Title :
On the Performance of Linear Least-Squares Estimation in Wireless Positioning Systems
Author :
Gezici, Sinan ; Guvenc, Ismail ; Sahinoglu, Zafer
Author_Institution :
Dept. of Electr. & Electron. Eng., Bilkent Univ., Ankara
Abstract :
A common technique for wireless positioning is to estimate time-of-arrivals (TOAs) of signals traveling between a target node and a number of reference nodes, and then to determine the position of the target node based on those TOA parameters. In determining the position of the target node from TOA parameters, linear or nonlinear least-squares (LS) estimation techniques can be employed. Although the linear LS techniques are suboptimal in general, they facilitate low- complexity position estimation. In this paper, performance of various linear LS techniques are compared, and suboptimality of the linear approach is quantified in terms of the Cramer-Rao lower bound (CRLB). Simulations are performed to compare the performance of the linear LS approaches versus the CRLBs for linear and nonlinear techniques.
Keywords :
least mean squares methods; radio direction-finding; time-of-arrival estimation; Cramer-Rao lower bound; linear least-squares estimation; time-of-arrival estimation; wireless positioning systems; Communications Society; Computational complexity; Cost function; FCC; Laboratories; Parameter estimation; Peer to peer computing; Taylor series; USA Councils; Wireless sensor networks;
Conference_Titel :
Communications, 2008. ICC '08. IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-2075-9
Electronic_ISBN :
978-1-4244-2075-9
DOI :
10.1109/ICC.2008.789