Optimal Online Transmission Schedule for Remote State Estimation over a Hidden Markovian Channel

被引:1
|
作者
Sun, Bowen
Cao, Xianghui [1 ]
Wang, Le
Sun, Changyin
机构
[1] Southeast Univ, Sch Automat, Nanjing, Jiangsu, Peoples R China
来源
IFAC PAPERSONLINE | 2020年 / 53卷 / 02期
基金
中国国家自然科学基金;
关键词
Cyber-physical Systems; Markov decision process; Hidden Markov model; STABILITY;
D O I
10.1016/j.ifacol.2020.12.228
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 investigates the optimal transmission scheduling problem in remote state estimation systems over an unreliable wireless channel where the channel state evolves as a Markov chain. However, due to inaccurate observations of the channel state, the wireless channel is modeled as a hidden Markov chain. We propose a prediction algorithm based on the Viterbi algorithm to estimate the channel state. To save the wireless sensor's energy, we consider scheduling the transmission of sensor transmissions while balancing between estimation performance and sensor energy expenditure. By jointly considering performance and energy, we formulate the scheduling problem as a Markov decision process. We prove the existence of the optimal transmission policy and derive a threshold structure of the optimal strategy. Finally, the performance of the proposed method is evaluated through simulations. Copyright (C) 2020 The Authors.
引用
收藏
页码:2519 / 2525
页数:7
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