Age-based Scheduling: Improving Data Freshness for Wireless Real-Time Traffic

被引:102
|
作者
Lu, Ning [1 ]
Ji, Bo [2 ]
Li, Bin [3 ]
机构
[1] Thompson Rivers Univ, Dept CS, Kamloops, BC, Canada
[2] Temple Univ, Dept CIS, Philadelphia, PA 19122 USA
[3] Univ Rhode Isl, Dept ECBE, Kingston, RI 02881 USA
基金
美国国家科学基金会; 加拿大自然科学与工程研究理事会;
关键词
Data freshness; wireless scheduling; age of information; real-time traffic; ad hoc networks;
D O I
10.1145/3209582.3209602
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We consider the problem of scheduling real-time traffic with hard deadlines in a wireless ad hoc network. In contrast to existing real-time scheduling policies that merely ensure a minimal timely throughput, our design goal is to provide guarantees on both the timely throughput and data freshness in terms of age-of-information (AoI), which is a newly proposed metric that captures the "age" of the most recently received information at the destination of a link. The main idea is to introduce the AoI as one of the driving factors in making scheduling decisions. We first prove that the proposed scheduling policy is feasibility-optimal, i.e., satisfying the per-traffic timely throughput requirement. Then, we derive an upper bound on a considered data freshness metric in terms of AoI, demonstrating that the network-wide data freshness is guaranteed and can be tuned under the proposed scheduling policy. Interestingly, we reveal that the improvement of network data freshness is at the cost of slowing down the convergence of the timely throughput. Extensive simulations are performed to validate our analytical results. Both analytical and simulation results confirm the capability of the proposed scheduling policy to improve the data freshness without sacrificing the feasibility optimality.
引用
收藏
页码:191 / 200
页数:10
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