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Algorithms for Location Estimation Based on (算法估计基于位置)
Algorithms for Location Estimation
Based on RSSI Sampling
Charalampos Papamanthou, Franco P. Preparata, and Roberto Tamassia
Department of Computer Science and Center for Geometric Computing
Brown University
{cpap,franco,rt}@cs.brown.edu
Abstract. In this paper, we re-examine the RSSI measurement model
for location estimation and provide the first detailed formulation of the
probability distribution of the position of a sensor node. We also show
how to use this probabilistic model to efficiently compute a good esti-
mation of the position of the sensor node by sampling multiple readings
from the beacons (where we do not merely use the mean of the samples)
and then minimizing a function with an acceptable computational effort.
The results of the simulation of our method in TOSSIM indicate that
the location of the sensor node can be computed in a small amount of
time and that the quality of the solution is competitive with previous
approaches.
1 Introduction
Estimating the location of a roaming sensor is a fundamental task for most
sensor networks applications. For example, if a sensor network has been deployed
to provide protection against fire (in this case, sensor nodes report a sudden
increase in temperature), we want to know the location of the sensor that triggers
an alert so that action can be taken accordingly. Additionally, some routing
protocols for sensor networks, such as geographical routing [15, 44], make routing
decisions based on the knowledge of the locations of the sensor nodes. Common
location estimation protocols that are widely adopted in practice assume that
there are some fixed nodes (base station
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