Mobile sensor routing for parameter estimation of distributed systems using the parallel tunneling method

被引:5
作者
Zieba, Tomasz [1 ]
Ucinski, Dariusz [1 ]
机构
[1] Univ Zielona Gora, Inst Control & Computat Engn, PL-65246 Zielona Gora, Poland
关键词
sensor network; distributed parameter systems; optimum experimental design; tunneling algorithm; parallel computing;
D O I
10.2478/v10006-008-0028-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper deals with the problem of optimal path planning for a sensor network with mutliple mobile nodes, whose measurements are supposed to be primarily used to estimate unknown parameters of a system modelled by a partial differential equation. The adopted framework permits to consider two- or three-dimensional spatial domains and correlated observations. Since the aim is to maximize the accuracy of the estimates, a general functional defined on the relevant Fisher information matrix is used as the design criterion. Central to the approach is the parameterization of the sensor trajectories based on cubic B-splines. The resulting finite-dimensional global optimization problem is then solved using a parallel version of the tunneling algorithm. A numerical example is included to clearly demonstrate the idea presented in the paper.
引用
收藏
页码:307 / 318
页数:12
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