Title :
Performance Evaluation of Localization Algorithms with Measurement Errors in WSNs
Author :
Zhao, Erdun ; Zheng, JunHong ; Yao, Juan ; Liu, Xinxin
Author_Institution :
Dept. of Comput. Sci., Central China Normal Univ., Wuhan, China
Abstract :
Node localization is an important area in wireless sensor networks (WSNs). Because there are unavoidable measurement errors by the popular distance measurement techniques such as RSSI and TOA, the localization precision is the main evaluation criteria for localization algorithms. In this paper, we compare the performances of localization algorithms in different error models by simulation and show that some algorithms are more sensitive to measurement errors than others. The localization errors are more serious when measurement error models are different for distance from various beacon nodes. We give a nonlinear optimal model for this case and employ the Newton Iteration algorithm to solve this problem. Simulation shows it is better when give different weights to different error models can give a better measurement precision.
Keywords :
Newton method; distance measurement; wireless sensor networks; Newton iteration algorithm; RSSI; TOA; WSN; distance measurement techniques; measurement error models; node localization algorithms; nonlinear optimal model; performance evaluation; wireless sensor networks; Algorithm design and analysis; Equations; Gaussian distribution; Mathematical model; Measurement errors; Measurement uncertainty; Wireless sensor networks;
Conference_Titel :
Wireless Communications, Networking and Mobile Computing (WiCOM), 2011 7th International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-6250-6
DOI :
10.1109/wicom.2011.6040368