SG11201707302WA - Equipment characteristics model learning device, equipment characteristics model learning method, and storage medium - Google Patents
Equipment characteristics model learning device, equipment characteristics model learning method, and storage mediumInfo
- Publication number
- SG11201707302WA SG11201707302WA SG11201707302WA SG11201707302WA SG11201707302WA SG 11201707302W A SG11201707302W A SG 11201707302WA SG 11201707302W A SG11201707302W A SG 11201707302WA SG 11201707302W A SG11201707302W A SG 11201707302WA SG 11201707302W A SG11201707302W A SG 11201707302WA
- Authority
- SG
- Singapore
- Prior art keywords
- model learning
- characteristics model
- equipment characteristics
- storage medium
- learning method
- Prior art date
Links
Classifications
-
- 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
- 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
- G06F17/11—Complex mathematical operations for solving equations, e.g. nonlinear equations, general mathematical optimization problems
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N99/00—Subject matter not provided for in other groups of this subclass
-
- 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
- F24F11/52—Indication arrangements, e.g. displays
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- General Engineering & Computer Science (AREA)
- Pure & Applied Mathematics (AREA)
- Mathematical Optimization (AREA)
- Mathematical Analysis (AREA)
- Data Mining & Analysis (AREA)
- Computational Mathematics (AREA)
- Automation & Control Theory (AREA)
- Computing Systems (AREA)
- Operations Research (AREA)
- Databases & Information Systems (AREA)
- Algebra (AREA)
- Air Conditioning Control Device (AREA)
- Testing And Monitoring For Control Systems (AREA)
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP2015051188A JP6486731B2 (en) | 2015-03-13 | 2015-03-13 | Device characteristic model learning apparatus, device characteristic model learning method, and program |
PCT/JP2016/054401 WO2016147780A1 (en) | 2015-03-13 | 2016-02-16 | Device characteristic model learning device, device characteristic model learning method, and storage medium |
Publications (1)
Publication Number | Publication Date |
---|---|
SG11201707302WA true SG11201707302WA (en) | 2017-10-30 |
Family
ID=56918850
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
SG11201707302WA SG11201707302WA (en) | 2015-03-13 | 2016-02-16 | Equipment characteristics model learning device, equipment characteristics model learning method, and storage medium |
Country Status (6)
Country | Link |
---|---|
US (1) | US20180046158A1 (en) |
EP (1) | EP3270239A4 (en) |
JP (1) | JP6486731B2 (en) |
CN (1) | CN107735735A (en) |
SG (1) | SG11201707302WA (en) |
WO (1) | WO2016147780A1 (en) |
Families Citing this family (19)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2018071805A (en) * | 2016-10-24 | 2018-05-10 | 株式会社東芝 | Air-conditioning control device, air-conditioning system, air-conditioning control method and program |
JP6562893B2 (en) | 2016-11-17 | 2019-08-21 | 株式会社東芝 | Parameter estimation device, air conditioning system evaluation device, parameter estimation method and program |
JP6928753B2 (en) * | 2017-02-24 | 2021-09-01 | Primetals Technologies Japan株式会社 | Parameter value acquisition device and evaluation method |
JP6856443B2 (en) * | 2017-05-09 | 2021-04-07 | 株式会社日立製作所 | Equipment abnormality diagnosis system |
JP2019067238A (en) * | 2017-10-03 | 2019-04-25 | エヌ・ティ・ティ・コミュニケーションズ株式会社 | Control device, control method and control program |
JP7093649B2 (en) * | 2018-03-08 | 2022-06-30 | 三機工業株式会社 | Heat source system and its control method |
JP7088323B2 (en) * | 2018-06-26 | 2022-06-21 | 日本電気株式会社 | Server racks, controls, cooling methods, and programs |
US11243503B2 (en) | 2018-07-20 | 2022-02-08 | Johnson Controls Tyco IP Holdings LLP | Building management system with online configurable system identification |
JP2020016992A (en) * | 2018-07-24 | 2020-01-30 | 株式会社日立製作所 | Characteristic model automatic generation system and characteristic model automatic generation method |
EP3657273A1 (en) * | 2018-11-21 | 2020-05-27 | Siemens Aktiengesellschaft | Method for determining at least one parameter of at least one of at least two devices for their simultaneous operation |
JP2020106402A (en) * | 2018-12-27 | 2020-07-09 | 清水建設株式会社 | Heat source machine performance evaluation device, heat source machine performance evaluation method, and program |
CN110398902B (en) * | 2019-06-19 | 2021-09-24 | 上海机电工程研究所 | Photoelectric signal simulation error analysis method |
JP2021022311A (en) * | 2019-07-30 | 2021-02-18 | 株式会社リコー | Abnormality detecting device, abnormality detecting system, and program |
EP4019856A4 (en) * | 2019-08-19 | 2022-08-17 | Mitsubishi Electric Corporation | Information processing device |
JP7456301B2 (en) | 2020-06-11 | 2024-03-27 | 三菱電機株式会社 | air conditioning system |
JP2022130126A (en) * | 2021-02-25 | 2022-09-06 | 三菱重工業株式会社 | Rotary machine evaluation device, rotary machine evaluation system, method for tuning rotary machine evaluation device, and method for evaluating rotary machine |
WO2022185411A1 (en) * | 2021-03-02 | 2022-09-09 | 三菱電機株式会社 | Air conditioning system |
CN113126544B (en) * | 2021-03-30 | 2022-10-28 | 大连富士冰山智控系统有限公司 | Monitoring system, monitoring device, and monitoring method |
CN114396704B (en) * | 2021-12-02 | 2023-04-21 | 珠海横琴能源发展有限公司 | Water chilling unit health diagnosis method and system based on big data analysis |
Family Cites Families (27)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPS58107903A (en) * | 1981-12-22 | 1983-06-27 | Toshiba Corp | Process controlling method using model |
JPH0682080A (en) * | 1992-09-01 | 1994-03-22 | Matsushita Refrig Co Ltd | Load estimating device |
JPH06174285A (en) * | 1992-12-04 | 1994-06-24 | Takasago Thermal Eng Co Ltd | Estimation of air-conditioning heat load |
GB0205336D0 (en) * | 2002-03-07 | 2002-04-24 | Univ Manchester | Data dimension reduction |
GB2399187B (en) * | 2002-07-24 | 2005-06-15 | Rolls Royce Plc | Method of generating a multifidelity model of a system |
JP4111153B2 (en) * | 2004-03-09 | 2008-07-02 | 三菱電機株式会社 | Operation planning system and operation planning program |
US7437014B2 (en) * | 2004-04-21 | 2008-10-14 | The Boeing Company | Methods and systems for model reduction and system identification of dynamic systems with multiple inputs |
JP2006349302A (en) * | 2005-06-20 | 2006-12-28 | Toyo Standard:Kk | Power consumption reducer, and power consumption reduction method |
JP4661640B2 (en) * | 2006-03-09 | 2011-03-30 | 株式会社日立製作所 | Air conditioning control system |
US7660639B2 (en) * | 2006-03-27 | 2010-02-09 | Hitachi, Ltd. | Control system for control subject having combustion unit and control system for plant having boiler |
JP4585983B2 (en) * | 2006-03-27 | 2010-11-24 | 株式会社日立製作所 | Plant control method and plant control apparatus |
JP4825960B2 (en) * | 2006-10-18 | 2011-11-30 | 国立大学法人広島大学 | Control device, control parameter adjustment device, and control parameter adjustment method |
JP4299350B2 (en) * | 2007-03-29 | 2009-07-22 | 株式会社日立製作所 | Thermal power plant control device and thermal power plant control method |
CN101825867A (en) * | 2009-03-06 | 2010-09-08 | 株式会社东芝 | Equipment optimization operating system, optimal operation point computing method and optimal operation point computation program |
JP5297272B2 (en) * | 2009-06-11 | 2013-09-25 | 株式会社日立製作所 | Device abnormality monitoring method and system |
CN102483612B (en) * | 2009-09-03 | 2014-01-01 | 东芝三菱电机产业系统株式会社 | Setting calculation learning device and method for learning setting calculation |
JP5759206B2 (en) * | 2011-03-01 | 2015-08-05 | 東芝三菱電機産業システム株式会社 | Learning coefficient controller |
US8832006B2 (en) * | 2012-02-08 | 2014-09-09 | Nec Corporation | Discriminant model learning device, method and program |
JP5908302B2 (en) * | 2012-02-27 | 2016-04-26 | 株式会社東芝 | Storage energy storage optimization device, optimization method and optimization program |
JP5494696B2 (en) * | 2012-02-27 | 2014-05-21 | ダイキン工業株式会社 | Heat pump equipment energy management device |
CN102809928B (en) * | 2012-08-10 | 2014-08-20 | 南京南瑞继保电气有限公司 | Control optimizing method for energy consumption of thermal equipment of industrial enterprise |
JP5958237B2 (en) * | 2012-09-25 | 2016-07-27 | 富士通株式会社 | Thermal fluid simulation method and thermal fluid simulation apparatus |
CN103064289B (en) * | 2012-12-19 | 2015-03-11 | 华南理工大学 | Multiple-target operation optimizing and coordinating control method and device of garbage power generator |
CN103048041B (en) * | 2012-12-20 | 2014-11-26 | 北京信息科技大学 | Fault diagnosis method of electromechanical system based on local tangent space and support vector machine |
CN103034130B (en) * | 2013-01-09 | 2015-07-01 | 武安市新峰水泥有限责任公司 | Cement on-line simulation system and implementation method thereof |
CN103322647B (en) * | 2013-06-13 | 2015-12-09 | 浙江工业大学 | A kind of cooling water supply temperature forecast Control Algorithm of central air-conditioning |
JP5342708B1 (en) * | 2013-06-19 | 2013-11-13 | 株式会社日立パワーソリューションズ | Anomaly detection method and apparatus |
-
2015
- 2015-03-13 JP JP2015051188A patent/JP6486731B2/en active Active
-
2016
- 2016-02-16 EP EP16764610.8A patent/EP3270239A4/en not_active Withdrawn
- 2016-02-16 CN CN201680014493.1A patent/CN107735735A/en not_active Withdrawn
- 2016-02-16 WO PCT/JP2016/054401 patent/WO2016147780A1/en active Application Filing
- 2016-02-16 US US15/556,378 patent/US20180046158A1/en not_active Abandoned
- 2016-02-16 SG SG11201707302WA patent/SG11201707302WA/en unknown
Also Published As
Publication number | Publication date |
---|---|
US20180046158A1 (en) | 2018-02-15 |
JP2016170715A (en) | 2016-09-23 |
JP6486731B2 (en) | 2019-03-20 |
CN107735735A (en) | 2018-02-23 |
EP3270239A4 (en) | 2018-11-14 |
EP3270239A1 (en) | 2018-01-17 |
WO2016147780A1 (en) | 2016-09-22 |
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