JP7654005B2 - データセンタのためのパターン認識対応自律的構成最適化 - Google Patents

データセンタのためのパターン認識対応自律的構成最適化 Download PDF

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JP7654005B2
JP7654005B2 JP2022551347A JP2022551347A JP7654005B2 JP 7654005 B2 JP7654005 B2 JP 7654005B2 JP 2022551347 A JP2022551347 A JP 2022551347A JP 2022551347 A JP2022551347 A JP 2022551347A JP 7654005 B2 JP7654005 B2 JP 7654005B2
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data center
configuration
performance metric
data
model
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グロス，ケニー・シィ
ソンダル，サンジーブ・ラガベンドラチャール
ワン，グアン・チャオ
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オラクル・インターナショナル・コーポレイション
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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)
JP2022551347A 2020-02-26 2021-02-19 データセンタのためのパターン認識対応自律的構成最適化 Active JP7654005B2 (ja)

Priority Applications (1)

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JP2025042459A JP2025108431A (ja) 2020-02-26 2025-03-17 データセンタのためのパターン認識対応自律的構成最適化

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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

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JP2023516174A JP2023516174A (ja) 2023-04-18
JP2023516174A5 JP2023516174A5 (https=) 2023-10-12
JP7654005B2 true JP7654005B2 (ja) 2025-03-31

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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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US20180159727A1 (en) 2016-12-02 2018-06-07 Microsoft Technology Licensing, Llc Systems and methods for identifying cloud configurations
WO2019126535A1 (en) 2017-12-21 2019-06-27 The University Of Chicago Combined learned and dynamic control system

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US8164434B2 (en) * 2009-06-16 2012-04-24 Oracle America, Inc. Cooling-control technique for use in a computer system
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JP6712274B2 (ja) * 2014-12-30 2020-06-17 デイル ルフェーヴル， データセンタ熱除去システムおよび方法
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US20180159727A1 (en) 2016-12-02 2018-06-07 Microsoft Technology Licensing, Llc Systems and methods for identifying cloud configurations
WO2019126535A1 (en) 2017-12-21 2019-06-27 The University Of Chicago Combined learned and dynamic control system

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Publication number Publication date
WO2021173440A1 (en) 2021-09-02
JP2023516174A (ja) 2023-04-18
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
CN115380275A (zh) 2022-11-22

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