On geometric upper bounds for positioning algorithms in wireless sensor networks
Artikel i vetenskaplig tidskrift, 2015

This paper studies the possibility of upper bounding the position error for range-based positioning algorithms in wireless sensor networks. In this study, we argue that in certain situations when the measured distances between sensor nodes have positive errors, e.g., in non-line-of-sight (NLOS) conditions, the target node is confined to a closed bounded convex set (a feasible set) which can be derived from the measurements. Then, we formulate two classes of geometric upper bounds with respect to the feasible set. If an estimate is available, either feasible or infeasible, the position error can be upper bounded as the maximum distance between the estimate and any point in the feasible set (the first bound). Alternatively, if an estimate given by a positioning algorithm is always feasible, the maximum length of the feasible set is an upper bound on position error (the second bound). These bounds are formulated as nonconvex optimization problems. To progress, we relax the nonconvex problems and obtain convex problems, which can be efficiently solved. Simulation results show that the proposed bounds are reasonably tight in many situations, especially for NLOS conditions.

Convex feasibility problem

Wireless sensor networks

Worst-case position error

Semidefinite relaxation

Positioning problem

Projection onto convex set

Quadratic programming

Position error

Non-line-of-sight

Författare

Mohammad Reza Gholami

The Royal Institute of Technology (KTH)

Erik Ström

Signaler och system, Kommunikationssystem, informationsteori och antenner, Kommunikationssystem

Henk Wymeersch

Signaler och system, Kommunikationssystem, informationsteori och antenner, Kommunikationssystem

Mats Rydström

Ericsson Sweden

Signal Processing

0165-1684 (ISSN)

Vol. 111 179-193

Styrkeområden

Informations- och kommunikationsteknik

Ämneskategorier

Kommunikationssystem

Signalbehandling

DOI

10.1016/j.sigpro.2014.12.015