On a stochastic sensor selection algorithm with applications in sensor scheduling and sensor coverage

被引:346
作者
Gupta, V [1 ]
Chung, TH [1 ]
Hassibi, B [1 ]
Murray, RM [1 ]
机构
[1] CALTECH, Div Engn & Appl Sci, Pasadena, CA 91125 USA
基金
美国国家航空航天局; 美国国家科学基金会;
关键词
sensor selection; sensor location selection; distributed sensor networks; Riccati-like equation; random algorithms;
D O I
10.1016/j.automatica.2005.09.016
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this note we consider the following problem. Suppose a set of sensors is jointly trying to estimate a process. One sensor takes a measurement at every time step and the measurements are then exchanged among all the sensors. What is the sensor schedule that results in the minimum error covariance? We describe a stochastic sensor selection strategy that is easy to implement and is computationally tractable. The problem described above comes up in many domains out of which we discuss two. In the sensor selection problem, there are multiple sensors that cannot operate simultaneously (e.g., sonars in the same frequency band). Thus measurements need to be scheduled. In the sensor coverage problem, a geographical area needs to be covered by mobile sensors each with limited range. Thus from every position, the sensors obtain a different view-point of the area and the sensors need to optimize their trajectories. The algorithm is applied to these problems and illustrated through simple examples. (c) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:251 / 260
页数:10
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