Multi-level Distributed Intrusion Detection System for an IoT based Smart Home Environment

Simone Facchini, Giacomo Giorgi, Andrea Saracino, Gianluca Dini

2020

Abstract

This paper proposes a novel multi-level Distributed Intrusion Detection System in a Smart Home environment. The proposed approach aims to detect unexpected behaviors of a network component by exploiting the collaboration between the different IoT devices. The problem has been addressed by implementing an architecture based on a distributed hash table (DHT) that allows sharing network and system information between nodes. A distributed Intrusion Detection System, located in each node of the network, represents the core component to detect malicious behavior. The proposed Intrusion Detection system implements a binary classifier, based on a machine learning mechanism, which analyzes, in a novel way, the aggregation of features extracted from data coming from kernel, network and DHT level. In this work we present our idea with some preliminary experiments performed in order to compare different classifiers results on this kind of data with respect to a specific malicious behavior.

Paper Citation

in Harvard Style

Facchini S., Giorgi G., Saracino A. and Dini G. (2020). Multi-level Distributed Intrusion Detection System for an IoT based Smart Home Environment. In Proceedings of the 6th International Conference on Information Systems Security and Privacy - Volume 1: ICISSP, ISBN 978-989-758-399-5, pages 705-712. DOI: 10.5220/0009170807050712

in Bibtex Style

@conference{icissp20,
author={Simone Facchini and Giacomo Giorgi and Andrea Saracino and Gianluca Dini},
title={Multi-level Distributed Intrusion Detection System for an IoT based Smart Home Environment},
booktitle={Proceedings of the 6th International Conference on Information Systems Security and Privacy - Volume 1: ICISSP,},
year={2020},
pages={705-712},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0009170807050712},
isbn={978-989-758-399-5},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 6th International Conference on Information Systems Security and Privacy - Volume 1: ICISSP,
TI - Multi-level Distributed Intrusion Detection System for an IoT based Smart Home Environment
SN - 978-989-758-399-5
AU - Facchini S.
AU - Giorgi G.
AU - Saracino A.
AU - Dini G.
PY - 2020
SP - 705
EP - 712
DO - 10.5220/0009170807050712