A classification and comparison of Data Mining algorithms for Wireless Sensor Networks

作者: S. V. Stankovic , G. Rakocevic , N. Kojic , D. Milicev

DOI: 10.1109/ICIT.2012.6209949

关键词: Wi-Fi arrayWireless sensor networkMobile wireless sensor networkEngineeringKey distribution in wireless sensor networksWirelessWireless networkWireless site surveyData miningWireless WAN

摘要: With the technological developments, Wireless Sensor Network (WSN) nodes are getting smaller, but WSNs larger, currently containing thousands, possible millions of in future. Consequently, dealing with shear volume data produced by these networks poses a serious challenge, one logically approached through use Data Mining techniques. This has inspired body research which aims to develop new, and adapt existing solutions for Distributed (DDM), so that they can be efficiently used WSN. paper presents overview such approaches. A classification framework is proposed, selected form current State-of-the-Art available open literature presented, categorized

参考文章(21)
Le Gruenwald, Mihail Halatchev, Estimating Missing Values in Related Sensor Data Streams. conference on management of data. pp. 83- 94 ,(2005)
N. B. Venkateswarlu, Hazarath Munaga, J. V. R. Murthy, A Fault Tolerant Trajectory Clustering (FTTC) for selecting cluster heads inWireless Sensor Networks arXiv: Networking and Internet Architecture. ,(2011)
Grigorios Tsoumakas, Ioannis Vlahavas, Distributed Data Mining Database Technologies: Concepts, Methodologies, Tools, and Applications. pp. 709- 715 ,(2009) , 10.4018/978-1-60566-010-3.CH110
Q. Gao, K.J. Blow, D.J. Holding, Simple algorithm for improving time synchronisation in wireless sensor networks Electronics Letters. ,vol. 40, pp. 889- 891 ,(2004) , 10.1049/EL:20045270
O. Younis, M. Krunz, S. Ramasubramanian, Node clustering in wireless sensor networks: recent developments and deployment challenges IEEE Network. ,vol. 20, pp. 20- 25 ,(2006) , 10.1109/MNET.2006.1637928
Samir Goel, Tomasz Imielinski, Prediction-based monitoring in sensor networks: taking lessons from MPEG acm special interest group on data communication. ,vol. 31, pp. 82- 98 ,(2001) , 10.1145/1037107.1037117
Yongguang Zhang, Wenke Lee, Intrusion detection in wireless ad-hoc networks acm/ieee international conference on mobile computing and networking. pp. 275- 283 ,(2000) , 10.1145/345910.345958
Majid Bahrepour, Nirvana Meratnia, Mannes Poel, Zahra Taghikhaki, Paul J.M. Havinga, Distributed Event Detection in Wireless Sensor Networks for Disaster Management intelligent networking and collaborative systems. pp. 507- 512 ,(2010) , 10.1109/INCOS.2010.24
Samer Samarah, Azzedine Boukerche, Yonglin Ren, Coverage-Based Sensor Association Rules for Wireless Vehicular Ad Hoc and Sensor Networks global communications conference. pp. 1- 5 ,(2008) , 10.1109/GLOCOM.2008.ECP.75
Kemal Akkaya, Mohamed Younis, A survey on routing protocols for wireless sensor networks ad hoc networks. ,vol. 3, pp. 325- 349 ,(2005) , 10.1016/J.ADHOC.2003.09.010