CN110460454A - 基于深度学习的网络设备端口故障智能预测方法及原理 - Google Patents
基于深度学习的网络设备端口故障智能预测方法及原理 Download PDFInfo
- Publication number
- CN110460454A CN110460454A CN201810421638.0A CN201810421638A CN110460454A CN 110460454 A CN110460454 A CN 110460454A CN 201810421638 A CN201810421638 A CN 201810421638A CN 110460454 A CN110460454 A CN 110460454A
- Authority
- CN
- China
- Prior art keywords
- port
- network
- network equipment
- deep learning
- intelligent
- Prior art date
- Legal status (The legal status 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 status listed.)
- Granted
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
-
- 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
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- 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
-
- 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
- H04L41/069—Management of faults, events, alarms or notifications using logs of notifications; Post-processing of notifications
-
- 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
Landscapes
- Engineering & Computer Science (AREA)
- Signal Processing (AREA)
- Computer Networks & Wireless Communication (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- Data Mining & Analysis (AREA)
- General Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- Life Sciences & Earth Sciences (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Mathematical Physics (AREA)
- Computational Linguistics (AREA)
- Evolutionary Biology (AREA)
- Molecular Biology (AREA)
- General Health & Medical Sciences (AREA)
- Software Systems (AREA)
- Biophysics (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Computing Systems (AREA)
- Biomedical Technology (AREA)
- Health & Medical Sciences (AREA)
- Algebra (AREA)
- Mathematical Analysis (AREA)
- Mathematical Optimization (AREA)
- Probability & Statistics with Applications (AREA)
- Pure & Applied Mathematics (AREA)
- Data Exchanges In Wide-Area Networks (AREA)
Abstract
Description
Claims (5)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201810421638.0A CN110460454B (zh) | 2018-05-04 | 2018-05-04 | 基于深度学习的网络设备端口故障智能预测方法 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201810421638.0A CN110460454B (zh) | 2018-05-04 | 2018-05-04 | 基于深度学习的网络设备端口故障智能预测方法 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN110460454A true CN110460454A (zh) | 2019-11-15 |
CN110460454B CN110460454B (zh) | 2022-02-08 |
Family
ID=68471532
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201810421638.0A Active CN110460454B (zh) | 2018-05-04 | 2018-05-04 | 基于深度学习的网络设备端口故障智能预测方法 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN110460454B (zh) |
Cited By (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112347619A (zh) * | 2020-10-23 | 2021-02-09 | 国网山东省电力公司日照供电公司 | 一种变电设备故障监管方法、系统、终端及存储介质 |
CN112688836A (zh) * | 2021-03-11 | 2021-04-20 | 南方电网数字电网研究院有限公司 | 基于深度自编码网络的能源路由设备在线动态感知方法 |
CN113030443A (zh) * | 2021-02-26 | 2021-06-25 | 上海伽易信息技术有限公司 | 一种基于动态自适应趋势分析的地铁车辆油液智能监测方法及判断模型 |
CN113537506A (zh) * | 2020-04-22 | 2021-10-22 | 百度在线网络技术(北京)有限公司 | 针对机器学习效果的测试方法、装置、设备和介质 |
CN114338344A (zh) * | 2021-12-27 | 2022-04-12 | 北京卓越信通电子股份有限公司 | 一种用机器深度学习方式判断并抑制计算机网络故障及广播风暴的方法 |
CN116827764A (zh) * | 2023-08-23 | 2023-09-29 | 山西绿柳科技有限公司 | 一种基于神经网络的物联网故障检测控制方法及系统 |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20150135012A1 (en) * | 2013-11-08 | 2015-05-14 | Accenture Global Services Limited | Network node failure predictive system |
CN105731209A (zh) * | 2016-03-17 | 2016-07-06 | 天津大学 | 基于物联网的电梯故障智能预测与诊断及维护方法 |
US20170293542A1 (en) * | 2016-04-06 | 2017-10-12 | Nec Laboratories America, Inc. | System failure prediction using long short-term memory neural networks |
CN107832913A (zh) * | 2017-10-11 | 2018-03-23 | 微梦创科网络科技(中国)有限公司 | 基于深度学习的对监控数据趋势的预测方法及系统 |
-
2018
- 2018-05-04 CN CN201810421638.0A patent/CN110460454B/zh active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20150135012A1 (en) * | 2013-11-08 | 2015-05-14 | Accenture Global Services Limited | Network node failure predictive system |
CN105731209A (zh) * | 2016-03-17 | 2016-07-06 | 天津大学 | 基于物联网的电梯故障智能预测与诊断及维护方法 |
US20170293542A1 (en) * | 2016-04-06 | 2017-10-12 | Nec Laboratories America, Inc. | System failure prediction using long short-term memory neural networks |
CN107832913A (zh) * | 2017-10-11 | 2018-03-23 | 微梦创科网络科技(中国)有限公司 | 基于深度学习的对监控数据趋势的预测方法及系统 |
Cited By (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN113537506A (zh) * | 2020-04-22 | 2021-10-22 | 百度在线网络技术(北京)有限公司 | 针对机器学习效果的测试方法、装置、设备和介质 |
CN113537506B (zh) * | 2020-04-22 | 2023-08-29 | 百度在线网络技术(北京)有限公司 | 针对机器学习效果的测试方法、装置、设备和介质 |
CN112347619A (zh) * | 2020-10-23 | 2021-02-09 | 国网山东省电力公司日照供电公司 | 一种变电设备故障监管方法、系统、终端及存储介质 |
CN112347619B (zh) * | 2020-10-23 | 2023-08-11 | 国网山东省电力公司日照供电公司 | 一种变电设备故障监管方法、系统、终端及存储介质 |
CN113030443A (zh) * | 2021-02-26 | 2021-06-25 | 上海伽易信息技术有限公司 | 一种基于动态自适应趋势分析的地铁车辆油液智能监测方法及判断模型 |
CN112688836A (zh) * | 2021-03-11 | 2021-04-20 | 南方电网数字电网研究院有限公司 | 基于深度自编码网络的能源路由设备在线动态感知方法 |
CN114338344A (zh) * | 2021-12-27 | 2022-04-12 | 北京卓越信通电子股份有限公司 | 一种用机器深度学习方式判断并抑制计算机网络故障及广播风暴的方法 |
CN116827764A (zh) * | 2023-08-23 | 2023-09-29 | 山西绿柳科技有限公司 | 一种基于神经网络的物联网故障检测控制方法及系统 |
CN116827764B (zh) * | 2023-08-23 | 2023-11-03 | 山西绿柳科技有限公司 | 一种基于神经网络的物联网故障检测控制方法及系统 |
Also Published As
Publication number | Publication date |
---|---|
CN110460454B (zh) | 2022-02-08 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN110460454A (zh) | 基于深度学习的网络设备端口故障智能预测方法及原理 | |
KR102483025B1 (ko) | 운영 유지 시스템 및 방법 | |
CN107276816B (zh) | 一种基于云服务的远程监测与故障诊断系统及故障诊断方法 | |
CN104407964B (zh) | 一种基于数据中心的集中监控系统及方法 | |
CN105159964A (zh) | 一种日志监控方法及系统 | |
CN102035685B (zh) | 一种告警处理方法及dpi设备 | |
CN110891283A (zh) | 一种基于边缘计算模型的小基站监控装置及方法 | |
CN104468220B (zh) | 电力通信网预警管控平台 | |
CN109657003A (zh) | 一种将硬件数据直接接入大数据平台的方法 | |
CN109274557A (zh) | 一种云环境下的智能cmdb管理及云主机监控方法 | |
CN105721194B (zh) | 移动网故障隐患智能定位系统 | |
CN104580222A (zh) | 基于信息熵的DDoS攻击分布式检测与响应系统及方法 | |
CN110311990A (zh) | 一种可配置物联网数据采集系统及配置方法 | |
CN113542039A (zh) | 一种通过ai算法定位5g网络虚拟化跨层问题的方法 | |
CN113746663B (zh) | 机理数据双驱动结合的性能劣化故障根因定位方法 | |
CN109639756A (zh) | 一种终端网络关联关系展示和设备接入实时监测系统 | |
CN106936621A (zh) | 一种工单风暴控制方法、装置及系统 | |
CN117041312A (zh) | 基于物联网的企业级信息技术监控系统 | |
Pan et al. | Proactive microwave link anomaly detection in cellular data networks | |
CN114726708A (zh) | 一种基于人工智能的网元设备故障预测方法及系统 | |
CN110647086B (zh) | 一种基于运行大数据分析的智能运维监控系统 | |
CN112235164A (zh) | 一种基于控制器的神经网络流量预测装置 | |
Zhuang et al. | [Retracted] Braking Control System of Oilfield Minor Repair Machine Based on Wireless Sensor Network | |
CN213126061U (zh) | 一种基于控制器的神经网络流量预测装置 | |
CN108429771A (zh) | 基于突变理论的软件定义网络安全状态评估方法及装置 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant | ||
PE01 | Entry into force of the registration of the contract for pledge of patent right | ||
PE01 | Entry into force of the registration of the contract for pledge of patent right |
Denomination of invention: Intelligent prediction method of network equipment port fault based on deep learning Effective date of registration: 20220506 Granted publication date: 20220208 Pledgee: The Bank of Shanghai branch Caohejing Limited by Share Ltd. Pledgor: Shanghai Gala Information Technology Co.,Ltd. Registration number: Y2022980005170 |
|
PC01 | Cancellation of the registration of the contract for pledge of patent right | ||
PC01 | Cancellation of the registration of the contract for pledge of patent right |
Date of cancellation: 20230727 Granted publication date: 20220208 Pledgee: The Bank of Shanghai branch Caohejing Limited by Share Ltd. Pledgor: Shanghai Gala Information Technology Co.,Ltd. Registration number: Y2022980005170 |