Directed diffusion for wireless sensor networking
IEEE/ACM Transactions on Networking (TON)
The Impact of Data Aggregation in Wireless Sensor Networks
ICDCSW '02 Proceedings of the 22nd International Conference on Distributed Computing Systems
Energy-Efficient Communication Protocol for Wireless Microsensor Networks
HICSS '00 Proceedings of the 33rd Hawaii International Conference on System Sciences-Volume 8 - Volume 8
Impact of Network Density on Data Aggregation in Wireless Sensor Networks
ICDCS '02 Proceedings of the 22 nd International Conference on Distributed Computing Systems (ICDCS'02)
DAG Based In-Network Aggregation for Sensor Network Monitoring
SAINT '06 Proceedings of the International Symposium on Applications on Internet
Routing in Wireless Sensor Networks Using Ant Colony Optimization
AHS '06 Proceedings of the first NASA/ESA conference on Adaptive Hardware and Systems
Routing Correlated Data with Fusion Cost in Wireless Sensor Networks
IEEE Transactions on Mobile Computing
Distributed Data Gathering Scheduling in Multihop Wireless Sensor Networks for Improved Lifetime
ICCTA '07 Proceedings of the International Conference on Computing: Theory and Applications
Ant colony system: a cooperative learning approach to the traveling salesman problem
IEEE Transactions on Evolutionary Computation
IEEE Communications Magazine
Grenade Explosion Method-A novel tool for optimization of multimodal functions
Applied Soft Computing
Ant colony optimization based sensor deployment protocol for wireless sensor networks
Expert Systems with Applications: An International Journal
A sensor deployment approach using glowworm swarm optimization algorithm in wireless sensor networks
Expert Systems with Applications: An International Journal
Swarm intelligence based routing protocol for wireless sensor networks: Survey and future directions
Information Sciences: an International Journal
An agent-assisted QoS-based routing algorithm for wireless sensor networks
Journal of Network and Computer Applications
A ladder diffusion algorithm using ant colony optimization for wireless sensor networks
Information Sciences: an International Journal
Energy efficient ant colony algorithms for data aggregation in wireless sensor networks
Journal of Computer and System Sciences
International Journal of Advanced Pervasive and Ubiquitous Computing
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Data aggregation is important in energy constraint wireless sensor networks which exploits correlated sensing data and aggregates at the intermediate nodes to reduce the number of messages exchanged network. This paper considers the problem of constructing data aggregation tree in a wireless sensor network for a group of source nodes to send sensory data to a single sink node. The ant colony system provides a natural and intrinsic way of exploring search space in determining data aggregation. Moreover, we propose an ant colony algorithm for data aggregation in wireless sensor networks. Every ant will explore all possible paths from the source node to the sink node. The data aggregation tree is constructed by the accumulated pheromone. Simulations have shown that our algorithm can reduce significant energy costs.