HADES: a Hybrid Anomaly Detection System for Large-Scale Cyber-Physical Systems

Conference paper

Alwan, A., Baravalle, A., Ciupala, A. and Falcarin, P. 2020. HADES: a Hybrid Anomaly Detection System for Large-Scale Cyber-Physical Systems. FMEC2020: The Fifth International Conference on Fog and Mobile Edge Computing. Paris, FR 30 Jun - 03 Jul 2020 IEEE. https://doi.org/10.1109/FMEC49853.2020.9144751
AuthorsAlwan, A., Baravalle, A., Ciupala, A. and Falcarin, P.
TypeConference paper
Abstract

Smart cities rely on large-scale heterogeneous distributed systems known as Cyber-Physical Systems (CPS). Information systems based on CPS typically analyse a massive amount of data collected from various data sources that operate under noisy and dynamic conditions. How to determine the quality and reliability of such data is an open research problem that concerns the overall system safety, reliability and security.
Our research goal is to tackle the challenge of real-time data quality assessment for large-scale CPS applications with a hybrid anomaly detection system. In this paper we describe the architecture of HADES, our Hybrid Anomaly DEtection System for sensors data monitoring, storage, processing, analysis, and management. Such data will be filtered with correlation-based outlier detection techniques, and then processed by predictive
analytics for anomaly detection.

Year2020
ConferenceFMEC2020: The Fifth International Conference on Fog and Mobile Edge Computing
PublisherIEEE
Accepted author manuscript
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Anyone
Publication dates
Online21 Jul 2020
Publication process dates
Accepted21 Feb 2020
Deposited24 Jun 2020
Book title2020 Fifth International Conference on Fog and Mobile Edge Computing (FMEC)
Book editorAlsmirat, M.
Jararweh, Y.
Benkhelifa, E.
Saleh, I.
Sato, H.
Boubchir, L.
ISBN978-1-7281-7216-3
Digital Object Identifier (DOI)https://doi.org/10.1109/FMEC49853.2020.9144751
Web address (URL)https://doi.org/10.1109/FMEC49853.2020.9144751
Copyright holder© 2020 IEEE
Copyright informationPersonal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
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Belaunde, Mariano, Falcarin, P. and Jezequel, Jean-Marc 2008. A Model-driven Framework for Professional Service Designers and Developers. ICIN 2008 International Conference on Intelligent Networks: Services, Enablers and Architectures. Bordeaux, France Oct 2008
User-Centric Future Internet and Telecommunication Services
Baladrón, Carlos, Aguiar, Javier, Carro, Belén, Goix, Laurent Walter, Martin, Alberto León, Falcarin, P. and Sienel, Jürgen 2009. User-Centric Future Internet and Telecommunication Services. in: Georgios, T. (ed.) Towards the Future Internet - A European Research Perspective IOS Press. pp. 217-226
Next Generation Networks: the service offering standpoint
Lago, Patricia, Falcarin, P., Andreetto, Alessandra and Licciardi, Carlo Alberto 2001. Next Generation Networks: the service offering standpoint.
Technologies and Guidelines for Service Creation in NGN
Licciardi, Carlo Alberto and Falcarin, P. 2003. Technologies and Guidelines for Service Creation in NGN.
Dynamic Architectural Changes for Distributed Services
Falcarin, P., Lago, Patricia and Morisio, Maurizio 2003. Dynamic Architectural Changes for Distributed Services. 8th International Workshop on Component-Oriented Programming. Darmstadt Germany
Software Tampering Detection using AOP and mobile code
Falcarin, P., Baldi, Mario and Mazzocchi, Daniele 2004. Software Tampering Detection using AOP and mobile code.
Software Architecture Evolution through Dynamic AOP
Falcarin, P. and Alonso, Gustavo 2004. Software Architecture Evolution through Dynamic AOP. Oquendo, F. et al (Eds) European Workshop on Software Architectures (EWSA) pp. 21-22
The Effectiveness of Source Code Obfuscation: an Experimental Assessment
Ceccato, Mariano, Di Penta, Massimiliano, Nagra, Jasvir, Falcarin, P., Ricca, Filippo, Torchiano, Marco and Tonell, Paolo 2009. The Effectiveness of Source Code Obfuscation: an Experimental Assessment. 17th IEEE International Conference on Program Comprehension (ICPC-09). Vancouver (Canada) May 17-19 2009 pp. 178 - 187