Optimal Scheduling Policy for Spatio-temporally

被引:0
|
作者
Hakansson, Victor Wattin [1 ]
Venkategowda, Naveen K. D. [1 ]
Werner, Stefan [1 ]
机构
[1] NTNU Norwegian Univ Sci & Technol, Dept Elect Syst, Trondheim, Norway
关键词
Wireless sensor networks; age-of-information; scheduling; spatio-temporal correlation; sequential decision-making; STATE ESTIMATION; INFORMATION; AGE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes an optimal scheduling policy for a remote estimation problem, where sensor observations of two spatio-temporally correlated processes are broadcasted to two remote estimators. At each time instant only a single observation can be communicated. For this purpose, a system scheduler determines which sensor measurement is communicated. The scheduler cannot observe measurements, and exploits age-of-information (AoI) to calculate the expected estimation error. We derive an optimal scheduling policy, with AoI as state-variable, that minimizes the average mean squared error for an infinite time horizon. The obtained policy yields a periodic scheduling of the sensor measurements, and we show that the AoI for the process with the largest marginal variance does not exceed one.
引用
收藏
页码:1146 / 1151
页数:6
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