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Weighted Measurement Fusion Quantized Filtering with Bandwidth Constraints and Missing Measurements in Sensor Networks
Joint Authors
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-7, 7 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-02-04
Country of Publication
Egypt
No. of Pages
7
Main Subjects
Abstract EN
This paper is concerned with the estimation problem of a dynamic stochastic variable in a sensor network, where the quantization of scalar measurement, the optimization of the bandwidth scheduling, and the characteristic of transmission channels are considered.
For the imperfect channels with missing measurements in sensor networks, two weighted measurement fusion (WMF) quantized Kalman filters based on the quantized measurements arriving at the fusion center are presented.
One is dependent on the known message of whether a measurement is received.
The other is dependent on the probability of missing measurements.
They have the reduced computational cost and same accuracy as the corresponding centralized fusion filter.
The approximate solution for the optimal bandwidth-scheduling problem is given under a limited bandwidth constraint.
Furthermore, the vector measurement case is also discussed.
The simulation research shows the effectiveness.
American Psychological Association (APA)
Ding, Jian& Ma, Jing& Shuli, Sun. 2014. Weighted Measurement Fusion Quantized Filtering with Bandwidth Constraints and Missing Measurements in Sensor Networks. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-7.
https://search.emarefa.net/detail/BIM-501161
Modern Language Association (MLA)
Ding, Jian…[et al.]. Weighted Measurement Fusion Quantized Filtering with Bandwidth Constraints and Missing Measurements in Sensor Networks. Mathematical Problems in Engineering No. 2014 (2014), pp.1-7.
https://search.emarefa.net/detail/BIM-501161
American Medical Association (AMA)
Ding, Jian& Ma, Jing& Shuli, Sun. Weighted Measurement Fusion Quantized Filtering with Bandwidth Constraints and Missing Measurements in Sensor Networks. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-7.
https://search.emarefa.net/detail/BIM-501161
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-501161