PT118348A - Um sistema auto-adaptativo de correlação de falhas baseado em matrizes de causalidade e aprendizagem de máquina - Google Patents
Um sistema auto-adaptativo de correlação de falhas baseado em matrizes de causalidade e aprendizagem de máquinaInfo
- Publication number
- PT118348A PT118348A PT118348A PT11834822A PT118348A PT 118348 A PT118348 A PT 118348A PT 118348 A PT118348 A PT 118348A PT 11834822 A PT11834822 A PT 11834822A PT 118348 A PT118348 A PT 118348A
- Authority
- PT
- Portugal
- Prior art keywords
- causality
- self
- correlation system
- fault correlation
- matrics
- Prior art date
Links
- 238000010801 machine learning Methods 0.000 title 1
- 230000002950 deficient Effects 0.000 abstract 1
- 238000007781 pre-processing Methods 0.000 abstract 1
Classifications
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- 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
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
- G06N20/20—Ensemble 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
- H04L41/0631—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
- H04L41/064—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 involving 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
- H04L41/14—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
- H04L41/16—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
- H04L43/06—Generation of reports
- H04L43/067—Generation of reports using time frame reporting
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
Landscapes
- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Software Systems (AREA)
- Mathematical Physics (AREA)
- Artificial Intelligence (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Theoretical Computer Science (AREA)
- Evolutionary Computation (AREA)
- Medical Informatics (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Algebra (AREA)
- Mathematical Optimization (AREA)
- Mathematical Analysis (AREA)
- Probability & Statistics with Applications (AREA)
- Pure & Applied Mathematics (AREA)
- Data Mining & Analysis (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- Databases & Information Systems (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
- Data Exchanges In Wide-Area Networks (AREA)
Abstract
A PRESENTE INVENÇÃO DESCREVE UM SISTEMA AUTO-ADAPTATIVO CAPAZ DE EXTRAIR CORRELAÇÕES ENTRE MÚLTIPLAS FALHAS A PARTIR DE TOPOLOGIAS DE REDE, COM A COMPONENTE INOVADORA COMO SENDO A FASE DE PRÉ-PROCESSAMENTO DE DADOS GERANDO MATRIZES DE CAUSALIDADE PARA PROPORCIONAR COMO UMA ENTRADA PARA OS MODELOS DE ML. O SISTEMA DE CORRELAÇÃO DE FALHAS PROPOSTO É RESPONSÁVEL POR, SEM QUALQUER CONFIGURAÇÃO, IDENTIFICAR O RELACIONAMENTO HIERÁRQUICO ENTRE OS MÚLTIPLOS ALARMES, PERMITINDO UMA MELHOR COMPREENSÃO DA CAUSALIDADE E DO IMPACTO DE CADA FUNCIONAMENTO DEFEITUOSO, AUXILIANDO ASSIM NA IMPLEMENTAÇÃO DAS REGRAS DE RCA. ISTO PERMITE, NÃO SÓ UMA ENORME REDUÇÃO DE DIMENSIONALIDADE DOS ALARMES NECESSÁRIOS PARA SEREM PROCESSADOS PELOS TO¿S, MAS TAMBÉM AUMENTA SIGNIFICATIVAMENTE O CONHECIMENTO ACERCA DA TOPOLOGIA, REDUZINDO DESSE MODO O TEMPO DE INATIVIDADE E AUMENTANDO A QUALIDADE DE SERVIÇO DA REDE E DOS SERVIÇOS.
Priority Applications (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
PT118348A PT118348A (pt) | 2022-11-16 | 2022-11-16 | Um sistema auto-adaptativo de correlação de falhas baseado em matrizes de causalidade e aprendizagem de máquina |
PCT/EP2023/025486 WO2024104614A1 (en) | 2022-11-16 | 2023-11-16 | A self-adaptive fault correlation system based on causality matrices and machine learning |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
PT118348A PT118348A (pt) | 2022-11-16 | 2022-11-16 | Um sistema auto-adaptativo de correlação de falhas baseado em matrizes de causalidade e aprendizagem de máquina |
Publications (1)
Publication Number | Publication Date |
---|---|
PT118348A true PT118348A (pt) | 2024-05-16 |
Family
ID=89845337
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
PT118348A PT118348A (pt) | 2022-11-16 | 2022-11-16 | Um sistema auto-adaptativo de correlação de falhas baseado em matrizes de causalidade e aprendizagem de máquina |
Country Status (2)
Country | Link |
---|---|
PT (1) | PT118348A (pt) |
WO (1) | WO2024104614A1 (pt) |
Family Cites Families (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20220321436A1 (en) * | 2019-09-11 | 2022-10-06 | Telefonaktiebolaget Lm Ericsson (Publ) | Method and apparatus for managing prediction of network anomalies |
EP3918755A1 (en) * | 2020-04-07 | 2021-12-08 | Huawei Technologies Co., Ltd. | Device and method for monitoring communication networks |
KR20230104919A (ko) * | 2020-11-10 | 2023-07-11 | 글로벌웨이퍼스 씨오., 엘티디. | 계층적 예측 및 복합 임계치들을 사용한 향상된 기계 학습을 위한 시스템들 및 방법들 |
-
2022
- 2022-11-16 PT PT118348A patent/PT118348A/pt unknown
-
2023
- 2023-11-16 WO PCT/EP2023/025486 patent/WO2024104614A1/en unknown
Also Published As
Publication number | Publication date |
---|---|
WO2024104614A1 (en) | 2024-05-23 |
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Effective date: 20240131 |