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Pubblicazioni Aperte DIgitali Sapienza > Informatica e sistemistica "Antonio Ruberti" > INGEGNERIA INFORMATICA (MINIST.SVIL.ECON.) >

Please use this identifier to cite or link to this item: http://hdl.handle.net/10805/2649

Title: Online Failure Prediction in Air Traffic Control Systems
Authors: Montanari, Luca
Tutor: Baldoni, Roberto
Keywords: online failure prediction
air traffic control failure prediction
Issue Date: 27-Mar-2013
Abstract: This thesis introduces a novel approach to online failure prediction for mission critical distributed systems that has the distinctive features to be black-box, non-intrusive and online. The approach combines Complex Event Processing (CEP) and Hidden Markov Models (HMM) so as to analyze symptoms of failures that might occur in the form of anomalous conditions of performance metrics identified for such purpose. The thesis presents an architecture named CASPER, based on CEP and HMM, that relies on sniffed information from the communication network of a mission critical system, only, for predicting anomalies that can lead to software failures. An instance of Casper has been implemented, trained and tuned to monitor a real Air Traffic Control (ATC) system developed by Selex ES, a Finmeccanica Company. An extensive experimental evaluation of CASPER is presented. The obtained results show (i) a very low percentage of false positives over both normal and under stress conditions, and (ii) a sufficiently high failure prediction time that allows the system to apply appropriate recovery procedures.
URI: http://hdl.handle.net/10805/2649
Research interests: Failure management, Failure prediction, Dependability, Complex Event Processing, Machine Learning, Distributed Systems,
Appears in PhD:INGEGNERIA INFORMATICA (MINIST.SVIL.ECON.)

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