Wireless sensor networks: a survey
Computer Networks: The International Journal of Computer and Telecommunications Networking
IPDPS '02 Proceedings of the 16th International Parallel and Distributed Processing Symposium
TEEN: ARouting Protocol for Enhanced Efficiency in Wireless Sensor Networks
IPDPS '01 Proceedings of the 15th International Parallel & Distributed Processing Symposium
Distributed Clustering for Ad Hoc Networks
ISPAN '99 Proceedings of the 1999 International Symposium on Parallel Architectures, Algorithms and Networks
Distributed construction of connected dominating set in wireless ad hoc networks
Mobile Networks and Applications - Discrete algorithms and methods for mobile computing and communications
HEED: A Hybrid, Energy-Efficient, Distributed Clustering Approach for Ad Hoc Sensor Networks
IEEE Transactions on Mobile Computing
Design and Analysis of a Fast Local Clustering Service for Wireless Sensor Networks
BROADNETS '04 Proceedings of the First International Conference on Broadband Networks
An efficient clustering scheme for large and dense mobile ad hoc networks (MANETs)
Computer Communications
Wireless sensor networks: A survey on the state of the art and the 802.15.4 and ZigBee standards
Computer Communications
A survey on clustering algorithms for wireless sensor networks
Computer Communications
PEACH: Power-efficient and adaptive clustering hierarchy protocol for wireless sensor networks
Computer Communications
Cluster-based congestion control for sensor networks
ACM Transactions on Sensor Networks (TOSN)
Reconfiguration of clusterheads for load balancing in wireless sensor networks
Computer Communications
A survey of clustering schemes for mobile ad hoc networks
IEEE Communications Surveys & Tutorials
Routing techniques in wireless sensor networks: a survey
IEEE Wireless Communications
An application-specific protocol architecture for wireless microsensor networks
IEEE Transactions on Wireless Communications
Adaptive clustering for mobile wireless networks
IEEE Journal on Selected Areas in Communications
Node clustering in wireless sensor networks: recent developments and deployment challenges
IEEE Network: The Magazine of Global Internetworking
Improved load balanced clustering algorithm for wireless sensor networks
ADCONS'11 Proceedings of the 2011 international conference on Advanced Computing, Networking and Security
Systematic selection of cluster heads for data collection
Journal of Network and Computer Applications
Personal and Ubiquitous Computing
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Wireless sensor networks (WSNs) are emerging as essential and popular ways of providing pervasive computing environments for various applications. In all these environments energy constraint is the most critical problem that must be considered. Clustering is introduced to WSNs because of its network scalability, energy-saving attributes and network topology stabilities. However, there also exist some disadvantages associated with individual clustering scheme, such as additional overheads during cluster-head (CH) selection, assignment and cluster construction process. In this paper, we discuss and compare several aspects and characteristics of some widely explored clustering algorithms in WSNs, e.g. clustering timings, attributes, metrics, advantages and disadvantages of corresponding clustering algorithms. This paper also presents a discussion on the future research topics and the challenges of clustering in WSNs.