Distributed spatial correlation-based clustering for approximate data collection in WSNs

Proceedings - International Conference on Advanced Information Networking and Applications, AINA

Volumn , Issue , 2013, Pages 56-63

  Liu, Zhidan ^a,b   Xing, Wei ^a,b   Zeng, Bo ^a,b   Wang, Yongchao ^a   Lu, Dongming ^a,b  

^a ZHEJIANG UNIVERSITY   (China)

^b ZHEJIANG UNIVERSITY   (China)

Author keywords

Clustering; Energy efficient; Spatial correlation; Wireless sensor network

Indexed keywords

APPROXIMATE DATA COLLECTIONS; CLUSTERING; COMMUNICATION OVERHEADS; ENERGY EFFICIENT; EXTENSIVE SIMULATIONS; INFORMATION EXCHANGES; NUMBER OF ITERATIONS; SPATIAL CORRELATIONS;

DATA ACQUISITION; ENERGY EFFICIENCY; ENERGY UTILIZATION; SENSOR NODES; WIRELESS SENSOR NETWORKS;

CLUSTERING ALGORITHMS;

EID: 84881043612     PISSN: 1550445X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/AINA.2013.26     Document Type: Conference Paper

References (20)

1. P. Corke, T. Wark, R. Jurdak, H. Wen, P. Valencia, and D. Moore, "Environmental Wireless Sensor Networks, " Proceedings of the IEEE, vol. 98, no. 11, pp. 1903-1917, 2010.
2. C. Wang, H. Ma, Y. He, and S. Xiong, "Adaptive Approximate Data Collection for Wireless Sensor Networks, " Parallel and Distributed Systems, IEEE Transactions on, vol. 23, no. 6, pp. 1004-1016, 2012.
3. J. Li and S. Cheng, "(δ)-Approximate Aggregation Algorithms in Dynamic Sensor Networks, " Parallel and Distributed Systems, IEEE Transactions on, vol. 23, no. 3, pp. 385-396, 2012.
4. D. Chu, A. Deshpande, J. Hellerstein, and W. Hong, "Approximate Data Collection in Sensor Networks Using Probabilistic Models, " in Proceedings of the 22nd International Conference on Data Engineering (ICDE), 2006.
5. D. Tulone and S. Madden, "PAQ: Time Series Forecasting for Approximate Query Answering in Sensor Networks, " in European Conference on Wireless Sensor Networks (EWSN), 2006.
6. B. Gedik, L. Liu, and P. Yu, "ASAP: An Adaptive Sampling Approach to Data Collection in Sensor Networks, " Parallel and Distributed Systems, IEEE Transactions on, vol. 18, no. 12, pp. 1766-1783, 2007.
7. L. Chong, W. Kui, and P. Jian, "An Energy-Efficient Data Collection Framework for Wireless Sensor Networks by Exploiting Spatiotemporal Correlation, " Parallel and Distributed Systems, IEEE Transactions on, vol. 18, no. 7, pp. 1010-1023, 2007.
8. C. C. Hung, W. C. Peng, and W. C. Lee, "Exploiting Spatial and Data Correlations for Approximate Data Collection in Wireless Sensor Networks, " in Proceedings of the Second International Workshop on Knowledge Discovery from Sensor Data (Sensor-KDD), 2008.
9. C. C. Hung, W. C. Peng, and W. C. Lee, "Energy-Aware Set-Covering Approaches for Approximate Data Collection in Wireless Sensor Networks, " Knowledge and Data Engineering, IEEE Transactions on, 2011.
10. A. Meka and A. Singh, "Distributed Spatial Clustering in Sensor Networks, " in International Conference on Extending Database Technology (EDBT), 2006.
11. A. Abbasi and M. Younis, "A Survey on Clustering Algorithms for Wireless Sensor Networks, " Computer Communications, vol. 30, no. 14-15, pp. 2826-2841, 2007.
12. W. Heinzelman, A. Chandrakasan, and H. Balakrishnan, "An Application-Specific Protocol Architecture for Wireless Microsensor Networks, " Wireless Communications, IEEE Transactions on, vol. 1, no. 4, pp. 660-670, 2002.
13. O. Younis and S. Fahmy, "HEED: A Hybrid, Energy-Efficient, Distributed Clustering Approach for Ad Hoc Sensor Networks, " Mobile Computing, IEEE Transactions on, vol. 3, no. 4, pp. 366-379, 2004.
14. S. Yoon and C. Shahabi, "The Clustered AGgregation (CAG) Technique Leveraging Spatial and Temporal Correlations in Wireless Sensor Networks, " ACM Transactions on Sensor Networks, vol. 3, no. 1, pp. 1-39, 2007.
15. L. A. Villas, A. Boukerche, H. A. de Oliveira, R. B. de Araujo, and A. A. Loureiro, "A Spatial Correlation Aware Algorithm to Perform Efficient Data Collection in Wireless Sensor Networks, " Ad Hoc Networks, 2011.
16. T. Le, N. Pham, and H. Choo, "Towards A Distributed Clustering Scheme based on Spatial Correlation in WSNs, " in International Wireless Communications and Mobile Computing Conference (IWCMC). IEEE, 2008.
17. H. Long, Y. Liu, X. Fan, R. Dick, and H. Yang, "Energy-Efficient Spatially-Adaptive Clustering and Routing in Wireless Sensor Networks, " in Design, Automation & Test in Europe Conference & Exhibition, 2009.
18. F. Sivrikaya and B. Yener, "Time Synchronization in Sensor Networks: A Survey, " IEEE Network, vol. 18, no. 4, pp. 45-50, 2004.
19. J. Hill, R. Szewczyk, A. Woo, S. Hollar, D. Culler, and K. Pister, "System Architecture Directions for Networked Sensors, " ACM SIGPLAN Notices, vol. 35, no. 11, pp. 93-104, 2000.
20. L. Chong, W. Kui, and P. Jian, "A Dynamic Clustering and Scheduling Approach to Energy Saving in Data Collection from Wireless Sensor Networks, " in IEEE Communications Society Conference on Sensor and Ad Hoc Communications and Networks (SECON), 2005.