Feedback-based learning for self-managed network elements

Panagis Magdalinos, Apostolos Kousaridas, Panagiotis Spapis, Giorgos Katsikas, Nancy Alonistioti
2011 12th IFIP/IEEE International Symposium on Integrated Network Management (IM 2011) and Workshops  
Autonomic network management systems will operate in a volatile network environment; thus they should be able to continuously adapt their decision making mechanism through learning from the behavior of the communication system. In this paper, a novel learning scheme is proposed based on the networkwide collected performance experience, targeting the enhancement of network elements' decision making engine. The algorithm employs a fuzzy logic inference engine in order to enable self-managed
more » ... k elements faults or optimization opportunities identification, which is enhanced by applying data mining techniques on the accumulated observations.
doi:10.1109/inm.2011.5990651 dblp:conf/im/MagdalinosKSKA11 fatcat:rjjputcfcjgmxpgo2fr2occl3m