Scheduling to Minimize Age of Information in Multi-State Time-Varying Networks with Power Constraints

被引:0
|
作者
Tang, Haoyue [1 ]
Wang, Jintao [1 ,2 ]
Song, Linqi [3 ]
Song, Jian [1 ,2 ]
机构
[1] Tsinghua Univ, Beijing Natl Res Ctr Informat Sci & Technol BNRis, Dept Elect Engn, Beijing 100084, Peoples R China
[2] Tsinghua Univ Shenzhen, Res Inst, Shenzhen 518057, Peoples R China
[3] City Univ Hong Kong, Dept Comp Sci, Kowloon Tong, Hong Kong, Peoples R China
基金
国家重点研发计划;
关键词
Age of Information; Cross-layer Design; Opportunistic Scheduling; Constrained Markov Decision Process; TRANSMISSION;
D O I
10.1109/allerton.2019.8919867
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 paper, we study how to collect fresh data in time-varying networks with power constrained users. We measure data freshness from the perspective of the central controller by using the metric Age of Information, namely the time elapsed since the generation time-stamp of the freshest information. We wonder what is the minimum AoI performance the network can achieve and how to design scheduling algorithms to approach it. To answer these questions when scheduling decisions are restricted to bandwidth constraint, we first decouple the multi-user scheduling problem into a single user constrained Markov decision process (CMDP) through relaxation of the hard bandwidth constraint. Next we exploit the threshold structure of the optimal policy for the decoupled single user CMDP and obtain the optimum solution through linear programming (LP). Finally, an asymptotic optimal truncated policy that can satisfy the hard bandwidth constraint is built upon the optimal solution to each of the decoupled single-user sub-problem. The performance is verified through simulations. Our investigation shows that to obtain a small AoI performance, the scheduler exploits good channels to schedule users supported by limited power. Users equipped with enough transmission power are updated in a timely manner such that the bandwidth constraint can be satisfied.
引用
收藏
页码:1198 / 1205
页数:8
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