Optimization of Intrusion Detection Systems for Wireless Sensor
Networks Using Evolutionary Algorithms

D 2013

Optimization of Intrusion Detection Systems for Wireless Sensor Networks Using Evolutionary Algorithms

STEHLÍK, Martin

Základní údaje

Originální název

Optimization of Intrusion Detection Systems for Wireless Sensor Networks Using Evolutionary Algorithms

Autoři

STEHLÍK, Martin (203 Česká republika, garant, domácí)

Vydání

Brno, Security and Protection of Information 2013, od s. 119-124, 6 s. 2013

Nakladatel

University of Defence

Další údaje

Jazyk

angličtina

Typ výsledku

Stať ve sborníku

Obor

10201 Computer sciences, information science, bioinformatics

Stát vydavatele

Česká republika

Utajení

není předmětem státního či obchodního tajemství

Forma vydání

tištěná verze "print"

Kód RIV

RIV/00216224:14330/13:00065733

Organizační jednotka

Fakulta informatiky

ISBN

978-80-7231-922-0

Klíčová slova anglicky

intrusion detection system; IDS; wireless sensor network; WSN; simulator; optimization; evolutionary algorithm

Příznaky

Mezinárodní význam, Recenzováno

Změněno: 24. 4. 2014 18:40, RNDr. Pavel Šmerk, Ph.D.

Anotace

V originále

Wireless sensor networks (WSNs) are a type of ad hoc wireless networks with several specifics. WSNs consist of sensor nodes that monitor some environment and send measurements hop-by-hop to a base station (BS). Sensor nodes are low-cost devices highly restricted in their resources regarding to the size of memory, the microcontroller performance and last but not least the energy supply limited by the battery capacity. The concept of the WSNs opens an area for novel attacks. Active attacks, where the attacker manipulates communication, can be detected by an intrusion detection system (IDS) running on the sensor nodes in a distributive and collaborative manner. Since the IDS necessary brings an overhead to the computation and wireless communication of the sensor nodes, it should be deployed with respect to the restricted WSNs. Our goal is to optimize IDS parameters towards solutions suitable for various scenarios and to deal with trade-off between IDS accuracy and WSN performance and lifetime. We assume that a network operator of the WSN will be able to set IDS parameters according to current requirements. In this work, we show how multi-objective evolutionary algorithms can provide optimized solutions and assist with IDS settings.

Návaznosti

VG20102014031, projekt VaV

Název: Experimentální vývoj bezpečnostní softwarové platformy se systémem detekce průniku a režimy ochrany soukromí pro bezdrátové senzorové sítě (Akronym: WSNSec)

Investor: Ministerstvo vnitra ČR, Experimentální vývoj bezpečnostní softwarové platformy se systémem detekce průniku a režimy ochrany soukromí pro bezdrátové senzorové sítě

Citovat

STEHLÍK, Martin. Optimization of Intrusion Detection Systems for Wireless Sensor Networks Using Evolutionary Algorithms. In Jaroslav Dočkal, Milan Jirsa, Josef Kaderka. Security and Protection of Information 2013. Brno: University of Defence, 2013, s. 119-124. ISBN 978-80-7231-922-0.

@inproceedings{1127558,
   author = {Stehlík, Martin},
   address = {Brno},
   booktitle = {Security and Protection of Information 2013},
   editor = {Jaroslav Dočkal, Milan Jirsa, Josef Kaderka},
   keywords = {intrusion detection system; IDS; wireless sensor network; WSN; simulator; optimization; evolutionary algorithm},
   howpublished = {tištěná verze "print"},
   language = {eng},
   location = {Brno},
   isbn = {978-80-7231-922-0},
   pages = {119-124},
   publisher = {University of Defence},
   title = {Optimization of Intrusion Detection Systems for Wireless Sensor Networks Using Evolutionary Algorithms},
   year = {2013}
}

TY  - JOUR
ID  - 1127558
AU  - Stehlík, Martin
PY  - 2013
TI  - Optimization of Intrusion Detection Systems for Wireless Sensor Networks Using Evolutionary Algorithms
PB  - University of Defence
CY  - Brno
SN  - 9788072319220
KW  - intrusion detection system
KW  - IDS
KW  - wireless sensor network
KW  - WSN
KW  - simulator
KW  - optimization
KW  - evolutionary algorithm
N2  - Wireless sensor networks (WSNs) are a type of ad hoc wireless networks with several specifics. WSNs consist of sensor nodes that monitor some environment and send measurements hop-by-hop to a base station (BS). Sensor nodes are low-cost devices highly restricted in their resources regarding to the size of memory, the microcontroller performance and last but not least the energy supply limited by the battery capacity. The concept of the WSNs opens an area for novel attacks. Active attacks, where the attacker manipulates communication, can be detected by an intrusion detection system (IDS) running on the sensor nodes in a distributive and collaborative manner. Since the IDS necessary brings an overhead to the computation and wireless communication of the sensor nodes, it should be deployed with respect to the restricted WSNs. Our goal is to optimize IDS parameters towards solutions suitable for various scenarios and to deal with trade-off between IDS accuracy and WSN performance and lifetime. We assume that a network operator of the WSN will be able to set IDS parameters according to current requirements. In this work, we show how multi-objective evolutionary algorithms can provide optimized solutions and assist with IDS settings.
ER  -

STEHLÍK, Martin. Optimization of Intrusion Detection Systems for Wireless Sensor Networks Using Evolutionary Algorithms. In Jaroslav Dočkal, Milan Jirsa, Josef Kaderka. \textit{Security and Protection of Information 2013}. Brno: University of Defence, 2013, s.~119-124. ISBN~978-80-7231-922-0.

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