Distributed particle filters for sensor networks

M Coates - Proceedings of the 3rd international symposium on …, 2004 - dl.acm.org
This paper describes two methodologies for performing distributed particle filtering in a
sensor network. It considers the scenario in which a set of sensor nodes make multiple …

An information-based approach to sensor management in large dynamic networks

CM Kreucher, AO Hero, KD Kastella… - Proceedings of the …, 2007 - ieeexplore.ieee.org
This paper addresses the problem of sensor management for a large network of agile
sensors. Sensor management, as defined here, is the process of dynamically retasking agile …

Consensus based distributed particle filter in sensor networks

D Gu, J Sun, Z Hu, H Li - 2008 International Conference on …, 2008 - ieeexplore.ieee.org
This paper presents a distributed particle filter over sensor networks. We propose two major
steps to make a particle filter to work in a distributed way. The first step is the estimation of …

Target tracking by particle filtering in binary sensor networks

PM Djuric, M Vemula, MF Bugallo - IEEE Transactions on …, 2008 - ieeexplore.ieee.org
We present particle filtering algorithms for tracking a single target using data from binary
sensors. The sensors transmit signals that identify them to a central unit if the target is in their …

Distributed particle filter with GMM approximation for multiple targets localization and tracking in wireless sensor network

X Sheng, YH Hu, P Ramanathan - IPSN 2005. Fourth …, 2005 - ieeexplore.ieee.org
Two novel distributed particle filters with Gaussian mixer approximation are proposed to
localize and track multiple moving targets in a wireless sensor network. The distributed …

Set-membership constrained particle filter: Distributed adaptation for sensor networks

S Farahmand, SI Roumeliotis… - IEEE Transactions on …, 2011 - ieeexplore.ieee.org
Target tracking is investigated using particle filtering of data collected by distributed sensors.
In lieu of a fusion center, local measurements must be disseminated across the network for …

Distributed particle filter for target tracking

D Gu - Proceedings 2007 IEEE International Conference on …, 2007 - ieeexplore.ieee.org
This paper investigates target tracking using a distributed particle filter over sensor networks.
Gaussian mixture model is adopted to approximate the posterior distribution of weighted …

Detection and tracking using particle-filter-based wireless sensor networks

N Ahmed, M Rutten, T Bessell… - IEEE Transactions …, 2010 - ieeexplore.ieee.org
The work reported in this paper investigates the performance of the Particle Filter (PF)
algorithm for tracking a moving object using a wireless sensor network (WSN). It is well …

Real-time particle filters

C Kwok, D Fox, M Meila - Advances in neural information …, 2002 - proceedings.neurips.cc
Particle filters estimate the state of dynamical systems from sensor information. In many real
time applications of particle filters, however, sensor information arrives at a significantly …

Distributed Kalman filtering for sensor networks

R Olfati-Saber - 2007 46th IEEE Conference on Decision and …, 2007 - ieeexplore.ieee.org
In this paper, we introduce three novel distributed Kalman filtering (DKF) algorithms for
sensor networks. The first algorithm is a modification of a previous DKF algorithm presented …