Work-In-Progress: Rssi-Based Presence Detection In Industrial Wireless Sensor Networks

Hans-Peter Bernhard, Julian Karoliny, Bernhard Etzlinger, Andreas Springer

Publikation: Konferenzband/Beitrag in Buch/BerichtKonferenzartikelBegutachtung

Abstract

We propose to add a monitoring system consisting of so-called path-and guard nodes to industrial wireless sensor networks (IWSNs), to increase the security level by using receive signal strength indicator (RSSI) measurements. Via these measurements, the monitoring system determines the presence of a mobile sensor node in a predefined area, which can be used to handle access rights and to increase automation capabilities in industrial applications. We add this monitoring system to an IWSN based on the EPhESOS protocol, which has a high degree of flexibility to meet industrial requirements in different applications throughout the lifetime of a sensor node while enabling energy-autonomous operation. Two practical machine learning algorithms for RSSI-based presence detection are presented, namely a support vector machine and a neural network algorithm. They are evaluated in an automotive example and tested for their robustness against malicious attacks. Additionally, a method to find the best node locations of the monitoring system is presented.
OriginalspracheEnglisch
Titel2020 16th IEEE International Conference on Factory Communication Systems (WFCS)
Herausgeber (Verlag)IEEE Computer Society
Seiten1-4
Seitenumfang4
ISBN (Print)978-1-7281-5298-1
DOIs
PublikationsstatusVeröffentlicht - 29 Apr. 2020
VeranstaltungSpecial Session on Trustworthiness and Security
Focused Wireless Industrial IoT Networks at the 2020 16th IEEE International Conference on Factory Communication Systems (WFCS)
- Porto, Portugal, Porto, Portugal
Dauer: 27 Apr. 202029 Apr. 2020
https://www.cister-labs.pt/wfcs2020/prog/1#A1_14_50_16_10 (Session 7: SS1:Trustworthiness and Security Focused Wireless Industrial IoT Networks)

Konferenz

KonferenzSpecial Session on Trustworthiness and Security
Focused Wireless Industrial IoT Networks at the 2020 16th IEEE International Conference on Factory Communication Systems (WFCS)
Land/GebietPortugal
OrtPorto
Zeitraum27/04/2029/04/20
Internetadresse

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