DocumentCode :
3596518
Title :
Simulating and analysis of cyber attacks on a BLPC network
Author :
Hesar, Amin Danandeh ; Attari, Mahmoud Ahmadian
Author_Institution :
Dept. of Electr. Eng., K.N. Toosi Univ. of Technol., Tehran, Iran
fYear :
2014
Firstpage :
1
Lastpage :
6
Abstract :
In this paper, at first, the main vulnerability of a BPLC network in the cyberspace of a home-area section is introduced. Then, we simulate several cyberattacks using a modified version of a NSL-KDD dataset that is applicable in any desired BPLC network. The nodes are mainly metering and controlling devices that handle the consumed Internet traffic plus electricity bill. The communicational protocol for our network is IEEE 1901 which is a standard protocol among broadband communication devices that work in a BPLC network. In the main part of our simulations, we have benefited from three types of Intrusion Detection Systems (IDS) using two Artificial Immune System (AIS) algorithms as well as an algorithm based on Support Vector Machines (SVM). At the end of our simulations, we compare these three Intrusion Detection Systems according to FPR, FNR, and DR criteria. Simulation results show that with our modified dataset and methods we can ensure a pretty high accuracy in intrusion detection and prevention in the home area of a desired BPLC network.
Keywords :
Internet; artificial immune systems; carrier transmission on power lines; computer network security; home networks; protocols; support vector machines; telecommunication traffic; AIS; BLPC network; DR criteria; FNR criteria; FPR criteria; IDS; Internet traffic; NSL-KDD dataset; SVM; artificial immune system algorithm; broadband power line communications; communicational protocol; controlling device; cyber attacks analysis; electricity bill; home-area section; intrusion detection systems; is IEEE 1901; metering device; support vector machines; Broadband communication; Classification algorithms; Intrusion detection; Routing; Smart grids; Support vector machines; Advanced Metering Infrastructure (AMI); Artificial mmune System (AIS); Broadband Power Line Communications (BPLC); Cybersecurity; Data Classification; Home-Area Network (HAN); Intrusion Detection System (IDS); Support Vector Machine (SVM); Unified Smart Grid (USG);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Smart Grid Conference (SGC), 2014
Print_ISBN :
978-1-4799-8313-1
Type :
conf
DOI :
10.1109/SGC.2014.7150704
Filename :
7150704
Link To Document :
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