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PhD Position F/M Temperature-Sensitive Intrusion Detection for Crystal-Free Networks
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Annonce N°132490Publié le 18/11/2022 à 21:22
Description
_Le descriptif de l’offre ci-dessous est en Anglais_ NIVEAU DE
DIPLÔME EXIGÉ : Bac + 5 ou équivalent FONCTION : Doctorant CONTEXTE
ET ATOUTS DU POSTE In collaboration with Prof. Pister's team at UC
Berkeley. MISSION CONFIÉE The Smart Dust project proposed in 1997 by
Prof. Kristofer S.J. Pister envisioned a 1 mm3 device with
communication, sensing and processing capabilities [1] [2]. The
project sparked the interest of the research community, acting as a
catalyst for the Internet of Things field [3]. The Smart Dust project
was recently revisited at UC Berkeley with state-of-the-art
technology. A prototype Single Chip Micro Mote (SCμM) works and forms
a synchronized network without crystals [4]. Thanks to its size, SCμM
can be added to any hardware component at little cost and operate in a
network in a “stand alone” manner. Due to the absence of a
crystal, its internal oscillators drift at a rate 2-3 orders of
magnitude higher than that of an off-the-shelf radio transceiver.
Variations in temperature further worsen the drift, which changes the
very basic of how wireless networking is done. [1] K. S. Pister, J. M.
Kahn and B. E. Boser, Smart Dust: Wireless Networks of
Millimeter-Scale Sensor Nodes, Highlight Article in Electronics
Research Laboratory - Research Summary, 1999. [2] J. M. Kahn, R. Katz
and K. S. Pister, Next century challenges: Mobile Networking for Smart
Dust, MobiCom, August, 1999. [3] M. R. Palattella, N. Accettura, X.
Vilajosana, T. Watteyne, L. A. Grieco, G. Boggia and M. Dohler,
Standardized Protocol Stack for the Internet of (Important) Things,
IEEE Communications Surveys & Tutorials, 2012. [4] T. Chang, T.
Watteyne, B. Wheeler, F. Maksimovic, O. Khan, S. Mesri, L. Lee, I.
Suciu, D. Burnett, X. Vilajosana and K. Pister, 6TiSCH on SCμM:
Running an a Synchronized Protocol Stack without Crystals, MDPI
Sensors, 2020. PRINCIPALES ACTIVITÉS Apart from trusting its local
clock that drifts, the nodes in the SCμM network must additionally
use the time information provided by the network. The fact that
timekeeping is no longer local opens up an attack vector: An attacker
can disturb the network by heating up a subset of nodes to change
their drift. In this thesis, we will research, design and implement an
Intrusion Detection System (IDS) that applies machine learning
techniques to network drift patterns in order to detect nodes under
attack. AVANTAGES * Subsidized meals * Partial reimbursement of public
transport costs * Leave: 7 weeks of annual leave + 10 extra days off
due to RTT (statutory reduction in working hours) + possibility of
exceptional leave (sick children, moving home, etc.) * Possibility of
teleworking * Flexible organization of working hours (after 12 months
of employment) * Professional equipment available (videoconferencing,
loan of computer equipment, etc.) * Social, cultural and sports events
and activities * Access to vocational training