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Auditing on Smart-Grid With Dynamic Traffic Flows: An Algorithmic Approach
- Source :
- IEEE Transactions on Smart Grid. 11:2293-2302
- Publication Year :
- 2020
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2020.
-
Abstract
- The introduction of Smart Grid systems has raised many new security concerns. If an attacker can compromise components of the Smart Grid communication network, they can fabricate malicious messages to interfere with the grid and ultimately cause outages. One method to address this concern is to conduct network audits by logging network traffic into dedicated servers in order to detect malicious messages. This may be done by using switches’ or routers’ ability to duplicate packets they receive with minimal overhead. The question of how many and which switches/routers to select for this task naturally follows. This paper considers the problem of finding minimal set of routers/switches in a Smart Grid communication network to use for auditing traffic. Accordingly, we devise three algorithms: the first one is highly effective with an approximation ratio of $(2+\theta)(\ln |V| + 1)$ . The second method is a highly scalable algorithm with a constant performance ratio. And the last one is a dynamic algorithm which can efficiently update its solution in response to changes to critical traffic. We experimentally evaluate our solutions and compare them to an optimal Integer Programming formulation, finding that they perform near-optimally and significantly outperform a simple heuristic in all cases.
- Subjects :
- General Computer Science
Computer science
Heuristic (computer science)
business.industry
Network packet
020209 energy
020208 electrical & electronic engineering
Approximation algorithm
02 engineering and technology
Grid
Telecommunications network
Smart grid
Server
0202 electrical engineering, electronic engineering, information engineering
Overhead (computing)
business
Computer network
Subjects
Details
- ISSN :
- 19493061 and 19493053
- Volume :
- 11
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Smart Grid
- Accession number :
- edsair.doi...........1a163c356c70c0185b24235f8f999352