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標題: 在叢集式無線感測網路中實現合作式目標追蹤之資訊壓縮研究
Compressing Information of Cooperative Target Tracking for Hierarchical Wireless Sensor Networks
作者: 廖士寬
Liao, Shih-Kuan
關鍵字: 資訊壓縮
information compression
target tracking
particle filter
wireless sensor network
出版社: 電機工程學系所
引用: 1. Wen, C.-Y. and W.A. Sethares, “Automatic Decentralized Clustering for Wireless Sensor Networks”, EURASIP Journal on Wireless Communications and Networking, 2005. 5: p. 686-697. 2. Chen, Y.-C. and C.-Y. Wen, “Decentralized Cooperative TOA/AOA Target Tracking for Hierarchical Wireless Sensor Networks”, Sensors, 2012. 12(11): p. 15308-15337. 3. Li, J. and Q. Ren, “Compressing Information of Target Tracking in Wireless Sensor Networks”, Wireless Sensor Network, 2011. 3(2): p. 73-81. 4. Heinzelman, W.R., A. Chandrakasan, and H. Balakrishnan. “Energy-efficient communication protocol for wireless microsensor networks”, in System Sciences, 2000. Proceedings of the 33rd Annual Hawaii International Conference on. 2000. IEEE. 5. Chen, W.-P. and J.C. Adviser-Hou,“A Data-quality Driven Framework for Data Dissemination in Wireless Sensor Networks”. 2004: PhD Dissertation, University of Illinois at Urbana-Champaign. 6. Al Aghbari, Z., I. Kamel, and W. Elbaroni, “Energy-efficient distributed wireless sensor network scheme for cluster detection”, International Journal of Parallel, Emergent and Distributed Systems, 2013. 28(1): p. 1-28. 7. Kim, W., et al. “On target tracking with binary proximity sensors”, in Information Processing in Sensor Networks, 2005. IPSN 2005. Fourth International Symposium on. 2005. IEEE. 8. Shrivastava, N., R.M.U. Madhow, and S. Suri. “Target tracking with binary proximity sensors: fundamental limits, minimal descriptions, and algorithms”, in Proceedings of the 4th international conference on Embedded networked sensor systems. 2006. ACM. 9. Singh, J., et al. “Tracking multiple targets using binary proximity sensors”, in Proceedings of the 6th international conference on Information processing in sensor networks. 2007. ACM. 10. Wang, Z., E. Bulut, and B.K. Szymanski, “Distributed energy-efficient target tracking with binary sensor networks”, ACM Transactions on Sensor Networks (TOSN), 2010. 6(4): p. 32. 11. Arulampalam, M.S., et al., “A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking”, Signal Processing, IEEE Transactions on, 2002. 50(2): p. 174-188. 12. Gordon, N.J., D.J. Salmond, and A.F. Smith. “Novel approach to nonlinear/non-Gaussian Bayesian state estimation”, in IEE Proceedings F (Radar and Signal Processing). 1993. IET. 13. Savvides, A., C.-C. Han, and M.B. Strivastava. “Dynamic fine-grained localization in ad-hoc networks of sensors”, in Proceedings of the 7th annual international conference on Mobile computing and networking. 2001. ACM. 14. Bravos, G. and A.G. Kanatas. “Energy consumption and trade-offs on wireless sensor networks”, in Personal, Indoor and Mobile Radio Communications, 2005. PIMRC 2005. IEEE 16th International Symposium on. 2005. IEEE. 15. Heinzelman, W.B., A.P. Chandrakasan, and H. Balakrishnan, “An application-specific protocol architecture for wireless microsensor networks”, Wireless Communications, IEEE Transactions on, 2002. 1(4): p. 660-670. 16. Wang, A., et al., “Energy-scalable protocols for battery-operated microsensor networks”, Journal of VLSI signal processing systems for signal, image and video technology, 2001. 29(3): p. 223-237.
摘要: 在無線感測網路環境中,目標追蹤是一個常見的應用,如何在有限的資源下組織感測器網路,並讓感測器在感測器網路中能夠彼此合作以用來追蹤並定位目標,以及如何將資訊在傳輸之前先進行壓縮處理以達到節能的效果是本篇論文的主要議題。本篇論文提出一種在雙層叢集式網路中經由資訊壓縮的合作式目標追蹤的方法,我們利用一種叢集式網路拓樸(CAWT)[1]來組織第一層網路拓樸,接著利用另一種因應事件發生並以領導節點為基礎的第二層分散式網路(TCAT)[2]來追蹤目標,並以資訊壓縮的觀念來處理感測器的估測結果。模擬結果顯示,我們所提出的資料處理方法較其他兩種方法(TCAT[2]與DCTTP[3])在定位精確度、傳輸的資料大小、以及耗能上有較佳的系統平衡表現。
其他識別: U0005-1608201313401500
Appears in Collections:電機工程學系所



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