CN112187555B - 一种基于机器学习的实时kpi数据异常检测方法及装置 - Google Patents
一种基于机器学习的实时kpi数据异常检测方法及装置 Download PDFInfo
- Publication number
- CN112187555B CN112187555B CN202011378297.7A CN202011378297A CN112187555B CN 112187555 B CN112187555 B CN 112187555B CN 202011378297 A CN202011378297 A CN 202011378297A CN 112187555 B CN112187555 B CN 112187555B
- Authority
- CN
- China
- Prior art keywords
- data
- kpi
- detection model
- abnormal
- screening
- 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.)
- Active
Links
Images
Classifications
-
- 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
-
- 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
- G06F18/24323—Tree-organised classifiers
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- 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
- 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
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Data Mining & Analysis (AREA)
- Signal Processing (AREA)
- Computer Networks & Wireless Communication (AREA)
- Artificial Intelligence (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Software Systems (AREA)
- Evolutionary Computation (AREA)
- Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Medical Informatics (AREA)
- Evolutionary Biology (AREA)
- Computing Systems (AREA)
- Mathematical Physics (AREA)
- Environmental & Geological Engineering (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Testing And Monitoring For Control Systems (AREA)
Abstract
Description
Claims (4)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202011378297.7A CN112187555B (zh) | 2020-12-01 | 2020-12-01 | 一种基于机器学习的实时kpi数据异常检测方法及装置 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202011378297.7A CN112187555B (zh) | 2020-12-01 | 2020-12-01 | 一种基于机器学习的实时kpi数据异常检测方法及装置 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN112187555A CN112187555A (zh) | 2021-01-05 |
CN112187555B true CN112187555B (zh) | 2021-03-19 |
Family
ID=73918251
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202011378297.7A Active CN112187555B (zh) | 2020-12-01 | 2020-12-01 | 一种基于机器学习的实时kpi数据异常检测方法及装置 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN112187555B (zh) |
Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109063886A (zh) * | 2018-06-12 | 2018-12-21 | 阿里巴巴集团控股有限公司 | 一种异常检测方法、装置以及设备 |
CN110278121A (zh) * | 2018-03-15 | 2019-09-24 | 中兴通讯股份有限公司 | 一种检测网络性能异常的方法、装置、设备及存储介质 |
CN110995508A (zh) * | 2019-12-23 | 2020-04-10 | 中国人民解放军国防科技大学 | 基于kpi突变的自适应无监督在线网络异常检测方法 |
CN111126824A (zh) * | 2019-12-19 | 2020-05-08 | ***通信集团江苏有限公司 | 多指标关联模型训练方法及多指标异常分析方法 |
CN111143102A (zh) * | 2019-12-13 | 2020-05-12 | 东软集团股份有限公司 | 异常数据检测方法、装置、存储介质及电子设备 |
CN111949496A (zh) * | 2019-05-15 | 2020-11-17 | 华为技术有限公司 | 一种数据检测方法及装置 |
Family Cites Families (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US9872188B2 (en) * | 2015-07-28 | 2018-01-16 | Futurewei Technologies, Inc. | Adaptive filtering based network anomaly detection |
CN110045209A (zh) * | 2019-05-10 | 2019-07-23 | 广东电网有限责任公司 | 用电数据异常的检测方法、装置、设备及可读存储介质 |
CN111352971A (zh) * | 2020-02-28 | 2020-06-30 | 中国工商银行股份有限公司 | 银行***监控数据异常检测方法及*** |
CN111507376B (zh) * | 2020-03-20 | 2023-04-28 | 厦门大学 | 一种基于多种无监督方法融合的单指标异常检测方法 |
-
2020
- 2020-12-01 CN CN202011378297.7A patent/CN112187555B/zh active Active
Patent Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110278121A (zh) * | 2018-03-15 | 2019-09-24 | 中兴通讯股份有限公司 | 一种检测网络性能异常的方法、装置、设备及存储介质 |
CN109063886A (zh) * | 2018-06-12 | 2018-12-21 | 阿里巴巴集团控股有限公司 | 一种异常检测方法、装置以及设备 |
CN111949496A (zh) * | 2019-05-15 | 2020-11-17 | 华为技术有限公司 | 一种数据检测方法及装置 |
CN111143102A (zh) * | 2019-12-13 | 2020-05-12 | 东软集团股份有限公司 | 异常数据检测方法、装置、存储介质及电子设备 |
CN111126824A (zh) * | 2019-12-19 | 2020-05-08 | ***通信集团江苏有限公司 | 多指标关联模型训练方法及多指标异常分析方法 |
CN110995508A (zh) * | 2019-12-23 | 2020-04-10 | 中国人民解放军国防科技大学 | 基于kpi突变的自适应无监督在线网络异常检测方法 |
Also Published As
Publication number | Publication date |
---|---|
CN112187555A (zh) | 2021-01-05 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN110865929B (zh) | 异常检测预警方法及*** | |
WO2023071217A1 (zh) | 基于深度迁移学习的多工况流程工业故障检测诊断方法 | |
CN107291911B (zh) | 一种异常检测方法和装置 | |
CN111459700B (zh) | 设备故障的诊断方法、诊断装置、诊断设备及存储介质 | |
CN105653444B (zh) | 基于互联网日志数据的软件缺陷故障识别方法和*** | |
CN110928718A (zh) | 一种基于关联分析的异常处理方法、***、终端及介质 | |
Nair et al. | Learning a hierarchical monitoring system for detecting and diagnosing service issues | |
CN116450399B (zh) | 微服务***故障诊断及根因定位方法 | |
JP6871877B2 (ja) | 情報処理装置、情報処理方法及びコンピュータプログラム | |
US20210026725A1 (en) | Method and device for determining an estimated time before a technical incident in a computing infrastructure from values of performance indicators | |
KR102427205B1 (ko) | 인공지능 모델을 위한 학습 데이터 생성 장치 및 방법 | |
US11675643B2 (en) | Method and device for determining a technical incident risk value in a computing infrastructure from performance indicator values | |
CN115454778A (zh) | 大规模云网络环境下的时序指标异常智能监控*** | |
CN113449703B (zh) | 环境在线监测数据的质控方法、装置、存储介质及设备 | |
CN115358155A (zh) | 一种电力大数据异常预警方法、装置、设备及可读存储介质 | |
CN111176872B (zh) | 面向it运维的监控数据处理方法、***、装置及存储介质 | |
CN117034143A (zh) | 一种基于机器学习的分布式***故障诊断方法及装置 | |
CN111306051B (zh) | 一种输油泵机组探针式状态监测预警方法、装置及*** | |
CN112187555B (zh) | 一种基于机器学习的实时kpi数据异常检测方法及装置 | |
CN117194163A (zh) | 一种计算机设备、故障检测***、方法及可读存储介质 | |
JP7062505B2 (ja) | 設備管理支援システム | |
CN115494431A (zh) | 一种变压器故障告警方法、终端设备和计算机可读存储介质 | |
CN113569879A (zh) | 异常识别模型的训练方法、异常账号识别方法及相关装置 | |
CN111612302A (zh) | 一种集团级数据管理方法和设备 | |
CN112579429A (zh) | 一种问题定位方法和装置 |
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 | ||
TR01 | Transfer of patent right |
Effective date of registration: 20211102 Address after: 200137 floor 1-5, building 14, No. 528, Yanggao North Road, Pudong New Area, Shanghai Patentee after: Shanghai mengpa Information Technology Co.,Ltd. Patentee after: Beijing mengpa Xinchuang Technology Co.,Ltd. Address before: 1110, 1 / F, building a, 98 Guangqu Road, Chaoyang District, Beijing 100022 Patentee before: Beijing mengpa Xinchuang Technology Co.,Ltd. |
|
TR01 | Transfer of patent right | ||
CP03 | Change of name, title or address |
Address after: 200137 room 108, block a, building 8, No. 1879, jiangxinsha Road, Pudong New Area, Shanghai Patentee after: Shanghai mengpa Intelligent Technology Co.,Ltd. Patentee after: Beijing mengpa Xinchuang Technology Co., Ltd Address before: 200137 floor 1-5, building 14, No. 528, Yanggao North Road, Pudong New Area, Shanghai Patentee before: Shanghai mengpa Information Technology Co.,Ltd. Patentee before: Beijing mengpa Xinchuang Technology Co., Ltd |
|
CP03 | Change of name, title or address |