CN117280327B - 使用机器学习模型通过近实时/离线数据来检测数据中心大规模中断 - Google Patents

使用机器学习模型通过近实时/离线数据来检测数据中心大规模中断 Download PDF

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CN117280327B
CN117280327B CN202280033725.3A CN202280033725A CN117280327B CN 117280327 B CN117280327 B CN 117280327B CN 202280033725 A CN202280033725 A CN 202280033725A CN 117280327 B CN117280327 B CN 117280327B
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data center
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CN117280327A (zh
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A·S·蒙加
B·陈
A·E·哈米尔顿
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Oracle International Corp
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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)
CN202280033725.3A 2021-06-03 2022-05-31 使用机器学习模型通过近实时/离线数据来检测数据中心大规模中断 Active CN117280327B (zh)

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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

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US (3) US11397634B1 (https=)
EP (1) EP4348429B1 (https=)
JP (1) JP2024521357A (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
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US20220391278A1 (en) 2022-12-08
US11397634B1 (en) 2022-07-26
EP4348429A1 (en) 2024-04-10
US12045123B2 (en) 2024-07-23
JP2024521357A (ja) 2024-05-31
US20230251920A1 (en) 2023-08-10
WO2022256330A1 (en) 2022-12-08
US11656928B2 (en) 2023-05-23
CN117280327A (zh) 2023-12-22
EP4348429B1 (en) 2025-05-07

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