| 研究生: |
孫偉智 Sun, Wei-Chih |
|---|---|
| 論文名稱: |
室內定位系統於無線感測網路之實現與分析 Implementation of RSS-Based Indoor Localization System in Wireless Sensor Networks |
| 指導教授: |
莊智清
Juang, Jyh-Ching |
| 學位類別: |
碩士 Master |
| 系所名稱: |
電機資訊學院 - 電機工程學系 Department of Electrical Engineering |
| 論文出版年: | 2011 |
| 畢業學年度: | 99 |
| 語文別: | 英文 |
| 論文頁數: | 72 |
| 中文關鍵詞: | 室內定位系統 、無線感測網路 |
| 外文關鍵詞: | Indoor Localization System, Wireless Sensor Networks |
| 相關次數: | 點閱:114 下載:0 |
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隨著無線通訊技術的進步以及情境感知系統的發展逐漸適用於動態環境,定位的議題逐漸被重視和大量研究。在大多數的應用系統中,相較於昂貴的感測器類型,便宜的感測器類型受研究者的喜愛、且廣泛應用的。與現有的感測系統如RFID、超音波比較起來, Zigbee 是一種便宜且低功耗的無線感測系統。近年來,低成本和易取得的特性使得接收訊號強度(Received Signal Strength, RSS)被大量應用於室內定位系統中。到目前為止,許多已提出的定位演算法宣稱在特定的環境中擁有很好的定位效能。然而,RSS對於雜訊干擾的高敏感度使得室內定位的在現實中仍是一個棘手的問題。因此,本論文致力於發展一套可靠的室內定位系統在結合量測距離取向演算法(range-based)和環境特徵比對法(range-free)的基礎上。在結合這兩種演算法的過程中,將量測距離取向演算法的理想模型以實際接收資料做修正;環境特徵比對法儲存的資料庫內容中,以RSS上下限取代平均值。為了驗證本論文所提出方法的可行性,定位系統的效能以及其他演算法的效能比較將在論文的最後呈現。
Localization has been an important issue along with the advanced wireless communications and the development of context-aware systems applicable to dynamic environment. For many applications, inexpensive sensors are preferable to the sensors with a few expensive ones. Zigbee is a cheap and low power wireless communication technique comparing to others such as RFID, ultrasound. Recently, the RSS measurements are adopted in most of the localization systems by the facts that it is low cost and provided by the communication protocol. So far, many localization schemes had been proposed and claimed to have good performances under certain environment conditions. However, the high sensitivity to noise of RSS makes the indoor localization mission in real world scenario is still a thorny problem to the researchers. In consequence, the thesis is dedicated to develop a reliable localization schemes based on the fusion of range-based algorithm and range-free algorithm. In order to verify the feasibility, the comparisons of the system and other existing approaches are provided.
[1] J. Torres-Solis, et al., "A Review of Indoor Localization Technologies: towards Navigational Assistance for Topographical Disorientation," in Ambient Intelligence, F. J. V. Molina, Ed., ed: InTech, 2010.
[2] S. Gezici, "A Survey on Wireless Position Estimation," Wirel. Pers. Commun., vol. 44, pp. 263-282, 2008.
[3] Zigbee-Alliance, "Zigbee Specifications, Tech. Rep. 053474r06. Available at http://www.Zigbee.org," 2005.
[4] I. o. E. a. E. Engineers, "IEEE Std. 802.15.4, Wireless Medium Access Control (MAC) and Physical Layer (PHY) Specifications for Low Rate Wireless Personal Area Networks (LR-WPANs)," 2003.
[5] "Z-Stack - Zigbee Protocol Stack, ZStack v.1.4.3 Available at http://focus.ti.com/docs/toolsw/folders/print/z-stack.html."
[6] V. Fox, et al., "Bayesian Filtering for Location Estimation," IEEE, Pervasive Computing, vol. 2, pp. 24-33, 2003.
[7] Widyawan, et al., "A Bayesian Approach for RF-Based Indoor Localisation," in Wireless Communication Systems, 2007. ISWCS 2007. 4th International Symposium on, 2007, pp. 133-137.
[8] M. L. Sichitiu and V. Ramadurai, "Localization of Wireless Sensor Networks with a Mobile Beacon," in 2004 IEEE International Conference on Mobile Ad-hoc and Sensor Systems, 2004, pp. 174-183.
[9] R. Want and A. Hopper, "Active badges and personal interactive computing objects," IEEE Transactions on Consumer Electronics, vol. 38, pp. 10-20, 1992.
[10] R. Want, et al., "The Active Badge Location System," ACM Trans. Inf. Syst., vol. 10, pp. 91-102, 1992.
[11] N. B. Priyantha, et al., "The Cricket location-support system," presented at the Proceedings of the 6th annual international conference on Mobile computing and networking, Boston, Massachusetts, United States, 2000.
[12] S. Teller, et al., "Pervasive Pose-aware Applications and Infrastructure," Computer Graphics and Applications, IEEE, vol. 23, pp. 14-18, 2003.
[13] A. Savvides, et al., "Dynamic Fine-grained Localization in Ad-Hoc networks of Sensors," presented at the Proceedings of the 7th annual international conference on Mobile computing and networking, Rome, Italy, 2001.
[14] A. Savvides and M. B. Srivastava, "A Distributed Computation Platform for Wireless Embedded Sensing," presented at the Proceedings of the 2002 IEEE International Conference on Computer Design: VLSI in Computers and Processors (ICCD'02), 2002.
[15] M. S. Arulampalam, et al., "A Tutorial on Particle Filters for Online nonlinear/non-Gaussian Bayesian Tracking," IEEE Transactions on Signal Processing, vol. Vol.50, pp. 174-188, 2002.
[16] S. Shuo, et al., "Comparison of three Kalman filters for an indoor passive tracking system," in 2007 IEEE International Conference on Electro/Information Technology, 2007, pp. 284-289.
[17] J. Cortes, "Distributed Kriged Kalman Filter for Spatial Estimation," IEEE Transactions on Automatic Control, vol. 54, pp. 2816-2827, 2009.
[18] N. Cressie and C. K. Wikle, Space–Time Kalman Filter: John Wiley & Sons, Ltd, 2006.
[19] K. Mardia, et al., "The Kriged Kalman Filter," Test, vol. 7, pp. 217-282, 1998.
[20] A. S.-I. Noh, et al., "Comparison of the Mechanisms of the Zigbee's Indoor Localization Algorithm," presented at the Proceedings of the 2008 Ninth ACIS International Conference on Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing, 2008.
[21] 林景頎, "室內定位品質分析之研究," 國立成功大學電機工程研究所碩士論文, 2006.
[22] 林坤政, "利用無線感測網路模組進行室內定位之研究," 國立成功大學電機工程研究所碩士論文, 2007.
[23] 翁達庚, "無線感測網路自我定位演算法之實現與分析," 國立成功大學電機工程研究所碩士論文, 2008.
[24] 許彰益, "利用無線感測網路實現人員及時追蹤之研究," 國立成功大學電機工程研究所碩士論文, 2008.
[25] 陳聿祺, "利用離群值偵測技術於無線感測網路定位法則之實現與分析," 國立成功大學電機工程研究所碩士論文, 2010.
[26] H. Guangjie, et al., "Reference Node Selection Algorithm Based on Trilateration and Performance Analysis in Indoor Sensor Networks," in 2007 IEEE International Conference on Intelligent Computer Communication and Processing, 2007, pp. 177-184.
[27] L. Kezhong, et al., "A modified DV-Hop localization algorithm for wireless sensor networks," in IEEE International Conference on Intelligent Computing and Intelligent Systems, 2009, pp. 511-514.
[28] W. Yanhai, et al., "Improved Localization Algorithm in Wireless Sensor Networks," in Intelligent Computation Technology and Automation (ICICTA), 2011 International Conference on, 2011, pp. 576-579.
[29] W. Dianhong, et al., "An improved DV-Distance localization algorithm for wireless sensor networks," in Advanced Computer Control (ICACC), 2010 2nd International Conference on, 2010, pp. 472-476.
[30] M. Bshara, et al., "Fingerprinting Localization in Wireless Networks Based on Received-Signal-Strength Measurements: A Case Study on WiMAX Networks," IEEE Transactions on Vehicular Technology, vol. 59, pp. 283-294, 2010.
[31] 莊智清 and 黃國興, 電子導航: 全華科技圖書, 2001.
[32] J. Friedman and R. Tibshirani, "The Monotone Smoothing of Scatterplots," Technometrics, vol. 26, pp. 243-250, 1984.
[33] M. Hussian, et al., "Monotonic Regression for Assessment of Trends in Environmental Quality Data," presented at the European Congress on Computational Methods in Applied Science and Engineering (ECCOMAS), 2004.
[34] W. Härdle, Applied Nonparametric Regression: Cambridge University Press, 1990.
[35] D. I. Schneider, An introduction to programming using Visual Basic 6.0: Pearson/Prentice Hall, 2004.
[36] A. L. Ames, et al., The VRML 2.0 sourcebook: Wiley, 1997.
[37] 尤春風, CATIA V5 教育訓練手冊. 機械設計篇: 加樺國際, 2006.
[38] L. S. Hansen, Applied CATIA V5 R15: Industrial Press, 2007.
校內:2016-08-15公開