JP6254953B2 - 環境維持モジュールを制御するための多次元最適化 - Google Patents

環境維持モジュールを制御するための多次元最適化 Download PDF

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JP6254953B2
JP6254953B2 JP2014560083A JP2014560083A JP6254953B2 JP 6254953 B2 JP6254953 B2 JP 6254953B2 JP 2014560083 A JP2014560083 A JP 2014560083A JP 2014560083 A JP2014560083 A JP 2014560083A JP 6254953 B2 JP6254953 B2 JP 6254953B2
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JP2015515050A5 (enExample
JP2015515050A (ja
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ピーター クリスティアン ヴァラディ，
ピーター クリスティアン ヴァラディ，
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Vigilent Corp
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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
    • 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
    • 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
    • F24F11/47—Responding to energy costs
    • 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
    • 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
    • G05D23/20—Control of temperature characterised by the use of electric means with sensing elements having variation of electric or magnetic properties with change of temperature
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05D—SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D23/00—Control of temperature
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"

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  • Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • General Engineering & Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • Combustion & Propulsion (AREA)
  • Chemical & Material Sciences (AREA)
  • Business, Economics & Management (AREA)
  • Software Systems (AREA)
  • Medical Informatics (AREA)
  • Evolutionary Computation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Artificial Intelligence (AREA)
  • Health & Medical Sciences (AREA)
  • Strategic Management (AREA)
  • Human Resources & Organizations (AREA)
  • Economics (AREA)
  • Operations Research (AREA)
  • Development Economics (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Marketing (AREA)
  • Game Theory and Decision Science (AREA)
  • Quality & Reliability (AREA)
  • Tourism & Hospitality (AREA)
  • General Business, Economics & Management (AREA)
  • Theoretical Computer Science (AREA)
  • Air Conditioning Control Device (AREA)
  • Feedback Control In General (AREA)
JP2014560083A 2012-03-02 2013-03-01 環境維持モジュールを制御するための多次元最適化 Active JP6254953B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201261606345P 2012-03-02 2012-03-02
US61/606,345 2012-03-02
PCT/US2013/028596 WO2013130956A1 (en) 2012-03-02 2013-03-01 Multi-dimensional optimization for controlling environmental maintenance modules

Publications (3)

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JP2015515050A JP2015515050A (ja) 2015-05-21
JP2015515050A5 JP2015515050A5 (enExample) 2016-04-14
JP6254953B2 true JP6254953B2 (ja) 2017-12-27

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US (1) US9857779B2 (enExample)
EP (1) EP2820488B1 (enExample)
JP (1) JP6254953B2 (enExample)
WO (1) WO2013130956A1 (enExample)

Families Citing this family (70)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8843238B2 (en) 2011-09-30 2014-09-23 Johnson Controls Technology Company Systems and methods for controlling energy use in a building management system using energy budgets
US9927190B2 (en) * 2012-01-12 2018-03-27 Lacon Systems Ltd. Method of controlling a chiller
US20130289945A1 (en) * 2012-04-27 2013-10-31 U.S.A. As Represented By The Administrator Of The National Aeronautics And Space Administration System and Method for Space Utilization Optimization and Visualization
US9235657B1 (en) 2013-03-13 2016-01-12 Johnson Controls Technology Company System identification and model development
US9852481B1 (en) 2013-03-13 2017-12-26 Johnson Controls Technology Company Systems and methods for cascaded model predictive control
EP2919078A1 (en) * 2014-03-10 2015-09-16 Nederlandse Organisatie voor toegepast- natuurwetenschappelijk onderzoek TNO Navier-Stokes based indoor climate control
US10175681B2 (en) 2014-05-01 2019-01-08 Johnson Controls Technology Company High level central plant optimization
JP6277912B2 (ja) * 2014-08-28 2018-02-14 富士通株式会社 電子機器の温度管理システム、温度管理方法、および温度管理プログラム
WO2016130453A1 (en) * 2015-02-09 2016-08-18 Schneider Electric It Corporation System and methods for simulation-based optimization of data center cooling equipment
US10761547B2 (en) 2015-04-23 2020-09-01 Johnson Controls Technology Company HVAC controller with integrated airside and waterside cost optimization
US11953865B2 (en) 2015-04-23 2024-04-09 Johnson Controls Tyco IP Holdings LLP HVAC controller with predictive cost optimization
US10190789B2 (en) 2015-09-30 2019-01-29 Johnson Controls Technology Company Central plant with coordinated HVAC equipment staging across multiple subplants
US12196437B2 (en) 2016-01-22 2025-01-14 Tyco Fire & Security Gmbh Systems and methods for monitoring and controlling an energy plant
US10203733B2 (en) * 2016-05-18 2019-02-12 Dell Products, L.P. Systems and methods for recommending optimum datacenter parameters to meet rack level airflow constraints
US10094598B2 (en) * 2016-06-06 2018-10-09 Mitsubishi Electric Research Laboratories, Inc. System and method for controlling multi-zone vapor compression system
US11789415B2 (en) 2016-06-30 2023-10-17 Johnson Controls Tyco IP Holdings LLP Building HVAC system with multi-level model predictive control
US20180004171A1 (en) 2016-06-30 2018-01-04 Johnson Controls Technology Company Hvac system using model predictive control with distributed low-level airside optimization and airside power consumption model
CN109416191B (zh) 2016-06-30 2021-08-17 江森自控科技公司 具有预测控制的变制冷剂流量系统
WO2018089522A1 (en) * 2016-11-08 2018-05-17 Digital Aerolus, Inc. Method for describing and executing behaviors in autonomous vehicles
US11238547B2 (en) 2017-01-12 2022-02-01 Johnson Controls Tyco IP Holdings LLP Building energy cost optimization system with asset sizing
US11076509B2 (en) 2017-01-24 2021-07-27 The Research Foundation for the State University Control systems and prediction methods for it cooling performance in containment
US10706375B2 (en) 2017-03-29 2020-07-07 Johnson Controls Technology Company Central plant with asset allocator
US11274849B2 (en) 2017-04-28 2022-03-15 Johnson Controls Tyco IP Holdings LLP Smart thermostat with model predictive control and demand response integration
US10146237B2 (en) 2017-04-28 2018-12-04 Johnson Controls Technology Company Smart thermostat with model predictive control
US12085296B2 (en) 2017-05-26 2024-09-10 Tyco Fire & Security Gmbh Building equipment with predictive control and allocation of energy from multiple energy sources
US12000608B2 (en) 2017-07-27 2024-06-04 Tyco Fire & Security Gmbh Central plant control system with setpoints modification based on physical constraints
US11867419B2 (en) 2017-07-27 2024-01-09 Johnson Controls Technology Company Systems and methods to automatically link availability of series devices in a plant
US10876754B2 (en) 2017-07-28 2020-12-29 Johnson Controls Technology Company Dynamic central plant control based on load prediction
EP3447258B1 (en) 2017-08-25 2023-05-17 Johnson Controls Tyco IP Holdings LLP Central plant control system with equipment maintenance evaluation
US10809705B2 (en) 2017-09-01 2020-10-20 Johnson Controls Technology Company Central plant control system with automatic optimization formulation
US12078367B2 (en) 2017-11-30 2024-09-03 Tyco Fire & Security Gmbh HVAC system with waterside and airside disturbance rejection
SG11202009553WA (en) 2018-03-31 2020-10-29 Johnson Controls Tech Co Central plant optimization planning tool with advanced user interface
US10820451B2 (en) * 2018-04-23 2020-10-27 Dell Products, L.P. Multimode cooling control of air handling units to prevent condensation
US11009252B2 (en) * 2018-05-07 2021-05-18 Johnson Controls Technology Company HVAC control system with cost target optimization
US12007732B2 (en) 2019-07-12 2024-06-11 Johnson Controls Tyco IP Holdings LLP HVAC system with building infection control
US11960261B2 (en) 2019-07-12 2024-04-16 Johnson Controls Tyco IP Holdings LLP HVAC system with sustainability and emissions controls
US12393992B2 (en) 2018-10-18 2025-08-19 Tyco Fire & Security Gmbh Systems and methods for assessing and controlling sustainability of an energy plant
US11164126B2 (en) 2018-12-18 2021-11-02 Johnson Controls Tyco IP Holdings LLP Cost optimization of a central energy facility with block-and-index rate structure
US11873998B2 (en) 2019-01-28 2024-01-16 Johnson Controls Tyco IP Holdings LLP Central plant with secondary strong prevention
US11391486B2 (en) * 2019-02-05 2022-07-19 Johnson Controls Tyco IP Holdings LLP Control unit for multiple variable frequency drives
US12140938B2 (en) 2019-03-15 2024-11-12 3M Innovative Properties Company Manufacturing a product using causal models
CA3133587A1 (en) 2019-03-15 2020-09-24 3M Innovative Properties Company Method of performing a process and optimizing control signals used in the process
JP2022526260A (ja) 2019-03-15 2022-05-24 スリーエム イノベイティブ プロパティズ カンパニー 因果モデルを使用した生物学的医薬品の製造
WO2020188338A1 (en) 2019-03-15 2020-09-24 3M Innovative Properties Company Polishing semiconductor wafers using causal models
US11281198B2 (en) 2019-05-31 2022-03-22 Johnson Controls Tyco IP Holdings LLP Central plant optimization with optimization modification
US12264828B2 (en) 2019-07-12 2025-04-01 Tyco Fire & Security Gmbh Air quality control and disinfection system
WO2021011497A1 (en) 2019-07-12 2021-01-21 Johnson Controls Technology Company Hvac system with design and operational tool for building infection control
US11274842B2 (en) 2019-07-12 2022-03-15 Johnson Controls Tyco IP Holdings LLP Systems and methods for optimizing ventilation, filtration, and conditioning schemes for buildings
US12270561B2 (en) 2019-07-16 2025-04-08 Tyco Fire & Security Gmbh Systems and methods for automated system identification
US11774122B2 (en) 2019-07-16 2023-10-03 Johnson Controls Tyco IP Holdings LLP Building control system with adaptive online system identification
US11953871B2 (en) 2019-11-19 2024-04-09 Johnson Controls Tyco IP Holdings LLP Building control system with automatic control problem formulation using building information model
US11644814B2 (en) * 2019-11-20 2023-05-09 Abb Schweiz Ag Method and apparatus for coordinating the utilization of operational zones to achieve production goals
US11281173B2 (en) 2019-12-04 2022-03-22 Johnson Controls Tyco IP Holdings LLP Systems and methods for maintaining occupant comfort for various environmental conditions
US12436528B2 (en) 2020-07-30 2025-10-07 Tyco Fire & Security Gmbh Building management system with supervisory fault detection layer
US12093000B2 (en) 2020-07-30 2024-09-17 Tyco Fire & Security Gmbh Building management system with automatic training data selection for online system identification
US11885510B2 (en) 2020-09-16 2024-01-30 Johnson Controls Tyco IP Holdings LLP Systems and methods to mitigate infection risk using air purification
US12400046B2 (en) 2021-01-21 2025-08-26 Tyco Fire & Security Gmbh Central plant optimization system with scalable asset models
US12061005B2 (en) 2021-03-17 2024-08-13 Tyco Fire & Security Gmbh Direct policy optimization for meeting room comfort control and energy management
US12261434B2 (en) 2022-02-10 2025-03-25 Tyco Fire & Security Gmbh Control system with multi-factor carbon emissions optimization
US12398905B2 (en) 2021-05-28 2025-08-26 Tyco Fire & Security Gmbh Building control system with multi-objective control of carbon emissions and occupant comfort
US12248291B2 (en) 2021-06-09 2025-03-11 Tyco Fire & Security Gmbh Central energy system with expert subplant models
JP2023004513A (ja) * 2021-06-28 2023-01-17 セイコーエプソン株式会社 ロボットの作業における力制御パラメーターを設定する方法，ロボットシステム、及び、コンピュータープログラム
US11933513B2 (en) 2021-07-30 2024-03-19 Johnson Controls Tyco IP Holdings LLP Building control system with setpoint injection for online system identification
US11761663B2 (en) 2021-11-19 2023-09-19 Johnson Controls Tyco IP Holdings LLP HVAC system for reducing intra-space variation of controlled environmental conditions
US12099350B2 (en) 2022-03-04 2024-09-24 Tyco Fire & Security Gmbh Central plant with automatic subplant models
US12332615B2 (en) 2022-03-31 2025-06-17 Tyco Fire & Security Gmbh Building equipment control system with automated horizon selection
US12298754B2 (en) 2022-03-31 2025-05-13 Tyco Fire & Security Gmbh Building equipment control system with modular models
US12405582B2 (en) 2022-03-31 2025-09-02 Tyco Fire & Security Gmbh Predictive modeling and control system for building equipment with multi-device predictive model generation
US12282306B2 (en) 2022-04-29 2025-04-22 Tyco Fire & Security Gmbh Control system for building equipment with dynamic capacity constraints
CN120384887B (zh) * 2025-06-30 2025-10-17 四川华鲲振宇智能科技有限责任公司 一种基于最优化算法的风扇策略调节方法

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPS5840607A (ja) * 1981-09-04 1983-03-09 Hitachi Ltd プラント効率最適化制御方法
US6264111B1 (en) * 1993-06-16 2001-07-24 Siemens Building Technologies, Inc. Proportional-integral-derivative controller having adaptive control capability
JP4327013B2 (ja) * 2004-04-28 2009-09-09 株式会社東芝 プラントワイド最適プロセス制御装置
US7827813B2 (en) * 2007-01-30 2010-11-09 Johnson Controls Technology Company Adaptive real-time optimization control
WO2009086220A1 (en) * 2007-12-21 2009-07-09 University Of Florida Systems and methods for offset-free model predictive control
US7949416B2 (en) * 2008-05-06 2011-05-24 United Technologies Corporation Multivariable control system
US8090456B2 (en) * 2008-11-03 2012-01-03 United Technologies Corporation System and method for design and control of engineering systems utilizing component-level dynamic mathematical model
WO2011072332A1 (en) * 2009-12-16 2011-06-23 Commonwealth Scientific And Industrial Research Organisation Hvac control system and method
GB201012442D0 (en) * 2010-07-26 2010-09-08 Rolls Royce Plc System control
CA2808503A1 (en) * 2010-08-20 2012-02-23 Vigilent Corporation Energy-optimal control decisions for hvac systems
US8992074B2 (en) * 2012-02-17 2015-03-31 Cypress Envirosystems, Inc. System and method for conducting heating, ventilation, and air conditioning analytics

Also Published As

Publication number Publication date
EP2820488B1 (en) 2019-09-04
EP2820488A1 (en) 2015-01-07
EP2820488A4 (en) 2016-01-06
JP2015515050A (ja) 2015-05-21
US9857779B2 (en) 2018-01-02
WO2013130956A1 (en) 2013-09-06
US20140371920A1 (en) 2014-12-18

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