A1/zh unknown
Also Published As
Publication number | Publication date |
---|---|
US10337753B2 (en) | 2019-07-02 |
EP3339987A1 (en) | 2018-06-27 |
US20180180314A1 (en) | 2018-06-28 |
CN108241295A (zh) | 2018-07-03 |
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