WO2011116716A3 - 网络流量的人工合成方法和装置 - Google Patents

网络流量的人工合成方法和装置 Download PDF

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Publication number
WO2011116716A3
WO2011116716A3 PCT/CN2011/073451 CN2011073451W WO2011116716A3 WO 2011116716 A3 WO2011116716 A3 WO 2011116716A3 CN 2011073451 W CN2011073451 W CN 2011073451W WO 2011116716 A3 WO2011116716 A3 WO 2011116716A3
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WO
WIPO (PCT)
Prior art keywords
flow
artificial
parameter sequence
constituted parameter
real
Prior art date
Application number
PCT/CN2011/073451
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English (en)
French (fr)
Other versions
WO2011116716A2 (zh
Inventor
欧森·安德烈
何秀强
潘璐伽
何诚
Original Assignee
华为技术有限公司
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 华为技术有限公司 filed Critical 华为技术有限公司
Priority to PCT/CN2011/073451 priority Critical patent/WO2011116716A2/zh
Priority to CN201180000307.6A priority patent/CN102204319B/zh
Priority to EP11758826.9A priority patent/EP2672659A4/en
Publication of WO2011116716A2 publication Critical patent/WO2011116716A2/zh
Publication of WO2011116716A3 publication Critical patent/WO2011116716A3/zh
Priority to US14/063,715 priority patent/US8775343B2/en

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Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • 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
    • H04L43/02—Capturing of monitoring data
    • H04L43/026—Capturing of monitoring data using flow identification
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • 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
    • H04L41/14—Network analysis or design
    • H04L41/142—Network analysis or design using statistical or mathematical methods
    • 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
    • H04L41/14—Network analysis or design
    • H04L41/145—Network analysis or design involving simulating, designing, planning or modelling of a network
    • 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
    • H04L41/14—Network analysis or design
    • H04L41/147—Network analysis or design for predicting network behaviour
    • 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
    • H04L43/02—Capturing of monitoring data
    • H04L43/028—Capturing of monitoring data by filtering

Landscapes

  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Mathematical Physics (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Software Systems (AREA)
  • Molecular Biology (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Pure & Applied Mathematics (AREA)
  • Probability & Statistics with Applications (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Mathematical Optimization (AREA)
  • Databases & Information Systems (AREA)
  • Mathematical Analysis (AREA)
  • Algebra (AREA)
  • Medical Informatics (AREA)
  • Data Exchanges In Wide-Area Networks (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Prostheses (AREA)
PCT/CN2011/073451 2011-04-28 2011-04-28 网络流量的人工合成方法和装置 WO2011116716A2 (zh)

Priority Applications (4)

Application Number Priority Date Filing Date Title
PCT/CN2011/073451 WO2011116716A2 (zh) 2011-04-28 2011-04-28 网络流量的人工合成方法和装置
CN201180000307.6A CN102204319B (zh) 2011-04-28 2011-04-28 网络流量的人工合成方法和装置
EP11758826.9A EP2672659A4 (en) 2011-04-28 2011-04-28 METHOD AND DEVICE FOR THE ARTIFICIAL SYNTHESIS OF A NETWORK FLOW
US14/063,715 US8775343B2 (en) 2011-04-28 2013-10-25 Method and device for synthesis of network traffic

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/CN2011/073451 WO2011116716A2 (zh) 2011-04-28 2011-04-28 网络流量的人工合成方法和装置

Related Child Applications (1)

Application Number Title Priority Date Filing Date
US14/063,715 Continuation US8775343B2 (en) 2011-04-28 2013-10-25 Method and device for synthesis of network traffic

Publications (2)

Publication Number Publication Date
WO2011116716A2 WO2011116716A2 (zh) 2011-09-29
WO2011116716A3 true WO2011116716A3 (zh) 2012-04-12

Family

ID=44662846

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/CN2011/073451 WO2011116716A2 (zh) 2011-04-28 2011-04-28 网络流量的人工合成方法和装置

Country Status (4)

Country Link
US (1) US8775343B2 (zh)
EP (1) EP2672659A4 (zh)
CN (1) CN102204319B (zh)
WO (1) WO2011116716A2 (zh)

Families Citing this family (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8949881B2 (en) * 2009-11-25 2015-02-03 Olivier Koemmerling Card sharing countermeasures
US20140041032A1 (en) * 2012-08-01 2014-02-06 Opera Solutions, Llc System and Method for Detecting Network Intrusions Using Statistical Models and a Generalized Likelihood Ratio Test
CN103685072B (zh) * 2013-11-27 2016-11-02 中国电子科技集团公司第三十研究所 一种网络流量快速分配的方法
US10977574B2 (en) * 2017-02-14 2021-04-13 Cisco Technology, Inc. Prediction of network device control plane instabilities
CN108737130B (zh) * 2017-04-14 2021-04-30 国家电网有限公司 基于神经网络的网络流量预测装置及方法
US11882200B2 (en) * 2018-03-16 2024-01-23 Acklio Method and apparatus processing of message data
CN110858805A (zh) * 2018-08-23 2020-03-03 中国移动通信集团山东有限公司 小区网络流量预测方法及装置
US11522939B2 (en) 2020-06-19 2022-12-06 Exfo Inc. Over-the-top media service testing and QoE issues isolation
CN112436975B (zh) * 2020-10-09 2022-09-13 北京邮电大学 一种天地一体化信息网络流量预测方法及装置
CN113392958B (zh) * 2021-06-02 2023-05-16 湖南大学 一种模糊神经网络fnn的参数优化及应用方法与系统

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1477554A (zh) * 2003-07-25 2004-02-25 中国科学院计算技术研究所 一种自适应网络数据采集方法
CN1545245A (zh) * 2003-11-12 2004-11-10 中国科学院计算技术研究所 数据网络流量在线预测方法
CN101610519A (zh) * 2009-07-07 2009-12-23 南京工业大学 基于小波分析和Gamma分布的无线实时多媒体通信流方法
CN101902372A (zh) * 2010-08-03 2010-12-01 南开大学 基于多分形小波的网络流量并行生成方法

Family Cites Families (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP0622967B1 (en) * 1993-04-29 2001-11-21 Alcatel Traffic generator
US6028847A (en) * 1997-07-31 2000-02-22 Hewlett-Packard Company Multiple stream traffic emulator
JP2002101128A (ja) * 2000-09-26 2002-04-05 Kddi Corp トラヒック生成装置
FR2816137A1 (fr) * 2000-10-30 2002-05-03 Canon Kk Procedes et dispositifs de filtrage numerique
US7257082B2 (en) * 2003-03-31 2007-08-14 Ixia Self-similar traffic generation
US8254267B2 (en) * 2003-07-15 2012-08-28 Agere Systems Inc. Extensible traffic generator for synthesis of network data traffic
US8121031B2 (en) * 2006-08-21 2012-02-21 International Business Machines Corporation Structure for a multi-scale network traffic generator
US9438501B2 (en) * 2006-08-21 2016-09-06 Lenovo Enterprise Solutions (Singapore) Pte. Ltd. Multi-scale network traffic generator
US8352392B2 (en) 2007-11-28 2013-01-08 The Boeing Company Methods and system for modeling network traffic

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1477554A (zh) * 2003-07-25 2004-02-25 中国科学院计算技术研究所 一种自适应网络数据采集方法
CN1545245A (zh) * 2003-11-12 2004-11-10 中国科学院计算技术研究所 数据网络流量在线预测方法
CN101610519A (zh) * 2009-07-07 2009-12-23 南京工业大学 基于小波分析和Gamma分布的无线实时多媒体通信流方法
CN101902372A (zh) * 2010-08-03 2010-12-01 南开大学 基于多分形小波的网络流量并行生成方法

Also Published As

Publication number Publication date
WO2011116716A2 (zh) 2011-09-29
US20140058985A1 (en) 2014-02-27
EP2672659A4 (en) 2014-11-05
CN102204319B (zh) 2014-02-19
US8775343B2 (en) 2014-07-08
EP2672659A2 (en) 2013-12-11
CN102204319A (zh) 2011-09-28

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