ACO-Discreet: An Efficient Node Deployment Approach in Wireless Sensor Networks

Wireless sensor networks (WSNs) rely on effective deployment of sensing nodes. Efficient sensor deployment with ensured connectivity is a major challenge in WSNs. Several deployment approaches have been proposed in literature to address the connectivity and efficiency of sensor networks. However, most of these works either lack in efficiency or ignore the connectivity issues. In this paper, we propose an efficient and connectivity-based algorithm by modifying the Ant Colony Optimization (ACO) (Liu and He, J Netw Comput Appl 39:310–318, 2014). Traditional ACO algorithms ensure coverage at a high cost and repetitive sensing, which results in resource wastage. Our proposed algorithm reduces the sensing cost with efficient deployment and enhanced connectivity. Simulation results indicate the ability of proposed framework to significantly reduce the coverage cost as well as achieve longer life time for WSNs.

[1]  Krishnendu Chakrabarty,et al.  Sensor placement for effective coverage and surveillance in distributed sensor networks , 2003, 2003 IEEE Wireless Communications and Networking, 2003. WCNC 2003..

[2]  Bing-Hong Liu,et al.  Constructing a Wireless Sensor Network to Fully Cover Critical Grids by Deploying Minimum Sensors on Grid Points Is NP-Complete , 2007, IEEE Transactions on Computers.

[3]  S. Sitharama Iyengar,et al.  Sensor placement for grid coverage under imprecise detections , 2002, Proceedings of the Fifth International Conference on Information Fusion. FUSION 2002. (IEEE Cat.No.02EX5997).

[4]  Xuxun Liu,et al.  Ant colony optimization with greedy migration mechanism for node deployment in wireless sensor networks , 2014, J. Netw. Comput. Appl..

[5]  D.B. Jourdan,et al.  Layout optimization for a wireless sensor network using a multi-objective genetic algorithm , 2004, 2004 IEEE 59th Vehicular Technology Conference. VTC 2004-Spring (IEEE Cat. No.04CH37514).

[6]  Xin Yao,et al.  A GA approach to the optimal placement of sensors in wireless sensor networks with obstacles and preferences , 2006, CCNC 2006. 2006 3rd IEEE Consumer Communications and Networking Conference, 2006..

[7]  Anantha P. Chandrakasan,et al.  An application-specific protocol architecture for wireless microsensor networks , 2002, IEEE Trans. Wirel. Commun..

[8]  Wei Liu,et al.  EasiDesign: An Improved Ant Colony Algorithm for Sensor Deployment in Real Sensor Network System , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.

[9]  Xuxun Liu,et al.  Sensor Deployment of Wireless Sensor Networks Based on Ant Colony Optimization with Three Classes of Ant Transitions , 2012, IEEE Communications Letters.

[10]  Satish Chand,et al.  Optimal sensor deployment for WSNs in grid environment , 2013 .