HK1253361A1 - 用於異常根本原因分析的系統和方法 - Google Patents

用於異常根本原因分析的系統和方法

Info

Publication number
HK1253361A1
HK1253361A1 HK18112656.0A HK18112656A HK1253361A1 HK 1253361 A1 HK1253361 A1 HK 1253361A1 HK 18112656 A HK18112656 A HK 18112656A HK 1253361 A1 HK1253361 A1 HK 1253361A1
Authority
HK
Hong Kong
Prior art keywords
root cause
cause analysis
anomaly root
anomaly
analysis
Prior art date
Application number
HK18112656.0A
Other languages
English (en)
Inventor
南渡‧戈帕拉克里希南
胡一瑞
Original Assignee
華為技術有限公司
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 華為技術有限公司 filed Critical 華為技術有限公司
Publication of HK1253361A1 publication Critical patent/HK1253361A1/zh

Links

Classifications

    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00—Arrangements for monitoring or testing data switching networks
    • H04L43/08—Monitoring or testing based on specific metrics, e.g. QoS, energy consumption or environmental parameters
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/213—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods
    • G06F18/2135—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods based on approximation criteria, e.g. principal component analysis
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/22—Matching criteria, e.g. proximity measures
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/23—Clustering techniques
    • G06F18/231—Hierarchical techniques, i.e. dividing or merging pattern sets so as to obtain a dendrogram
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/243—Classification techniques relating to the number of classes
    • G06F18/2433—Single-class perspective, e.g. one-against-all classification; Novelty detection; Outlier detection
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/06—Management of faults, events, alarms or notifications
    • H04L41/0631—Management of faults, events, alarms or notifications using root cause analysis; using analysis of correlation between notifications, alarms or events based on decision criteria, e.g. hierarchy, tree or time analysis
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/16—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks using machine learning or artificial intelligence
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00—Arrangements for monitoring or testing data switching networks
    • H04L43/08—Monitoring or testing based on specific metrics, e.g. QoS, energy consumption or environmental parameters
    • H04L43/0876—Network utilisation, e.g. volume of load or congestion level
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00—Arrangements for monitoring or testing data switching networks
    • H04L43/04—Processing captured monitoring data, e.g. for logfile generation
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00—Arrangements for monitoring or testing data switching networks
    • H04L43/08—Monitoring or testing based on specific metrics, e.g. QoS, energy consumption or environmental parameters
    • H04L43/0876—Network utilisation, e.g. volume of load or congestion level
    • H04L43/0888—Throughput

Landscapes

  • Engineering & Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • General Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Environmental & Geological Engineering (AREA)
  • Software Systems (AREA)
  • Databases & Information Systems (AREA)
  • Medical Informatics (AREA)
  • Data Exchanges In Wide-Area Networks (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
HK18112656.0A 2015-10-09 2018-10-03 用於異常根本原因分析的系統和方法 HK1253361A1 (zh)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
US14/879,778 US10193780B2 (en) 2015-10-09 2015-10-09 System and method for anomaly root cause analysis

Publications (1)

Publication Number Publication Date
HK1253361A1 true HK1253361A1 (zh) 2019-06-14

Family

ID=58488303

Family Applications (1)

Application Number Title Priority Date Filing Date
HK18112656.0A HK1253361A1 (zh) 2015-10-09 2018-10-03 用於異常根本原因分析的系統和方法

Country Status (4)

Country Link
US (1) US10193780B2 (zh)
CN (1) CN108475250B (zh)
HK (1) HK1253361A1 (zh)
WO (1) WO2017059807A1 (zh)

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GB2560643B (en) * 2015-09-30 2021-07-21 Schlumberger Technology Bv Downhole tool analysis using anomaly detection of measurement data
US10223191B2 (en) * 2016-07-20 2019-03-05 International Business Machines Corporation Anomaly detection in performance management
WO2018110259A1 (ja) * 2016-12-14 2018-06-21 オムロン株式会社 制御装置、制御プログラムおよび制御方法
JP6919186B2 (ja) 2016-12-14 2021-08-18 オムロン株式会社 制御システム、制御プログラムおよび制御方法
US11157657B2 (en) * 2016-12-22 2021-10-26 Liveramp, Inc. Mixed data fingerprinting with principal components analysis
US10733294B2 (en) * 2017-09-11 2020-08-04 Intel Corporation Adversarial attack prevention and malware detection system
US10884805B2 (en) * 2018-02-15 2021-01-05 Amazon Technologies, Inc. Dynamically configurable operation information collection
CN113946461A (zh) * 2018-06-15 2022-01-18 华为技术有限公司 一种故障根因分析的方法及装置
US11374950B2 (en) 2018-06-29 2022-06-28 The Mitre Corporation Anomaly detection in complex systems
US11188865B2 (en) * 2018-07-13 2021-11-30 Dimensional Insight Incorporated Assisted analytics
US10769006B2 (en) * 2018-07-31 2020-09-08 Cisco Technology, Inc. Ensemble risk assessment method for networked devices
US10574512B1 (en) 2018-09-04 2020-02-25 Cisco Technology, Inc. Deep learning architecture for collaborative anomaly detection and explanation
US11979754B2 (en) 2018-12-22 2024-05-07 Nokia Solutions And Networks Oy Connection behavior identification for wireless networks
CN109871886B (zh) * 2019-01-28 2023-08-01 平安科技（深圳）有限公司 基于谱聚类的异常点比例优化方法、装置及计算机设备
CN112511372B (zh) * 2020-11-06 2022-03-01 新华三技术有限公司 一种异常检测方法、装置及设备
CN113705981B (zh) * 2021-08-03 2022-08-30 北京鼎信泰德科技有限公司 一种基于大数据的异常监测的方法及装置
CN114629802B (zh) * 2021-11-04 2023-12-08 国网浙江省电力有限公司湖州供电公司 一种基于业务感知的电力通信骨干网络质量评估方法
CN117596126B (zh) * 2024-01-19 2024-03-26 合肥先进计算中心运营管理有限公司 一种针对高性能集群中高速网络异常的监控方法

Family Cites Families (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CA2313908A1 (en) * 2000-07-14 2002-01-14 David B. Skillicorn Intrusion detection in networks using singular value decomposition
US20070028219A1 (en) 2004-10-15 2007-02-01 Miller William L Method and system for anomaly detection
US8869276B2 (en) 2005-06-29 2014-10-21 Trustees Of Boston University Method and apparatus for whole-network anomaly diagnosis and method to detect and classify network anomalies using traffic feature distributions
JP5301310B2 (ja) 2009-02-17 2013-09-25 株式会社日立製作所 異常検知方法及び異常検知システム
WO2011094484A1 (en) * 2010-01-28 2011-08-04 Drexel University Detection, diagnosis, and mitigation of software faults
JP5301717B1 (ja) 2012-08-01 2013-09-25 株式会社日立パワーソリューションズ 設備状態監視方法およびその装置
CN103345593B (zh) * 2013-07-31 2016-04-27 哈尔滨工业大学 面向传感器单数据流的聚集异常检测方法
WO2015057119A1 (en) * 2013-10-18 2015-04-23 Telefonaktiebolaget L M Ericsson (Publ) Alarm prediction in a telecommunication network
EP3192296B1 (en) * 2014-09-08 2021-04-07 Nokia Solutions and Networks Oy Scoring method and system for robust verification of configuration actions
WO2016095943A1 (en) * 2014-12-15 2016-06-23 Nokia Solutions And Networks Oy Measurement coordination in communications

Also Published As

Publication number Publication date
WO2017059807A1 (en) 2017-04-13
CN108475250A (zh) 2018-08-31
US20170104657A1 (en) 2017-04-13
CN108475250B (zh) 2021-09-07
US10193780B2 (en) 2019-01-29

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