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|Title:||Cramér-Rao bound analysis of localization using signal strength difference as location fingerprint|
|Keywords:||Cramér-Rao lower bound|
|Citation:||Hossain, A.K.M.M.,Soh, W.-S. (2010). Cramér-Rao bound analysis of localization using signal strength difference as location fingerprint. Proceedings - IEEE INFOCOM : -. ScholarBank@NUS Repository. https://doi.org/10.1109/INFCOM.2010.5462020|
|Abstract:||In this paper, we analyze the Cramér-Rao Lower Bound (CRLB) of localization using Signal Strength Difference (SSD) as location fingerprint. This analysis has a dual purpose. Firstly, the properties of the bound on localization error may help in designing efficient localization algorithms. For example, utilizing one of the properties, we propose a way to define weights for a weighted K-Nearest Neighbor (K-NN) scheme which is shown to perform better than the K-NN algorithm. Secondly, it provides suggestions for a positioning system design by revealing error trends associated with the system deployment. In both cases, detailed analysis as well as experimental results are presented in order to support our claims. ©2010 IEEE.|
|Source Title:||Proceedings - IEEE INFOCOM|
|Appears in Collections:||Staff Publications|
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