Title
Optimization based spectral partitioning for node criticality assessment.
Abstract
Timely identification of critical nodes is crucial for assessing network vulnerability and survivability. In this work, we propose a new distributed algorithm for identifying critical nodes in a network. The proposed approach is based on suboptimal solutions of two optimization problems, namely the algebraic connectivity minimization problem and a minmax network utility problem. The former attempts to address the topological aspect of node criticality whereas the latter attempts to address its connection-oriented nature. The suboptimal solution of the algebraic connectivity minimization problem is obtained through spectral partitioning considerations. This approach leads to a distributed solution which is computationally less expensive than other approaches that exist in the literature and is near optimal, in the sense that it is shown through simulations to approximate a lower bound which is obtained analytically. Despite the generality of the proposed approach, in this work we evaluate its performance on a wireless ad hoc network. We demonstrate through extensive simulations that the proposed solution is able to choose more critical nodes relative to other approaches, as it is observed that when these nodes are removed they lead to the highest degradation in network performance in terms of the achieved network throughput, the average network delay, the average network jitter and the number of dropped packets.
Year
DOI
Venue
2016
10.1016/j.jnca.2016.09.003
J. Network and Computer Applications
Keywords
Field
DocType
Algebraic connectivity,Spectral partitioning,Network utility maximization,Node criticality,Fiedler vector
Network delay,Mathematical optimization,Computer science,Network packet,Computer network,Algebraic connectivity,Network utility,Distributed algorithm,Wireless ad hoc network,Optimization problem,Network performance,Distributed computing
Journal
Volume
Issue
ISSN
75
C
1084-8045
Citations 
PageRank 
References 
0
0.34
20
Authors
4
Name
Order
Citations
PageRank
Waqar Asif1299.12
Marios Lestas212017.84
Hassaan Khaliq Qureshi39518.16
Muttukrishnan Rajarajan459361.50