Efficient Link Scheduling Solutions for the Internet of Things Under Rayleigh Fading

衰退 调度(生产过程) 瑞利衰落 计算机科学 近似算法 算法 符号 数学 离散数学 数学优化 解码方法 算术
作者
Kan Yu,Jiguo Yu,Xiuzhen Cheng,Dongxiao Yu,Anming Dong
出处
期刊:IEEE ACM Transactions on Networking [Institute of Electrical and Electronics Engineers]
卷期号:29 (6): 2508-2521 被引量:18
标识
DOI:10.1109/tnet.2021.3093306
摘要

Link scheduling is an appealing solution for ensuring the reliability and latency requirements of Internet of Things (IoT). Most existing results on the link scheduling problem were based on the graph or SINR (Signal-to-Interference-plus-Noise-Ratio) models, which ignored the impact of the random fading gain of the signals strength. In this paper, we address the link scheduling problem under the Rayleigh fading model. Both Shortest Link Scheduling (SLS) and Maximum Link Scheduling (MLS) problems are studied. In particular, we show that a set of links can be activated simultaneously under Rayleigh fading model if all link SINR constraints are satisfied. Based on the analysis of previous Link Diversity Partition (LDP) algorithm, we propose an Improved LDP (ILDP) algorithm and a centralized algorithm by localizing the global interference (denoted by CLT), building on which we design a distributed CLT algorithm (denoted by RCRDCLT) that converges to a constant approximation factor of the optimum with the time complexity of $O(\ln n)$ , where $n$ is the number of links. Furthermore, executing repeatedly RCRDCLT can solve the SLS with an approximation factor of $\Theta (\ln n)$ . Extensive simulations indicate that CLT is more effective than previous six popular link scheduling algorithms, and RCRDCLT has the lowest time complexity while only losses a constant fraction of the optimum schedule.
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