JP2024521357A - Ｍｌモデルを用いて準リアルタイムデータ／オフラインデータでデータセンタの大規模な故障の検出 - Google Patents

Ｍｌモデルを用いて準リアルタイムデータ／オフラインデータでデータセンタの大規模な故障の検出 Download PDF

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JP2024521357A
JP2024521357A JP2023574401A JP2023574401A JP2024521357A JP 2024521357 A JP2024521357 A JP 2024521357A JP 2023574401 A JP2023574401 A JP 2023574401A JP 2023574401 A JP2023574401 A JP 2023574401A JP 2024521357 A JP2024521357 A JP 2024521357A
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data
fault
data center
input data
sources
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JP2024521357A5 (https=
JPWO2022256330A5 (https=
Inventor
モンガ，アマルパル・シン
チェン，ビン
ハミルトン，アレックス・エドワード
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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
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/07—Responding to the occurrence of a fault, e.g. fault tolerance
    • G06F11/0703—Error or fault processing not based on redundancy, i.e. by taking additional measures to deal with the error or fault not making use of redundancy in operation, in hardware, or in data representation
    • G06F11/0766—Error or fault reporting or storing
    • G06F11/0769—Readable error formats, e.g. cross-platform generic formats, human understandable formats
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/07—Responding to the occurrence of a fault, e.g. fault tolerance
    • G06F11/0703—Error or fault processing not based on redundancy, i.e. by taking additional measures to deal with the error or fault not making use of redundancy in operation, in hardware, or in data representation
    • G06F11/079—Root cause analysis, i.e. error or fault diagnosis
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/07—Responding to the occurrence of a fault, e.g. fault tolerance
    • G06F11/0703—Error or fault processing not based on redundancy, i.e. by taking additional measures to deal with the error or fault not making use of redundancy in operation, in hardware, or in data representation
    • G06F11/0706—Error or fault processing not based on redundancy, i.e. by taking additional measures to deal with the error or fault not making use of redundancy in operation, in hardware, or in data representation the processing taking place on a specific hardware platform or in a specific software environment
    • G06F11/0709—Error or fault processing not based on redundancy, i.e. by taking additional measures to deal with the error or fault not making use of redundancy in operation, in hardware, or in data representation the processing taking place on a specific hardware platform or in a specific software environment in a distributed system consisting of a plurality of standalone computer nodes, e.g. clusters, client-server systems
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/07—Responding to the occurrence of a fault, e.g. fault tolerance
    • G06F11/0703—Error or fault processing not based on redundancy, i.e. by taking additional measures to deal with the error or fault not making use of redundancy in operation, in hardware, or in data representation
    • G06F11/0751—Error or fault detection not based on redundancy
    • G06F11/0754—Error or fault detection not based on redundancy by exceeding limits
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/22—Detection or location of defective computer hardware by testing during standby operation or during idle time, e.g. start-up testing
    • G06F11/2252—Detection or location of defective computer hardware by testing during standby operation or during idle time, e.g. start-up testing using fault dictionaries
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/22—Detection or location of defective computer hardware by testing during standby operation or during idle time, e.g. start-up testing
    • G06F11/2257—Detection or location of defective computer hardware by testing during standby operation or during idle time, e.g. start-up testing using expert systems
    • 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
    • G06F11/3006—Monitoring arrangements specially adapted to the computing system or computing system component being monitored where the computing system is distributed, e.g. networked systems, clusters, multiprocessor systems
    • 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
    • G06F11/3058—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
    • G06F11/3062—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 where the monitored property is the power consumption
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/23—Updating
    • G06F16/2379—Updates performed during online database operations; commit processing
    • 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
    • G06F11/301—Monitoring arrangements specially adapted to the computing system or computing system component being monitored where the computing system is a virtual computing platform, e.g. logically partitioned systems

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • General Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Quality & Reliability (AREA)
  • Computing Systems (AREA)
  • Computer Hardware Design (AREA)
  • Databases & Information Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Debugging And Monitoring (AREA)
  • Test And Diagnosis Of Digital Computers (AREA)
JP2023574401A 2021-06-03 2022-05-31 Ｍｌモデルを用いて準リアルタイムデータ／オフラインデータでデータセンタの大規模な故障の検出 Pending JP2024521357A (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US17/338,478 2021-06-03
US17/338,478 US11397634B1 (en) 2021-06-03 2021-06-03 Detecting datacenter mass outage with near real-time/offline using ML models
PCT/US2022/031614 WO2022256330A1 (en) 2021-06-03 2022-05-31 Detecting datacenter mass outage with near real-time/offline data using ml models

Publications (3)

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JP2024521357A true JP2024521357A (ja) 2024-05-31
JP2024521357A5 JP2024521357A5 (https=) 2025-05-30
JPWO2022256330A5 JPWO2022256330A5 (https=) 2025-05-30

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US (3) US11397634B1 (https=)
EP (1) EP4348429B1 (https=)
JP (1) JP2024521357A (https=)
CN (1) CN117280327B (https=)
WO (1) WO2022256330A1 (https=)

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US11397634B1 (en) 2021-06-03 2022-07-26 Oracle International Corporation Detecting datacenter mass outage with near real-time/offline using ML models
US11706130B2 (en) * 2021-07-19 2023-07-18 Cisco Technology, Inc. Root-causing user experience anomalies to coordinate reactive policies in application-aware routing
CN119604834A (zh) 2022-09-23 2025-03-11 甲骨文国际公司 利用无功功率封顶的数据中心级电力管理
US12007734B2 (en) 2022-09-23 2024-06-11 Oracle International Corporation Datacenter level power management with reactive power capping
US12155210B2 (en) 2022-11-08 2024-11-26 Oracle International Corporation Techniques for orchestrated load shedding
CN120167057A (zh) * 2022-11-08 2025-06-17 甲骨文国际公司 编排负载削减的技术
US12045125B2 (en) * 2022-11-15 2024-07-23 Sap Se Alert aggregation and health issues processing in a cloud environment
US20250053472A1 (en) * 2023-08-09 2025-02-13 Siemens Aktiengesellschaft System and corresponding computer-implemented method for identifying exception in behavior of a computer system or of an application executed on the computer system
US20250245630A1 (en) * 2024-01-27 2025-07-31 Charter Communications Operating, Llc Automated power outage detection, reporting and mitigation
CN120386650A (zh) * 2024-01-29 2025-07-29 杭州阿里云飞天信息技术有限公司 宕机故障分析方法、装置、电子设备及介质
US20260037397A1 (en) * 2024-08-05 2026-02-05 Dell Products L.P. Failover and synchronization management for databases

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Publication number Publication date
US20220391278A1 (en) 2022-12-08
US11397634B1 (en) 2022-07-26
EP4348429A1 (en) 2024-04-10
US12045123B2 (en) 2024-07-23
US20230251920A1 (en) 2023-08-10
WO2022256330A1 (en) 2022-12-08
CN117280327B (zh) 2024-04-05
US11656928B2 (en) 2023-05-23
CN117280327A (zh) 2023-12-22
EP4348429B1 (en) 2025-05-07

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