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A Genetic Algorithm for Constructing a Reliable MCDS in Probabilistic Wireless Networks

  • Conference paper
Wireless Algorithms, Systems, and Applications (WASA 2011)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 6843))

Abstract

Minimum Connected Dominating Sets (MCDSs) are used as virtual backbones for efficient routing and broadcasting in wireless networks extensively. However, the MCDS problem is NP-Complete even in Unit Disk Graphs. Therefore, many heuristic-based approximation algorithms have been proposed recently. In these approaches, networks are deterministic where two nodes are assumed either connected or disconnected. In most real applications, however, there are many intermittently connected wireless links called lossy links, which only provide probabilistic connectivity. For wireless networks with lossy links, we propose a Probabilistic Network Model (PNM). Under this model, we measure the quality of Connected Dominating Sets (CDSs) using CDS reliability defined as the minimum upper limit of the node-to-node delivery ratio between any pair of dominators in a CDS. We attempt to construct a MCDS while its reliability is above a preset application-specified threshold, called Reliable MCDS (RMCDS). We claim that constructing a RMCDS is NP-Hard under the PNM model. We propose a novel Genetic Algorithm (GA) called RMCDS-GA to solve the RMCDS problem. To evaluate the performance of RMCDS-GA, we conduct comprehensive simulations. The simulation results show that compared with the traditional MCDS algorithms, RMCDS-GA can construct a more reliable CDS without increasing the size of a CDS.

This work is partly supported by the NSF under grant No. CCF-0545667, CNS-0831634, and by the 111 project of China under the grant No. 111-2-14.

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© 2011 Springer-Verlag Berlin Heidelberg

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He, J.(., Cai, Z., Ji, S., Beyah, R., Pan, Y. (2011). A Genetic Algorithm for Constructing a Reliable MCDS in Probabilistic Wireless Networks. In: Cheng, Y., Eun, D.Y., Qin, Z., Song, M., Xing, K. (eds) Wireless Algorithms, Systems, and Applications. WASA 2011. Lecture Notes in Computer Science, vol 6843. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-23490-3_9

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  • DOI: https://doi.org/10.1007/978-3-642-23490-3_9

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-23489-7

  • Online ISBN: 978-3-642-23490-3

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