KR960701563A - 사상 상관(event correlation) - Google Patents

사상 상관(event correlation) Download PDF

Info

Publication number
KR960701563A
KR960701563A KR1019950703543A KR19950703543A KR960701563A KR 960701563 A KR960701563 A KR 960701563A KR 1019950703543 A KR1019950703543 A KR 1019950703543A KR 19950703543 A KR19950703543 A KR 19950703543A KR 960701563 A KR960701563 A KR 960701563A
Authority
KR
South Korea
Prior art keywords
event
time window
management system
ideas
time
Prior art date
Application number
KR1019950703543A
Other languages
English (en)
Inventor
그레이스 앤드류
Original Assignee
티모시 가이 에드윈 리드베터
브리티시 텔리커뮤니케이션즈 퍼블릭 리미티드 캄퍼니
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 티모시 가이 에드윈 리드베터, 브리티시 텔리커뮤니케이션즈 퍼블릭 리미티드 캄퍼니 filed Critical 티모시 가이 에드윈 리드베터
Publication of KR960701563A publication Critical patent/KR960701563A/ko

Links

Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04QSELECTING
    • H04Q3/00Selecting arrangements
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04QSELECTING
    • H04Q3/00Selecting arrangements
    • H04Q3/0016Arrangements providing connection between exchanges
    • H04Q3/0062Provisions for network management
    • H04Q3/0075Fault management techniques
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/06Management of faults, events, alarms or notifications
    • H04L41/0631Management 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
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/14Network analysis or design
    • H04L41/142Network analysis or design using statistical or mathematical methods
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04MTELEPHONIC COMMUNICATION
    • H04M3/00Automatic or semi-automatic exchanges
    • H04M3/08Indicating faults in circuits or apparatus
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04MTELEPHONIC COMMUNICATION
    • H04M3/00Automatic or semi-automatic exchanges
    • H04M3/22Arrangements for supervision, monitoring or testing
    • H04M3/24Arrangements for supervision, monitoring or testing with provision for checking the normal operation
    • H04M3/247Knowledge-based maintenance systems
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00Arrangements for monitoring or testing data switching networks
    • H04L43/16Threshold monitoring
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04QSELECTING
    • H04Q2213/00Indexing scheme relating to selecting arrangements in general and for multiplex systems
    • H04Q2213/13521Indexing scheme relating to selecting arrangements in general and for multiplex systems fault management

Abstract

본 발명은 설비 관리 시스템의 동작에 관한 것으로서, 설비 관리 시스템에 기록되고, 동시에 발생하는 사상들 사이에 관계가 존재하는지 정하기 위하여 이력 데이타와 비교되고, 상기 이력 데이타는 동시에 독립적으로 발생하는 사상들의 통계확률을 정하는데 사용되며, 만약 이 확률이 선정된 임계값 이하인 경우, 상기 사상들은 독립적이 아니고 서로 관련되어 있다는 것을 의미하고, 상기 관계는 화면에 다른 부분에 비해 밝게 표시되거나 그룹화되어 운영자가 상기 시스템에서 관계에 대한 선지식없이 연관된 사상들을 식별하는데 도움을 줌으로써 운영자에게 주의를 주고, 상기 사상들은 어떤 네트워크에서 오류로 발생한 경고일 수도 있으며, 상기 네트워크의 여러 부분에서 연관된 사상들을 식별하는 것은 상기 사상들의 일반 동기를 식별하는데 도움을 주고, 상기 이력 데이타베이스는 그 사상들이 상기 설비 관리 시스템에 기록될 때 다른 사상 발생으로 갱신될 수 있고 그래서 이것으로 그 결과를 보다 통계적으로 정확히하기 위하여 상기 데이타베이스를 증가시킬 수 있으며, 사상들은 자동적으로 또는 사람에 의해 상기 시스템에 기록될 수 있고, 기록한 사상들이 체계적으로 지연되도록 한 소스로부터의 경고들은 고정 시간 전후에 발생하는 다른 소스로부터의 경고들과 비교되는 것을 특징으로 한다.

Description

사상 상관(EVENT CORRELATION)
본 내용은 요부공개 건이므로 전문내용을 수록하지 않았음
제1도는 본 발명의 방법의 실시례가 상호 종속을 결정할 목적을 명시하는 데 이용되는 간단한 네트워크의 개략도
제3도는 본 발명의 방법의 실시례에 의해 정해진 상호 종속을 가진 제1도의 네트워크를 보여주는 개략도

Claims (25)

  1. 기준 시간 동안 상기 설비에서 특정 사상들이 발생하는 시간에 관한 이력 데이타를 저장하고; 특정 사상들의 다른 발생들을 식별하고; 다른 사상 발생들사이의 관련성 정도를 결정하기 위해 상기 이력 데이타를 분석하고; 그리고 상기 설비 관리 시스템의 출력 수단에 상기 관련 정도를 제공하는 것을 특징으로 하는 설비 관리 시스템으로 관리하는 설비에서 발생하는 사상들 사이에 있을 수 있는 관계를 식별하는 방법.
  2. 제1항에 있어서, 소정의 시간이 정의되고, 상기 시간창내에서 발생하는 사상으로부터 상기 다른 사상들을 선택하는 것을 특징으로 하는 방법.
  3. 제2항에 있어서, 상기 관련성 정도가 우연히 상기 같은 시간창내에서 발생한 상기 다른 사상의 통계 확률인 것을 특징으로 하는 방법.
  4. 제3항에 있어서, 선택한 사상과 두개 또는 그 이상의 다른 사상들의 관련정도가 측정되고, 상기 통계 확률의 순서로 상기 두개 또는 그 이상의 다른 사상들이 배열되는 것을 특징으로 하는 방법.
  5. 제3항 또는 제4항에 있어서, 상기 출력 수단은 표시 수단이고 상기 통계 확률이 임계값이하일 경우에만 화면표시를 위해 사상이 선택되는 것을 특징으로 하는 방법.
  6. 제3항 또는 제5항에 있어서, 상기 출력 수단은 표시 수단이고 상기 통계 확률이 임계값이하인 경우 표시된 사상들은 화면상에 다른 부분에 비해 밝게 표시하는 것을 특징으로 하는 방법.
  7. 제5항 또는 제6항에 있어서, 상기 임계값이 미리 결정된 값인 것을 특징으로 하는 방법.
  8. 제5항 또는 제6항에 있어서, 상기 임계값이 상기 통계 확률의 범위 내지 형태에 따른 기준에 의해 선택되는 것을 특징으로 하는 방법.
  9. 제4항 내지 제8항 중 어느 하나의 항에 있어서, 상기 선택된 사상은 상기 시스템이 식별할 수 있는 여러 사상들에서 선택되는 것을 특징으로 하는 방법.
  10. 제1항 내지 제9항 중 어느 하나의 항에 있어서, 상기 설비관리 시스템은 관리될 설비를 감시하고 상기 사상의 발생을 검출하는 것을 특징으로 하는 방법.
  11. 제1항 내지 제10항 중 어느 하나의 항에 있어서, 최소한 몇몇 사상들이 운영자에 의해 시스템에 식별되는 것을 특징으로 하는 방법.
  12. 제3항 내지 제10항 중 어느 한 항에 있어서, 기준시간을 선택하고, 상기 기준 시간을 소정 크기의 시간창을 분할하고, 그리고 분석될 각각의 사상에 대해서, 사상이 발생하는 기준 시간내에서 각 시간창의 일치를 저장하여 이력 데이타를 저장하는 것을 특징으로 하는 방법.
  13. 제12항에 있어서, 상기 시간창중 하나를 분석을 위해 선택하고, 상기 선택한 시간창에서 발생하는 제1사상을 선택하고, 상기 선택한 시간창에서 발생하는 다른 사상들을 식별하고, 그리고 상기 다른 사상에 대해서, 사상이 발생하는 기준 시간내에서 저장된 시간창의 일치는 상기 제1사상과 같은 시간창 내에서 우연히 발생하는 다른 사상의 통계확률을 계산하는 데 사용되는 것을 특징으로 하는 방법.
  14. 제12항에 있어서, 상기 시간창중 하나를 분석을 위해 선택하고, 상기 선택한 시간창에서 발생하는 제1사상을 선택하고, 소정 관계에 의해 선택한 시간창과 관련된 제2시간창에서 발생하는 다른 사상들을 식별하고, 그리고 각각의 다른 사상에 대해서, 사상이 발생한 기준 시간내에서 상기 저장된 시간창의 일치를 제1사상이 발생하는 시간창과 같은 소정의 관계를 가지는 우연히 발생하는 상기 다른 사상의 통계 확률을 계산하는데 사용하는 것을 특징으로 하는 방법.
  15. 제14항에 있어서, 상기 소정의 관계는 시간차인 것을 특징으로 하는 방법.
  16. 제13항, 제14항 또는 제15항 중 어느 한 항에 있어서, 상기 같은 시간창에서 우연히 발생하는 사상 ARm 및 ARn 상기 통계 확률은 다음 식으로 정해지는 것을 특징으로 하는 방법.
    k!p!(k-p)! rP(1-r)(k-p)
    여기서 K는 ARn이 발생하는 시간창의 수, r은 사상 ARm의 동작 확률, p는 ARm에 대해 ARn의 종속성을 검사할 때 사상 ARm과 ARn이 동시에 발생하는 시간창의 수이다.
  17. 제12항 내지 제16항 중 어느 한 항에 있어서, 상기 기준 시간이 고정된 것을 특징으로 하는 방법.
  18. 제12항 내지 제16항 중 어느 한 항에 있어서, 상기 기준 시간이 연속적으로 갱신되는 것을 특징으로 하는 방법.
  19. 제1항 내지 제18항 중 어는 한 항에 있어서, 상기 사상들이 시스템에서의 오류 상태인 것을 특징으로 하는 방법.
  20. 진술한 바와 같이 실질적으로 두개 또는 그 이상의 사상들 사이의 관계를 식별하기 위해 설비 관리 시스템을 동작하는 방법.
  21. 관리되는 설비에서 발생하는 사상을 식별하는 감시 수단(2), 상기 사상과 관련한 이력 데이타를 저장하는 저장 수단(6), 상기 감시 수단으로 식별되는 사상들 중 상관을 위해 하나의 사상을 선택하는 입력 수단(5), 상기 저장 수단(6)에 저장된 상기 이력 데이타를 사용하는 상기 감시 수단(7)에 의해 식별되는 상기 다른 사상과 상기 선택된 사상을 상호 관련짓는 상광 수단(7), 그리고 상기 상관 수단으로 결정된 상관을 표시하는 표시 수단(1)을 포함하는 것을 특징으로 하는 설비 관리 시스템.
  22. 제21항에 있어서, 감시 수단(7)에 보유된 데이타를 저장 수단(6)에 주기적으로 공급하기 위한 갱신 수단(11)을 더 포함하는 것을 특징으로 하는 설비 관리 시스템.
  23. 제21항 또는 제22항에 있어서, 상기 상관 수단이 통계 상관을 실행하는 것을 특징으로 하는 설비 관리 시스템.
  24. 제21항, 제22항 또는 제23항 중 어느 한 항에 있어서, 운영자가 감시 수단(2)에 사상을 기록하는 입력 수단(5,12)을 더 포함하는 것을 특징으로 하는 설비 관리 시스템.
  25. 제21항 내지 제24항 중 어는 한 항에 있어서, 상기 표시 수단(6)이 연관된 사상과 그렇지 않은 사상을 시각적으로 구별하는 수단을 포함하는 것을 특징으로 하는 설비 관리 시스템.
    ※ 참고사항 : 최초출원 내용에 의하여 공개하는 것임.
KR1019950703543A 1993-02-23 1994-02-22 사상 상관(event correlation) KR960701563A (ko)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
EP93301293 1993-02-23
EP93301293.2 1993-02-23
PCT/GB1994/000344 WO1994019912A1 (en) 1993-02-23 1994-02-22 Event correlation

Publications (1)

Publication Number Publication Date
KR960701563A true KR960701563A (ko) 1996-02-24

Family

ID=8214312

Family Applications (1)

Application Number Title Priority Date Filing Date
KR1019950703543A KR960701563A (ko) 1993-02-23 1994-02-22 사상 상관(event correlation)

Country Status (13)

Country Link
US (1) US5748098A (ko)
EP (1) EP0686336B1 (ko)
JP (1) JP2823698B2 (ko)
KR (1) KR960701563A (ko)
CN (1) CN1055596C (ko)
AU (1) AU671194B2 (ko)
CA (1) CA2154585C (ko)
DE (1) DE69410447T2 (ko)
DK (1) DK0686336T3 (ko)
ES (1) ES2117255T3 (ko)
HK (1) HK1011162A1 (ko)
SG (1) SG47696A1 (ko)
WO (1) WO1994019912A1 (ko)

Families Citing this family (201)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5422322A (en) 1993-02-10 1995-06-06 The Stackpole Corporation Dense, self-sintered silicon carbide/carbon-graphite composite and process for producing same
US5528516A (en) 1994-05-25 1996-06-18 System Management Arts, Inc. Apparatus and method for event correlation and problem reporting
US5699402A (en) * 1994-09-26 1997-12-16 Teradyne, Inc. Method and apparatus for fault segmentation in a telephone network
US6118936A (en) * 1996-04-18 2000-09-12 Mci Communications Corporation Signaling network management system for converting network events into standard form and then correlating the standard form events with topology and maintenance information
US7342581B2 (en) 1996-07-18 2008-03-11 Computer Associates Think, Inc. Method and apparatus for displaying 3-D state indicators
US20030088663A1 (en) * 1996-07-18 2003-05-08 Reuven Battat Method and apparatus for predictively and graphically administering a network system in a time dimension
US7680879B2 (en) * 1996-07-18 2010-03-16 Computer Associates Think, Inc. Method and apparatus for maintaining data integrity across distributed computer systems
US5958012A (en) * 1996-07-18 1999-09-28 Computer Associates International, Inc. Network management system using virtual reality techniques to display and simulate navigation to network components
US6134614A (en) * 1997-05-13 2000-10-17 Micron Electronics, Inc. Method for facilitating the replacement or insertion of devices in a computer system through the use of a graphical user interface
US6425006B1 (en) * 1997-05-13 2002-07-23 Micron Technology, Inc. Alert configurator and manager
US6219711B1 (en) 1997-05-13 2001-04-17 Micron Electronics, Inc. Synchronous communication interface
US6134615A (en) 1997-05-13 2000-10-17 Micron Electronics, Inc. System for facilitating the replacement or insertion of devices in a computer system through the use of a graphical user interface
US6058445A (en) * 1997-05-13 2000-05-02 Micron Electronics, Inc. Data management method for adding or exchanging components on a running computer
US6046742A (en) * 1997-05-13 2000-04-04 Micron Electronics, Inc. Display of system information
US6553416B1 (en) * 1997-05-13 2003-04-22 Micron Technology, Inc. Managing computer system alerts
US7315893B2 (en) * 1997-07-15 2008-01-01 Computer Associates Think, Inc. Method and apparatus for filtering messages based on context
US20030023721A1 (en) * 1997-07-15 2003-01-30 Computer Associates Think, Inc. Method and apparatus for generating context-descriptive messages
US20030018771A1 (en) * 1997-07-15 2003-01-23 Computer Associates Think, Inc. Method and apparatus for generating and recognizing speech as a user interface element in systems and network management
US6604137B2 (en) * 1997-07-31 2003-08-05 Mci Communications Corporation System and method for verification of remote spares in a communications network when a network outage occurs
US6418469B1 (en) * 1997-09-30 2002-07-09 Compaq Information Technologies Group, L.P. Managing conditions in a network
US6068661A (en) * 1997-10-01 2000-05-30 Micron Electronics, Inc. Method of emulating synchronous communication
US6393387B1 (en) * 1998-03-06 2002-05-21 Perot Systems Corporation System and method for model mining complex information technology systems
US6311175B1 (en) 1998-03-06 2001-10-30 Perot Systems Corp. System and method for generating performance models of complex information technology systems
US6430615B1 (en) * 1998-03-13 2002-08-06 International Business Machines Corporation Predictive model-based measurement acquisition employing a predictive model operating on a manager system and a managed system
US6363421B2 (en) * 1998-05-31 2002-03-26 Lucent Technologies, Inc. Method for computer internet remote management of a telecommunication network element
DE19831825C2 (de) * 1998-07-15 2000-06-08 Siemens Ag Verfahren und Kommunikationssystem zur Behandlung von Alarmen durch ein mehrere Managementebenen aufweisendes Managementnetz
US6836800B1 (en) * 1998-09-30 2004-12-28 Netscout Systems, Inc. Managing computer resources
GB2342254B (en) * 1998-10-01 2003-07-09 Motorola Ltd Monitoring a communications system
US6253339B1 (en) * 1998-10-28 2001-06-26 Telefonaktiebolaget Lm Ericsson (Publ) Alarm correlation in a large communications network
US6321338B1 (en) * 1998-11-09 2001-11-20 Sri International Network surveillance
WO2000034867A1 (en) 1998-12-09 2000-06-15 Network Ice Corporation A method and apparatus for providing network and computer system security
US6707795B1 (en) * 1999-04-26 2004-03-16 Nortel Networks Limited Alarm correlation method and system
US6526259B1 (en) * 1999-05-27 2003-02-25 At&T Corp. Portable self-similar traffic generation models
US7346929B1 (en) * 1999-07-29 2008-03-18 International Business Machines Corporation Method and apparatus for auditing network security
US8006243B2 (en) * 1999-12-07 2011-08-23 International Business Machines Corporation Method and apparatus for remote installation of network drivers and software
US6604093B1 (en) 1999-12-27 2003-08-05 International Business Machines Corporation Situation awareness system
US6909696B1 (en) 2000-01-21 2005-06-21 Verizon Corporate Services Group Inc. Systems and methods for visualizing a communications network
WO2001061492A1 (en) * 2000-02-16 2001-08-23 Aprisma Management Technologies, Inc. Method and apparatus for integrating response time and enterprise management
US6604208B1 (en) * 2000-04-07 2003-08-05 Telefonaktiebolaget Lm Ericsson (Publ) Incremental alarm correlation method and apparatus
GB2361382A (en) 2000-04-12 2001-10-17 Mitel Corp Tree hierarchy and description for generated logs
US7574740B1 (en) 2000-04-28 2009-08-11 International Business Machines Corporation Method and system for intrusion detection in a computer network
AU2001257400A1 (en) * 2000-04-28 2001-11-12 Internet Security Systems, Inc. System and method for managing security events on a network
EP1277326A2 (en) * 2000-04-28 2003-01-22 Internet Security Systems, Inc. Method and system for managing computer security information
US6775236B1 (en) * 2000-06-16 2004-08-10 Ciena Corporation Method and system for determining and suppressing sympathetic faults of a communications network
US6414595B1 (en) * 2000-06-16 2002-07-02 Ciena Corporation Method and system for processing alarm objects in a communications network
US6816461B1 (en) * 2000-06-16 2004-11-09 Ciena Corporation Method of controlling a network element to aggregate alarms and faults of a communications network
US7162649B1 (en) 2000-06-30 2007-01-09 Internet Security Systems, Inc. Method and apparatus for network assessment and authentication
AU2001295016A1 (en) * 2000-09-01 2002-03-13 Sri International, Inc. Probabilistic alert correlation
US7178166B1 (en) 2000-09-19 2007-02-13 Internet Security Systems, Inc. Vulnerability assessment and authentication of a computer by a local scanner
US9027121B2 (en) 2000-10-10 2015-05-05 International Business Machines Corporation Method and system for creating a record for one or more computer security incidents
US20020147809A1 (en) * 2000-10-17 2002-10-10 Anders Vinberg Method and apparatus for selectively displaying layered network diagrams
US7043661B2 (en) 2000-10-19 2006-05-09 Tti-Team Telecom International Ltd. Topology-based reasoning apparatus for root-cause analysis of network faults
US7146305B2 (en) * 2000-10-24 2006-12-05 Vcis, Inc. Analytical virtual machine
US6968540B2 (en) * 2000-10-25 2005-11-22 Opnet Technologies Inc. Software instrumentation method and apparatus
US7383191B1 (en) * 2000-11-28 2008-06-03 International Business Machines Corporation Method and system for predicting causes of network service outages using time domain correlation
US7130466B2 (en) 2000-12-21 2006-10-31 Cobion Ag System and method for compiling images from a database and comparing the compiled images with known images
US6931644B2 (en) * 2000-12-21 2005-08-16 International Business Machines Corporation Hierarchical connected graph model for implementation of event management design
US20020152185A1 (en) * 2001-01-03 2002-10-17 Sasken Communication Technologies Limited Method of network modeling and predictive event-correlation in a communication system by the use of contextual fuzzy cognitive maps
AU2002244083A1 (en) * 2001-01-31 2002-08-12 Timothy David Dodd Method and system for calculating risk in association with a security audit of a computer network
US6966015B2 (en) * 2001-03-22 2005-11-15 Micromuse, Ltd. Method and system for reducing false alarms in network fault management systems
US7237264B1 (en) 2001-06-04 2007-06-26 Internet Security Systems, Inc. System and method for preventing network misuse
US7657419B2 (en) * 2001-06-19 2010-02-02 International Business Machines Corporation Analytical virtual machine
AU2002316479A1 (en) * 2001-07-03 2003-01-21 Altaworks Corporation System and methods for monitoring performance metrics
AU2002329611A1 (en) 2001-07-20 2003-03-03 Altaworks Corporation System and method for adaptive threshold determination for performance metrics
US7219034B2 (en) * 2001-09-13 2007-05-15 Opnet Technologies, Inc. System and methods for display of time-series data distribution
US20030064720A1 (en) * 2001-10-03 2003-04-03 Daniel Valins System and method for generating communication network performance alarms
FR2831981B1 (fr) * 2001-11-08 2005-07-08 Cit Alcatel Procede et dispositif d'analyse d'alarmes provenant d'un reseau de communication
US20030096606A1 (en) * 2001-11-20 2003-05-22 Dwight Inman System and method for determining correlations in a communications network
US7143444B2 (en) * 2001-11-28 2006-11-28 Sri International Application-layer anomaly and misuse detection
CA2365430A1 (en) 2001-12-19 2003-06-19 Alcatel Canada Inc. System and method for collecting statistics for a communication network
US7673137B2 (en) * 2002-01-04 2010-03-02 International Business Machines Corporation System and method for the managed security control of processes on a computer system
US6862698B1 (en) 2002-01-22 2005-03-01 Cisco Technology, Inc. Method of labeling alarms to facilitate correlating alarms in a telecommunications network
CA2369351A1 (en) * 2002-01-24 2003-07-24 Alcatel Canada Inc. System and method for providing error analysis and correlation in a network element
US7010525B2 (en) 2002-04-25 2006-03-07 International Business Machines Corporation Method and system for ensuring system awareness with data base connection on demand
US7370360B2 (en) * 2002-05-13 2008-05-06 International Business Machines Corporation Computer immune system and method for detecting unwanted code in a P-code or partially compiled native-code program executing within a virtual machine
US9569797B1 (en) 2002-05-30 2017-02-14 Consumerinfo.Com, Inc. Systems and methods of presenting simulated credit score information
US20040024864A1 (en) * 2002-07-31 2004-02-05 Porras Phillip Andrew User, process, and application tracking in an intrusion detection system
CN100438423C (zh) * 2002-08-06 2008-11-26 华为技术有限公司 电信设备故障信息管理方法
US7007023B2 (en) * 2002-08-27 2006-02-28 International Business Machines Corporation Method for flagging differences in resource attributes across multiple database and transaction systems
US6816813B2 (en) * 2002-10-15 2004-11-09 The Procter & Gamble Company Process for determining competing cause event probability and/or system availability during the simultaneous occurrence of multiple events
CN100450008C (zh) * 2002-10-22 2009-01-07 华为技术有限公司 通信网络告警的处理方法和相关性分析管理器
US7251829B1 (en) * 2002-10-26 2007-07-31 Type80 Security Software, Inc. Data analysis and security system
US7913303B1 (en) 2003-01-21 2011-03-22 International Business Machines Corporation Method and system for dynamically protecting a computer system from attack
US7954109B1 (en) * 2003-01-24 2011-05-31 Jds Uniphase Corporation Systems and methods for time based sorting and display of captured data events in a multi-protocol communications system
US7844690B1 (en) 2003-01-24 2010-11-30 Douglas Durham Systems and methods for creation and use of a virtual protocol analyzer
US9818136B1 (en) * 2003-02-05 2017-11-14 Steven M. Hoffberg System and method for determining contingent relevance
GB0307115D0 (en) * 2003-03-27 2003-04-30 British Telecomm Line testing apparatus and method
US7016806B2 (en) * 2003-03-31 2006-03-21 Lucent Technologies Inc. Method and apparatus for event monitoring in an information processing system
US7406070B2 (en) * 2003-10-09 2008-07-29 Telefonaktiebolaget L M Ericsson (Publ) Adaptive threshold for HS-SCCH part 1 decoding
US7453853B2 (en) * 2003-10-09 2008-11-18 Ericsson Technology Licensing Ab Adaptive correlation of access codes in a packet-based communication system
US7657938B2 (en) * 2003-10-28 2010-02-02 International Business Machines Corporation Method and system for protecting computer networks by altering unwanted network data traffic
US8272053B2 (en) 2003-12-18 2012-09-18 Honeywell International Inc. Physical security management system
US7580994B1 (en) * 2004-01-21 2009-08-25 Nortel Networks Limited Method and apparatus for enabling dynamic self-healing of multi-media services
US8862570B1 (en) 2004-03-02 2014-10-14 Rockstar Consortium Us Lp Method and apparatus for open management of multi-media services
US20050223091A1 (en) * 2004-03-30 2005-10-06 Zahavi William Z System and method providing network object performance information with threshold selection
US7499994B2 (en) * 2004-03-30 2009-03-03 Emc Corporation System and method of providing performance information for a communications network
US20050222810A1 (en) * 2004-04-03 2005-10-06 Altusys Corp Method and Apparatus for Coordination of a Situation Manager and Event Correlation in Situation-Based Management
US8694475B2 (en) * 2004-04-03 2014-04-08 Altusys Corp. Method and apparatus for situation-based management
US20050222895A1 (en) * 2004-04-03 2005-10-06 Altusys Corp Method and Apparatus for Creating and Using Situation Transition Graphs in Situation-Based Management
US7788109B2 (en) * 2004-04-03 2010-08-31 Altusys Corp. Method and apparatus for context-sensitive event correlation with external control in situation-based management
JP2006040222A (ja) 2004-07-30 2006-02-09 Fujitsu Ltd メッセージ表示方法およびメッセージ表示装置
US8732004B1 (en) 2004-09-22 2014-05-20 Experian Information Solutions, Inc. Automated analysis of data to generate prospect notifications based on trigger events
US7363742B2 (en) * 2004-11-12 2008-04-29 Taser International, Inc. Systems and methods for electronic weaponry having audio and/or video recording capability
US7250855B2 (en) * 2004-12-27 2007-07-31 Sap Aktiengesellschaft False alarm mitigation using a sensor network
US20070016687A1 (en) * 2005-07-14 2007-01-18 International Business Machines Corporation System and method for detecting imbalances in dynamic workload scheduling in clustered environments
WO2007022111A1 (en) * 2005-08-17 2007-02-22 Honeywell International Inc. Physical security management system
JP4527642B2 (ja) * 2005-09-29 2010-08-18 富士通株式会社 ネットワーク障害診断装置、ネットワーク障害診断方法およびネットワーク障害診断プログラム
US8874477B2 (en) 2005-10-04 2014-10-28 Steven Mark Hoffberg Multifactorial optimization system and method
EP1938504B1 (en) 2005-10-21 2020-04-29 Honeywell Limited An authorisation system and a method of authorisation
US7711636B2 (en) 2006-03-10 2010-05-04 Experian Information Solutions, Inc. Systems and methods for analyzing data
US7504936B2 (en) * 2006-03-14 2009-03-17 Motorola Inc. Method and apparatus for dynamically prioritize network faults based on real-time service degradation
US8576855B2 (en) * 2006-05-17 2013-11-05 Alcatel Lucent System and method of interface association for interface operational status event monitoring
US8051330B2 (en) * 2006-06-30 2011-11-01 Telecom Italia S.P.A. Fault location in telecommunications networks using bayesian networks
US8005759B2 (en) 2006-08-17 2011-08-23 Experian Information Solutions, Inc. System and method for providing a score for a used vehicle
US7649454B2 (en) 2006-09-28 2010-01-19 Ektimisi Semiotics Holdings, Llc System and method for providing a task reminder based on historical travel information
US7528713B2 (en) 2006-09-28 2009-05-05 Ektimisi Semiotics Holdings, Llc Apparatus and method for providing a task reminder based on travel history
US8036979B1 (en) 2006-10-05 2011-10-11 Experian Information Solutions, Inc. System and method for generating a finance attribute from tradeline data
GB0624024D0 (en) * 2006-12-01 2007-01-10 Ibm Event correlation based trouble ticket resolution system incorporating adaptive rules optimization
DE102007009341A1 (de) * 2006-12-21 2008-06-26 Abb Technology Ag Verfahren und Einrichtung zur Optimierung der Alarmkonfiguration
US9105306B2 (en) 2006-12-27 2015-08-11 Nec Corporation Identifying objects in images using object identity probabilities based on interframe distances
US8099084B2 (en) 2006-12-31 2012-01-17 Ektimisi Semiotics Holdings, Llc Method, system, and computer program product for creating smart services
US8606666B1 (en) 2007-01-31 2013-12-10 Experian Information Solutions, Inc. System and method for providing an aggregation tool
US8606626B1 (en) 2007-01-31 2013-12-10 Experian Information Solutions, Inc. Systems and methods for providing a direct marketing campaign planning environment
US20080198754A1 (en) * 2007-02-20 2008-08-21 At&T Knowledge Ventures, Lp Method and system for testing a communication network
US8285656B1 (en) 2007-03-30 2012-10-09 Consumerinfo.Com, Inc. Systems and methods for data verification
US9690820B1 (en) 2007-09-27 2017-06-27 Experian Information Solutions, Inc. Database system for triggering event notifications based on updates to database records
US8041996B2 (en) * 2008-01-11 2011-10-18 Alcatel Lucent Method and apparatus for time-based event correlation
JP5119935B2 (ja) * 2008-01-15 2013-01-16 富士通株式会社 管理プログラム、管理装置および管理方法
JP5266764B2 (ja) * 2008-01-15 2013-08-21 富士通株式会社 支援装置、支援プログラムおよび支援方法
US7813298B2 (en) * 2008-01-31 2010-10-12 Telefonaktiebolaget Lm Ericsson Root cause problem detection in network traffic information
US20090210745A1 (en) * 2008-02-14 2009-08-20 Becker Sherilyn M Runtime Error Correlation Learning and Guided Automatic Recovery
US8312033B1 (en) 2008-06-26 2012-11-13 Experian Marketing Solutions, Inc. Systems and methods for providing an integrated identifier
WO2010001481A1 (ja) * 2008-07-04 2010-01-07 富士通株式会社 情報収集装置、情報収集プログラム及び方法
WO2010039598A2 (en) 2008-09-30 2010-04-08 Honeywell International Inc. Systems and methods for interacting with access control devices
US8560161B1 (en) 2008-10-23 2013-10-15 Experian Information Solutions, Inc. System and method for monitoring and predicting vehicle attributes
US20100174638A1 (en) 2009-01-06 2010-07-08 ConsumerInfo.com Report existence monitoring
US8878931B2 (en) 2009-03-04 2014-11-04 Honeywell International Inc. Systems and methods for managing video data
US9019070B2 (en) 2009-03-19 2015-04-28 Honeywell International Inc. Systems and methods for managing access control devices
WO2010132492A2 (en) 2009-05-11 2010-11-18 Experian Marketing Solutions, Inc. Systems and methods for providing anonymized user profile data
DE102009021774A1 (de) * 2009-05-18 2010-11-25 Abb Technology Ag Verfahren und Einrichtung zur Identifikation von Korrelationen zwischen Alarmmeldungen oder zwischen Alarmmeldungen und Bedieneingriffen
CN101645807B (zh) * 2009-09-04 2011-06-08 英华达(上海)科技有限公司 网络联机状态的侦测系统及方法
ES2376212B1 (es) 2009-11-03 2013-01-29 Telefónica, S.A. Método y sistema de supervisión y operación de redes de telecomunicaciones.
US9280365B2 (en) 2009-12-17 2016-03-08 Honeywell International Inc. Systems and methods for managing configuration data at disconnected remote devices
US9152727B1 (en) 2010-08-23 2015-10-06 Experian Marketing Solutions, Inc. Systems and methods for processing consumer information for targeted marketing applications
US8484186B1 (en) 2010-11-12 2013-07-09 Consumerinfo.Com, Inc. Personalized people finder
EP2453330A1 (de) * 2010-11-13 2012-05-16 ABB Technology AG Intelligente Visualisierung der Überwachung von Prozess- und/oder Anlagegrössen
US11301922B2 (en) 2010-11-18 2022-04-12 AUTO I.D., Inc. System and method for providing comprehensive vehicle information
US10977727B1 (en) 2010-11-18 2021-04-13 AUTO I.D., Inc. Web-based system and method for providing comprehensive vehicle build information
US9147042B1 (en) 2010-11-22 2015-09-29 Experian Information Solutions, Inc. Systems and methods for data verification
US8464102B2 (en) * 2010-12-23 2013-06-11 GM Global Technology Operations LLC Methods and systems for diagnosing hardware and software faults using time-stamped events
US9558519B1 (en) 2011-04-29 2017-01-31 Consumerinfo.Com, Inc. Exposing reporting cycle information
US9607336B1 (en) 2011-06-16 2017-03-28 Consumerinfo.Com, Inc. Providing credit inquiry alerts
US9894261B2 (en) 2011-06-24 2018-02-13 Honeywell International Inc. Systems and methods for presenting digital video management system information via a user-customizable hierarchical tree interface
WO2013020165A2 (en) 2011-08-05 2013-02-14 HONEYWELL INTERNATIONAL INC. Attn: Patent Services Systems and methods for managing video data
US9344684B2 (en) 2011-08-05 2016-05-17 Honeywell International Inc. Systems and methods configured to enable content sharing between client terminals of a digital video management system
US10362273B2 (en) 2011-08-05 2019-07-23 Honeywell International Inc. Systems and methods for managing video data
US8738516B1 (en) 2011-10-13 2014-05-27 Consumerinfo.Com, Inc. Debt services candidate locator
US8600915B2 (en) 2011-12-19 2013-12-03 Go Daddy Operating Company, LLC Systems for monitoring computer resources
US8719196B2 (en) 2011-12-19 2014-05-06 Go Daddy Operating Company, LLC Methods for monitoring computer resources using a first and second matrix, and a feature relationship tree
EP2629453B1 (en) * 2012-02-20 2014-08-13 Telefonaktiebolaget L M Ericsson (Publ) Method, apparatus and system for setting a size of an event correlation time window
US8935572B2 (en) 2012-09-14 2015-01-13 International Business Machines Corporation Remediating events using behaviors
US9049135B2 (en) 2012-10-09 2015-06-02 Ciena Corporation Network spares audit optimization and maintenance systems and methods
CN104487942A (zh) 2012-10-25 2015-04-01 惠普发展公司,有限责任合伙企业 事件相关
US9654541B1 (en) 2012-11-12 2017-05-16 Consumerinfo.Com, Inc. Aggregating user web browsing data
US20140149568A1 (en) * 2012-11-26 2014-05-29 Sap Ag Monitoring alerts in a computer landscape environment
US9697263B1 (en) 2013-03-04 2017-07-04 Experian Information Solutions, Inc. Consumer data request fulfillment system
US10162344B2 (en) * 2013-03-12 2018-12-25 Honeywell International Inc. Mechanism and approach for monitoring building automation systems through user defined content notifications
US10664936B2 (en) 2013-03-15 2020-05-26 Csidentity Corporation Authentication systems and methods for on-demand products
US9633322B1 (en) 2013-03-15 2017-04-25 Consumerinfo.Com, Inc. Adjustment of knowledge-based authentication
US9721147B1 (en) 2013-05-23 2017-08-01 Consumerinfo.Com, Inc. Digital identity
US10523903B2 (en) 2013-10-30 2019-12-31 Honeywell International Inc. Computer implemented systems frameworks and methods configured for enabling review of incident data
US10102536B1 (en) 2013-11-15 2018-10-16 Experian Information Solutions, Inc. Micro-geographic aggregation system
US9529851B1 (en) 2013-12-02 2016-12-27 Experian Information Solutions, Inc. Server architecture for electronic data quality processing
US10262362B1 (en) 2014-02-14 2019-04-16 Experian Information Solutions, Inc. Automatic generation of code for attributes
US10373240B1 (en) 2014-04-25 2019-08-06 Csidentity Corporation Systems, methods and computer-program products for eligibility verification
US10580054B2 (en) 2014-12-18 2020-03-03 Experian Information Solutions, Inc. System, method, apparatus and medium for simultaneously generating vehicle history reports and preapproved financing options
US10445152B1 (en) 2014-12-19 2019-10-15 Experian Information Solutions, Inc. Systems and methods for dynamic report generation based on automatic modeling of complex data structures
US11410230B1 (en) 2015-11-17 2022-08-09 Consumerinfo.Com, Inc. Realtime access and control of secure regulated data
US10757154B1 (en) 2015-11-24 2020-08-25 Experian Information Solutions, Inc. Real-time event-based notification system
EP3187950B1 (en) * 2015-12-31 2019-11-27 ABB Schweiz AG A method for managing alarms in a control system
CN106126550B (zh) * 2016-06-15 2019-08-23 西北农林科技大学 一种arn数据库系统及其分析构建科学假说的方法
US10409867B1 (en) 2016-06-16 2019-09-10 Experian Information Solutions, Inc. Systems and methods of managing a database of alphanumeric values
US10447526B2 (en) * 2016-11-02 2019-10-15 Servicenow, Inc. Network event grouping
US10158522B2 (en) * 2016-12-29 2018-12-18 Nokia Of America Corporation Network monitor and method for event based prediction of radio network outages and their root cause
US11227001B2 (en) 2017-01-31 2022-01-18 Experian Information Solutions, Inc. Massive scale heterogeneous data ingestion and user resolution
US11210276B1 (en) 2017-07-14 2021-12-28 Experian Information Solutions, Inc. Database system for automated event analysis and detection
US10740404B1 (en) 2018-03-07 2020-08-11 Experian Information Solutions, Inc. Database system for dynamically generating customized models
US10565181B1 (en) 2018-03-07 2020-02-18 Experian Information Solutions, Inc. Database system for dynamically generating customized models
US10911234B2 (en) 2018-06-22 2021-02-02 Experian Information Solutions, Inc. System and method for a token gateway environment
EP3608742B1 (en) * 2018-08-07 2021-10-06 ABB Schweiz AG Apparatus for alarm information determination
US10671749B2 (en) 2018-09-05 2020-06-02 Consumerinfo.Com, Inc. Authenticated access and aggregation database platform
US10963434B1 (en) 2018-09-07 2021-03-30 Experian Information Solutions, Inc. Data architecture for supporting multiple search models
JP7265334B2 (ja) * 2018-10-16 2023-04-26 株式会社デンソーテン データ収集装置、データ収集システムおよびデータ収集方法
US11157835B1 (en) 2019-01-11 2021-10-26 Experian Information Solutions, Inc. Systems and methods for generating dynamic models based on trigger events
CN110147387B (zh) * 2019-05-08 2023-06-09 腾讯科技(上海)有限公司 一种根因分析方法、装置、设备及存储介质
EP3748449A1 (de) * 2019-06-04 2020-12-09 Siemens Aktiengesellschaft Ursachenanalyse bei meldungen eines technischen systems
US11941065B1 (en) 2019-09-13 2024-03-26 Experian Information Solutions, Inc. Single identifier platform for storing entity data
CN113408730B (zh) * 2020-03-17 2024-04-26 北京达佳互联信息技术有限公司 因果关系生成方法、装置及电子设备
WO2021214979A1 (ja) * 2020-04-24 2021-10-28 日本電信電話株式会社 トポロジ検出装置、トポロジ検出方法およびトポロジ検出プログラム
US11880377B1 (en) 2021-03-26 2024-01-23 Experian Information Solutions, Inc. Systems and methods for entity resolution
US11856014B2 (en) * 2021-04-23 2023-12-26 Capital One Services, Llc Anomaly detection in computing computing system events

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4550278A (en) * 1982-07-21 1985-10-29 Mitsubishi Denki Kabushiki Kaisha Control device
GB8928699D0 (en) * 1989-12-20 1990-02-28 Int Computers Ltd Data communications system
US5528759A (en) * 1990-10-31 1996-06-18 International Business Machines Corporation Method and apparatus for correlating network management report messages
US5155480A (en) * 1990-12-27 1992-10-13 Adc Telecommunications, Inc. Event reporting using a two-wire non-blocking bus structure
US5309448A (en) * 1992-01-03 1994-05-03 International Business Machines Corporation Methods and systems for alarm correlation and fault localization in communication networks
US5334970A (en) * 1992-05-21 1994-08-02 Midwesco, Inc. Alarm system

Also Published As

Publication number Publication date
AU6111794A (en) 1994-09-14
JPH08506947A (ja) 1996-07-23
EP0686336B1 (en) 1998-05-20
DK0686336T3 (da) 1999-01-18
CN1121384A (zh) 1996-04-24
CA2154585C (en) 1999-08-10
WO1994019912A1 (en) 1994-09-01
US5748098A (en) 1998-05-05
HK1011162A1 (en) 1999-07-02
SG47696A1 (en) 1998-04-17
DE69410447T2 (de) 1998-10-08
AU671194B2 (en) 1996-08-15
EP0686336A1 (en) 1995-12-13
CA2154585A1 (en) 1994-09-01
CN1055596C (zh) 2000-08-16
JP2823698B2 (ja) 1998-11-11
DE69410447D1 (de) 1998-06-25
ES2117255T3 (es) 1998-08-01

Similar Documents

Publication Publication Date Title
KR960701563A (ko) 사상 상관(event correlation)
US7103610B2 (en) Method, system and computer product for integrating case based reasoning data and failure modes, effects and corrective action data
US6650949B1 (en) Method and system for sorting incident log data from a plurality of machines
US7409316B1 (en) Method for performance monitoring and modeling
US9038030B2 (en) Methods for predicting one or more defects in a computer program and devices thereof
US20090158189A1 (en) Predictive monitoring dashboard
US7082381B1 (en) Method for performance monitoring and modeling
CN107302469B (zh) 分布式服务集群系统数据更新的监控装置及方法
JP7221644B2 (ja) 機器故障診断支援システムおよび機器故障診断支援方法
CN111865407B (zh) 光通道性能劣化智能预警方法、装置、设备及存储介质
KR910017313A (ko) 통합품질관리방법 및 시스템
KR20070006696A (ko) 의미있는 변화를 드러내는 다이나믹 프로세스 메트릭스의자동 모니터링 및 통계적 분석
CN114116396A (zh) 一种全链路追踪方法、系统、存储介质及设备
CN114201201A (zh) 一种对业务系统异常检测方法、装置及设备
CN111177139A (zh) 基于数据质量体系的数据质量验证监控及预警方法和系统
CN109933492B (zh) 一种软件异常溯源方法、系统、设备及存储介质
US20220163246A1 (en) Maintenance recommendation system
CN113342939B (zh) 数据质量监控方法、装置及相关设备
CN112769615A (zh) 一种异常分析方法及装置
US6009246A (en) Method and system for evaluating intrusive repair for plurality of devices
CN111190817A (zh) 软件缺陷的处理方法及装置
CN114531338A (zh) 一种基于调用链数据的监控告警和溯源方法及系统
KR20140055292A (ko) 원자력발전소의 기능적중요도결정 기기목록을 활용한 고장설비와 정비효과성감시모듈 성능기준간 자동 연계 시스템 및 그 방법
KR100250890B1 (ko) 감시/제어 시스템의 알람 요인 분석 방법
JPH0916431A (ja) 自動診断装置

Legal Events

Date Code Title Description
WITN Application deemed withdrawn, e.g. because no request for examination was filed or no examination fee was paid