CN102741833B - 用于数据中心的基于知识的模型 - Google Patents
用于数据中心的基于知识的模型 Download PDFInfo
- Publication number
- CN102741833B CN102741833B CN201080035628.5A CN201080035628A CN102741833B CN 102741833 B CN102741833 B CN 102741833B CN 201080035628 A CN201080035628 A CN 201080035628A CN 102741833 B CN102741833 B CN 102741833B
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- temperature distribution
- data center
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- Expired - Fee Related
Links
- 238000009826 distribution Methods 0.000 claims abstract description 85
- 238000000034 method Methods 0.000 claims abstract description 49
- 238000005516 engineering process Methods 0.000 claims abstract description 21
- 238000001816 cooling Methods 0.000 claims description 14
- 238000005259 measurement Methods 0.000 claims description 13
- 239000000344 soap Substances 0.000 claims description 13
- 238000004378 air conditioning Methods 0.000 claims description 11
- 238000010586 diagram Methods 0.000 description 35
- 230000006870 function Effects 0.000 description 14
- 230000008859 change Effects 0.000 description 13
- 230000006399 behavior Effects 0.000 description 10
- 230000014509 gene expression Effects 0.000 description 8
- 238000013528 artificial neural network Methods 0.000 description 7
- 238000013179 statistical model Methods 0.000 description 7
- 239000012530 fluid Substances 0.000 description 6
- 238000004513 sizing Methods 0.000 description 6
- 230000009467 reduction Effects 0.000 description 4
- 238000005057 refrigeration Methods 0.000 description 4
- 238000004458 analytical method Methods 0.000 description 3
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- 239000012634 fragment Substances 0.000 description 2
- 230000003993 interaction Effects 0.000 description 2
- 238000010801 machine learning Methods 0.000 description 2
- 238000004519 manufacturing process Methods 0.000 description 2
- 230000001537 neural effect Effects 0.000 description 2
- 238000003909 pattern recognition Methods 0.000 description 2
- 230000002093 peripheral effect Effects 0.000 description 2
- 238000005293 physical law Methods 0.000 description 2
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- 238000003860 storage Methods 0.000 description 2
- OKTJSMMVPCPJKN-UHFFFAOYSA-N Carbon Chemical compound [C] OKTJSMMVPCPJKN-UHFFFAOYSA-N 0.000 description 1
- 241001269238 Data Species 0.000 description 1
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- 229910052799 carbon Inorganic materials 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 238000004134 energy conservation Methods 0.000 description 1
- 238000005265 energy consumption Methods 0.000 description 1
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- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 description 1
Classifications
-
- 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
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F30/00—Computer-aided design [CAD]
- G06F30/10—Geometric CAD
- G06F30/13—Architectural design, e.g. computer-aided architectural design [CAAD] related to design of buildings, bridges, landscapes, production plants or roads
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01K—MEASURING TEMPERATURE; MEASURING QUANTITY OF HEAT; THERMALLY-SENSITIVE ELEMENTS NOT OTHERWISE PROVIDED FOR
- G01K3/00—Thermometers giving results other than momentary value of temperature
- G01K3/02—Thermometers giving results other than momentary value of temperature giving means values; giving integrated values
- G01K3/06—Thermometers giving results other than momentary value of temperature giving means values; giving integrated values in respect of space
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F1/00—Details not covered by groups G06F3/00 - G06F13/00 and G06F21/00
- G06F1/16—Constructional details or arrangements
- G06F1/20—Cooling means
- G06F1/206—Cooling means comprising thermal management
-
- 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
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06G—ANALOGUE COMPUTERS
- G06G7/00—Devices in which the computing operation is performed by varying electric or magnetic quantities
- G06G7/48—Analogue computers for specific processes, systems or devices, e.g. simulators
- G06G7/56—Analogue computers for specific processes, systems or devices, e.g. simulators for heat flow
-
- H—ELECTRICITY
- H05—ELECTRIC TECHNIQUES NOT OTHERWISE PROVIDED FOR
- H05K—PRINTED CIRCUITS; CASINGS OR CONSTRUCTIONAL DETAILS OF ELECTRIC APPARATUS; MANUFACTURE OF ASSEMBLAGES OF ELECTRICAL COMPONENTS
- H05K7/00—Constructional details common to different types of electric apparatus
- H05K7/20—Modifications to facilitate cooling, ventilating, or heating
- H05K7/20709—Modifications to facilitate cooling, ventilating, or heating for server racks or cabinets; for data centers, e.g. 19-inch computer racks
- H05K7/20836—Thermal management, e.g. server temperature control
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- General Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- Computer Hardware Design (AREA)
- Mathematical Physics (AREA)
- Thermal Sciences (AREA)
- Microelectronics & Electronic Packaging (AREA)
- Human Computer Interaction (AREA)
- Data Mining & Analysis (AREA)
- Geometry (AREA)
- Databases & Information Systems (AREA)
- Software Systems (AREA)
- Computational Mathematics (AREA)
- Mathematical Analysis (AREA)
- Mathematical Optimization (AREA)
- Pure & Applied Mathematics (AREA)
- Evolutionary Computation (AREA)
- Civil Engineering (AREA)
- Architecture (AREA)
- Structural Engineering (AREA)
- Algebra (AREA)
- Air Conditioning Control Device (AREA)
- Cooling Or The Like Of Electrical Apparatus (AREA)
- Investigating Or Analyzing Materials Using Thermal Means (AREA)
Abstract
Description
Claims (18)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US12/540,213 | 2009-08-12 | ||
US12/540,213 US8244502B2 (en) | 2009-08-12 | 2009-08-12 | Knowledge-based models for data centers |
PCT/US2010/044726 WO2011019611A2 (en) | 2009-08-12 | 2010-08-06 | Knowledge-based models for data centers |
Publications (2)
Publication Number | Publication Date |
---|---|
CN102741833A CN102741833A (zh) | 2012-10-17 |
CN102741833B true CN102741833B (zh) | 2016-03-30 |
Family
ID=43586755
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201080035628.5A Expired - Fee Related CN102741833B (zh) | 2009-08-12 | 2010-08-06 | 用于数据中心的基于知识的模型 |
Country Status (9)
Country | Link |
---|---|
US (1) | US8244502B2 (zh) |
JP (1) | JP5593387B2 (zh) |
KR (1) | KR20120054016A (zh) |
CN (1) | CN102741833B (zh) |
CA (1) | CA2766847A1 (zh) |
DE (1) | DE112010003279T5 (zh) |
GB (1) | GB2484616B (zh) |
TW (1) | TW201106143A (zh) |
WO (1) | WO2011019611A2 (zh) |
Families Citing this family (56)
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WO2008092001A1 (en) | 2007-01-24 | 2008-07-31 | American Power Conversion Corporation | System and method for evaluating equipment rack cooling performance |
US20090138313A1 (en) | 2007-05-15 | 2009-05-28 | American Power Conversion Corporation | Methods and systems for managing facility power and cooling |
US8843354B2 (en) * | 2008-06-19 | 2014-09-23 | Hewlett-Packard Development Company, L.P. | Capacity planning |
US8209056B2 (en) | 2008-11-25 | 2012-06-26 | American Power Conversion Corporation | System and method for assessing and managing data center airflow and energy usage |
US9904331B2 (en) | 2009-04-01 | 2018-02-27 | Schneider Electric It Corporation | Method for computing cooling redundancy at the rack level |
US8219362B2 (en) | 2009-05-08 | 2012-07-10 | American Power Conversion Corporation | System and method for arranging equipment in a data center |
US8397088B1 (en) | 2009-07-21 | 2013-03-12 | The Research Foundation Of State University Of New York | Apparatus and method for efficient estimation of the energy dissipation of processor based systems |
US8229713B2 (en) * | 2009-08-12 | 2012-07-24 | International Business Machines Corporation | Methods and techniques for creating and visualizing thermal zones |
US8782213B2 (en) | 2010-03-01 | 2014-07-15 | Ching-I Hsu | System and method for the application of psychrometric charts to data centers |
US9230258B2 (en) | 2010-04-01 | 2016-01-05 | International Business Machines Corporation | Space and time for entity resolution |
US8972217B2 (en) | 2010-06-08 | 2015-03-03 | Schneider Electric It Corporation | System and method for predicting temperature values in a data center |
US8233274B2 (en) | 2010-07-21 | 2012-07-31 | International Business Machines Corporation | Computer chassis cooling sidecar |
US8270161B2 (en) | 2010-08-06 | 2012-09-18 | International Business Machines Corporation | Hot or cold aisle computer chassis |
US8996180B2 (en) | 2010-09-17 | 2015-03-31 | Schneider Electric It Corporation | System and method for predicting perforated tile airflow in a data center |
US8812275B2 (en) * | 2010-09-18 | 2014-08-19 | International Business Machines Corporation | Modeling movement of air under a floor of a data center |
US20120109619A1 (en) * | 2010-10-29 | 2012-05-03 | Daniel Juergen Gmach | Generating a resource management plan for an infrastructure |
US8825451B2 (en) | 2010-12-16 | 2014-09-02 | Schneider Electric It Corporation | System and methods for rack cooling analysis |
US8949081B2 (en) | 2010-12-21 | 2015-02-03 | Schneider Electric It Corporation | Method for computing cooling redundancy at the rack level |
US8688413B2 (en) | 2010-12-30 | 2014-04-01 | Christopher M. Healey | System and method for sequential placement of cooling resources within data center layouts |
US20120215373A1 (en) * | 2011-02-17 | 2012-08-23 | Cisco Technology, Inc. | Performance optimization in computer component rack |
JP5673221B2 (ja) | 2011-03-03 | 2015-02-18 | 富士通株式会社 | 風量制御装置、風量制御方法及び風量制御プログラム |
US9223905B2 (en) | 2011-03-25 | 2015-12-29 | Schneider Electric It Corporation | Systems and methods for predicting fluid dynamics in a data center |
US8744812B2 (en) | 2011-05-27 | 2014-06-03 | International Business Machines Corporation | Computational fluid dynamics modeling of a bounded domain |
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 |
WO2013095494A1 (en) | 2011-12-22 | 2013-06-27 | Schneider Electric It Corporation | System and method for prediction of temperature values in an electronics system |
US9952103B2 (en) | 2011-12-22 | 2018-04-24 | Schneider Electric It Corporation | Analysis of effect of transient events on temperature in a data center |
US9258932B2 (en) * | 2011-12-23 | 2016-02-09 | International Business Machines Corporation | Data center thermal management |
US9310251B2 (en) * | 2012-05-18 | 2016-04-12 | International Business Machines Corporation | Automated object classification using temperature profiles |
US10387780B2 (en) | 2012-08-14 | 2019-08-20 | International Business Machines Corporation | Context accumulation based on properties of entity features |
US9679087B2 (en) | 2012-09-12 | 2017-06-13 | International Business Machines Corporation | Techniques for evaluating optimum data center operation |
IN2015DN02848A (zh) | 2012-09-21 | 2015-09-11 | Schneider Electric It Corp | |
WO2014105014A1 (en) | 2012-12-27 | 2014-07-03 | Schneider Electric It Corporation | Systems and methods of visualizing airflow |
US9857235B2 (en) | 2013-03-08 | 2018-01-02 | International Business Machines Corporation | Real-time modeling of heat distributions |
GB2513141A (en) * | 2013-04-17 | 2014-10-22 | Ibm | Data processing system with real-time data center air flow simulator |
US9270451B2 (en) | 2013-10-03 | 2016-02-23 | Globalfoundries Inc. | Privacy enhanced spatial analytics |
JP2015082224A (ja) * | 2013-10-23 | 2015-04-27 | 日本電信電話株式会社 | 確率的なサーバ負荷量推定方法およびサーバ負荷量推定装置 |
EP3074835B1 (en) * | 2013-11-29 | 2024-02-28 | Tata Consultancy Services Limited | System and method for facilitating optimization of cooling efficiency of a data center |
US9578787B2 (en) | 2014-03-05 | 2017-02-21 | Dell Products L.P. | Temperature trend controlled cooling system |
JP6287434B2 (ja) * | 2014-03-26 | 2018-03-07 | 日本電気株式会社 | 温度制御装置、温度制御方法、及び温度制御プログラム |
US9471884B2 (en) * | 2014-05-30 | 2016-10-18 | International Business Machines Corporation | Multi-model blending |
US10102313B2 (en) | 2014-12-30 | 2018-10-16 | Schneider Electric It Corporation | Raised floor plenum tool |
US10001761B2 (en) | 2014-12-30 | 2018-06-19 | Schneider Electric It Corporation | Power consumption model for cooling equipment |
TWI533792B (zh) * | 2015-03-17 | 2016-05-11 | 緯創資通股份有限公司 | 散熱模組及相關的伺服器裝置及散熱控制方法 |
US9696781B2 (en) * | 2015-05-28 | 2017-07-04 | Cisco Technology, Inc. | Automated power control for reducing power usage in communications networks |
US10122805B2 (en) | 2015-06-30 | 2018-11-06 | International Business Machines Corporation | Identification of collaborating and gathering entities |
US10592817B2 (en) | 2015-07-13 | 2020-03-17 | International Business Machines Corporation | Parameter-dependent model-blending with multi-expert based machine learning and proxy sites |
US9568923B1 (en) | 2015-10-27 | 2017-02-14 | International Business Machines Corporation | Determining a time for corrective action in a data center |
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 |
JP6904752B2 (ja) * | 2017-03-30 | 2021-07-21 | 株式会社Nttファシリティーズ | サーバ室構造 |
JP7016407B2 (ja) * | 2017-09-06 | 2022-02-04 | バーティブ・コーポレイション | スマートな供給空気温度設定点制御を介する冷却ユニットのエネルギー最適化 |
US10458672B2 (en) * | 2017-12-28 | 2019-10-29 | Siemens Industry, Inc. | Optimized energy usage in an air handling unit |
CN109189190B (zh) * | 2018-10-16 | 2020-07-14 | 西安交通大学 | 一种基于温度预测的数据中心热量管理方法 |
WO2020240700A1 (ja) * | 2019-05-28 | 2020-12-03 | 三菱電機株式会社 | 情報処理装置、情報処理方法及び情報処理プログラム |
CN115239826A (zh) * | 2021-04-23 | 2022-10-25 | 维谛技术有限公司 | 热力图的确定方法、装置、存储介质及处理器 |
KR102434175B1 (ko) | 2021-08-20 | 2022-08-19 | (주)에프엠에스텍 | 매니폴드형 파티클 측정장치 |
CN114676862B (zh) * | 2022-05-27 | 2022-09-09 | 容云家(深圳)互联网技术有限公司 | 一种数据中心的可视化运维管理方法及系统 |
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CN1908590A (zh) * | 2005-08-02 | 2007-02-07 | 国际商业机器公司 | 测量数据中心内的物理特征的方法和装置 |
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-
2009
- 2009-08-12 US US12/540,213 patent/US8244502B2/en active Active
-
2010
- 2010-06-08 TW TW099118586A patent/TW201106143A/zh unknown
- 2010-08-06 CN CN201080035628.5A patent/CN102741833B/zh not_active Expired - Fee Related
- 2010-08-06 KR KR1020127004045A patent/KR20120054016A/ko not_active Application Discontinuation
- 2010-08-06 CA CA2766847A patent/CA2766847A1/en not_active Abandoned
- 2010-08-06 JP JP2012524760A patent/JP5593387B2/ja not_active Expired - Fee Related
- 2010-08-06 WO PCT/US2010/044726 patent/WO2011019611A2/en active Application Filing
- 2010-08-06 DE DE112010003279T patent/DE112010003279T5/de not_active Ceased
- 2010-08-06 GB GB1200474.3A patent/GB2484616B/en not_active Expired - Fee Related
Patent Citations (2)
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US6373033B1 (en) * | 1996-01-31 | 2002-04-16 | Asm America, Inc. | Model-based predictive control of thermal processing |
CN1908590A (zh) * | 2005-08-02 | 2007-02-07 | 国际商业机器公司 | 测量数据中心内的物理特征的方法和装置 |
Non-Patent Citations (1)
Title |
---|
A measurement-based method for improving data center energy efficiency;Hendrik F.Hamann;《2008 IEEE International Conference on Sersor Networks,Ubiquitous,and Trustworthy Computing》;20080613;第312-313页 * |
Also Published As
Publication number | Publication date |
---|---|
JP2013502006A (ja) | 2013-01-17 |
WO2011019611A2 (en) | 2011-02-17 |
US20110040532A1 (en) | 2011-02-17 |
KR20120054016A (ko) | 2012-05-29 |
GB201200474D0 (en) | 2012-02-22 |
US8244502B2 (en) | 2012-08-14 |
WO2011019611A3 (en) | 2014-04-03 |
GB2484616B (en) | 2013-12-11 |
GB2484616A (en) | 2012-04-18 |
CN102741833A (zh) | 2012-10-17 |
CA2766847A1 (en) | 2011-02-17 |
JP5593387B2 (ja) | 2014-09-24 |
TW201106143A (en) | 2011-02-16 |
DE112010003279T5 (de) | 2013-03-14 |
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