CN115380275A - 用于数据中心的启用模式识别的自主配置优化 - Google Patents

用于数据中心的启用模式识别的自主配置优化 Download PDF

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Publication number
CN115380275A
CN115380275A CN202180025714.6A CN202180025714A CN115380275A CN 115380275 A CN115380275 A CN 115380275A CN 202180025714 A CN202180025714 A CN 202180025714A CN 115380275 A CN115380275 A CN 115380275A
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China
Prior art keywords
data center
configuration
data
model
performance metric
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Pending
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CN202180025714.6A
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English (en)
Chinese (zh)
Inventor
K·C·格罗斯
S·R·桑都尔
王光超
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Oracle International Corp
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Oracle International Corp
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00—Arrangements for program control, e.g. control units
    • G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/46—Multiprogramming arrangements
    • G06F9/50—Allocation of resources, e.g. of the central processing unit [CPU]
    • G06F9/5094—Allocation of resources, e.g. of the central processing unit [CPU] where the allocation takes into account power or heat criteria
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/30—Monitoring
    • G06F11/34—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
    • G06F11/3409—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment for performance assessment
    • G06F11/3433—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment for performance assessment for load management
    • 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
    • G05B13/0265—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
    • 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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 OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/30—Monitoring
    • G06F11/3003—Monitoring arrangements specially adapted to the computing system or computing system component being monitored
    • G06F11/302—Monitoring arrangements specially adapted to the computing system or computing system component being monitored where the computing system component is a software system
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/30—Monitoring
    • G06F11/3058—Monitoring arrangements for monitoring environmental properties or parameters of the computing system or of the computing system component, e.g. monitoring of power, currents, temperature, humidity, position, vibrations
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/30—Monitoring
    • G06F11/34—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
    • G06F11/3409—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment for performance assessment
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/30—Monitoring
    • G06F11/34—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
    • G06F11/3457—Performance evaluation by simulation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02D—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D10/00—Energy efficient computing, e.g. low power processors, power management or thermal management

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Quality & Reliability (AREA)
  • Computing Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • Medical Informatics (AREA)
  • Computer Hardware Design (AREA)
  • Health & Medical Sciences (AREA)
  • Automation & Control Theory (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Human Computer Interaction (AREA)
  • Debugging And Monitoring (AREA)
CN202180025714.6A 2020-02-26 2021-02-19 用于数据中心的启用模式识别的自主配置优化 Pending CN115380275A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US16/801,590 2020-02-26
US16/801,590 US11586522B2 (en) 2020-02-26 2020-02-26 Pattern-recognition enabled autonomous configuration optimization for data centers
PCT/US2021/018750 WO2021173440A1 (en) 2020-02-26 2021-02-19 Pattern-recognition enabled autonomous configuration optimization for data centers

Publications (1)

Publication Number Publication Date
CN115380275A true CN115380275A (zh) 2022-11-22

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CN202180025714.6A Pending CN115380275A (zh) 2020-02-26 2021-02-19 用于数据中心的启用模式识别的自主配置优化

Country Status (5)

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US (2) US11586522B2 (https=)
EP (1) EP4111309A1 (https=)
JP (2) JP7654005B2 (https=)
CN (1) CN115380275A (https=)
WO (1) WO2021173440A1 (https=)

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US11586522B2 (en) * 2020-02-26 2023-02-21 Oracle International Corporation Pattern-recognition enabled autonomous configuration optimization for data centers
US11941541B2 (en) * 2020-08-10 2024-03-26 International Business Machines Corporation Automated machine learning using nearest neighbor recommender systems
US12229783B2 (en) * 2020-10-22 2025-02-18 Microsoft Technology Licensing, Llc Intelligent self-serve diagnostics
EP4141669A1 (en) 2021-08-31 2023-03-01 Siemens Aktiengesellschaft Method and system for determining optimal computing configuration for executing computing operation
TWI818463B (zh) * 2022-03-09 2023-10-11 英業達股份有限公司 硬碟效能問題分類模型的建立方法、硬碟效能問題分析方法及硬碟效能問題分類模型建立系統
US12210753B2 (en) * 2022-09-15 2025-01-28 Innogrit Technologies Co., Ltd. Systems and methods for power and thermal management in a solid state drive

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US20170116524A1 (en) * 2015-10-23 2017-04-27 Oracle International Corporation Sensor time series data: functional segmentation for effective machine learning
US20180058976A1 (en) * 2016-08-26 2018-03-01 Oracle International Corporation Characterizing the i/o-performance-per-watt of a computing device across a range of vibrational operating environments
US20180059745A1 (en) * 2016-08-25 2018-03-01 Oracle International Corporation Intelligent energy-optimization technique for computer datacenters
US20180159727A1 (en) * 2016-12-02 2018-06-07 Microsoft Technology Licensing, Llc Systems and methods for identifying cloud configurations
US20200034197A1 (en) * 2016-10-19 2020-01-30 Nutanix, Inc. Adapting a pre-trained distributed resource predictive model to a target distributed computing environment

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JP5321195B2 (ja) * 2009-03-31 2013-10-23 日本電気株式会社 監視制御システム、監視制御方法、監視制御サーバ及び監視制御プログラム
US8164434B2 (en) * 2009-06-16 2012-04-24 Oracle America, Inc. Cooling-control technique for use in a computer system
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US7644051B1 (en) * 2006-07-28 2010-01-05 Hewlett-Packard Development Company, L.P. Management of data centers using a model
US20170116524A1 (en) * 2015-10-23 2017-04-27 Oracle International Corporation Sensor time series data: functional segmentation for effective machine learning
US20180059745A1 (en) * 2016-08-25 2018-03-01 Oracle International Corporation Intelligent energy-optimization technique for computer datacenters
US20180058976A1 (en) * 2016-08-26 2018-03-01 Oracle International Corporation Characterizing the i/o-performance-per-watt of a computing device across a range of vibrational operating environments
US20200034197A1 (en) * 2016-10-19 2020-01-30 Nutanix, Inc. Adapting a pre-trained distributed resource predictive model to a target distributed computing environment
US20180159727A1 (en) * 2016-12-02 2018-06-07 Microsoft Technology Licensing, Llc Systems and methods for identifying cloud configurations

Also Published As

Publication number Publication date
WO2021173440A1 (en) 2021-09-02
JP2023516174A (ja) 2023-04-18
JP7654005B2 (ja) 2025-03-31
US12181998B2 (en) 2024-12-31
US11586522B2 (en) 2023-02-21
US20210263828A1 (en) 2021-08-26
JP2025108431A (ja) 2025-07-23
EP4111309A1 (en) 2023-01-04
US20230205662A1 (en) 2023-06-29

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