Utilize este identificador para referenciar este registo:
https://hdl.handle.net/1822/11357
Título: | An intelligent alarm management system for large-scale telecommunication companies |
Autor(es): | Costa, Raúl Cachulo, Nuno Cortez, Paulo |
Palavras-chave: | Network management Event correlation Association rules |
Data: | Out-2009 |
Editora: | Springer |
Revista: | Lecture Notes in Computer Science |
Citação: | In Lopes, L [et al.], ed. – “Progress in Artificial Intelligence : 14th Portuguese Conference on Artificial Intelligence, EPIA 2009 Aveiro, Portugal : proceedings”. (Lecture Notes in Artificial Intelligence, subseries of Lecture Notes in Computer Science, 5816). Berlin : Springer, 2009. ISBN-10 3-642-04685-1. p. 386-399. |
Resumo(s): | This paper introduces an intelligent system that performs alarm correlation and root cause analysis. The system is designed to operate in large- scale heterogeneous networks from telecommunications operators. The pro- posed architecture includes a rules management module that is based in data mining (to generate the rules) and reinforcement learning (to improve rule se- lection) algorithms. In this work, we focus on the design and development of the rule generation part and test it using a large real-world dataset containing alarms from a Portuguese telecommunications company. The correlation engine achieved promising results, measured by a compression rate of 70% and as- sessed in real-time by experienced network administrator staff. |
Tipo: | Artigo em ata de conferência |
URI: | https://hdl.handle.net/1822/11357 |
ISBN: | 3-642-04685-1 |
DOI: | 10.1007/978-3-642-04686-5_32 |
ISSN: | 0302-9743 |
Versão da editora: | © Springer-Verlag: http://www.springerlink.com/content/x75534004t115275/ |
Arbitragem científica: | yes |
Acesso: | Acesso aberto |
Aparece nas coleções: | CAlg - Artigos em revistas internacionais / Papers in international journals DSI - Engenharia da Programação e dos Sistemas Informáticos |