4.7 Article

Analysis of Slotted ALOHA With an Age Threshold

期刊

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/JSAC.2021.3065043

关键词

Slotted ALOHA; threshold-ALOHA; Age of Information; random access; thinning; stabilized ALOHA

资金

  1. Scientific and Technological Research Council of Turkey (TUBITAK) [117E215, 119C028]

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This study comprehensively analyzes threshold-ALOHA, finding that the optimal age threshold and transmission probability are 2.2n and 4.69/n respectively, and the optimal AoI scales with the network size as 1.4169n, almost half the minimum achievable with slotted ALOHA, with throughput loss remaining below 1%. Comparing the performance of this algorithm to that of the SAT policy reveals insights into their efficacy in network communication systems.
We present a comprehensive steady-state analysis of threshold-ALOHA, a distributed age-aware modification of slotted ALOHA proposed in recent literature. In threshold-ALOHA, each terminal suspends its transmissions until the Age of Information (AoI) of the status update flow it is sending reaches a certain threshold G. Once the age exceeds G, the terminal attempts transmission with constant probability t in each slot, as in standard slotted ALOHA. We analyze the time-average expected AoI attained by this policy, and explore its scaling with network size, n. We derive the probability distribution of the number of active users at steady state, and show that as network size increases the policy converges to one that runs slotted ALOHA with fewer sources: on average about one fifth of the users is active at any time. We obtain an expression for steady-state expected AoI and use this to optimize the parameters G and t, resolving the conjectures in previous literature by confirming that the optimal age threshold and transmission probability are 2.2n and 4.69/n, respectively. We find that the optimal AoI scales with the network size as 1.4169n, which is almost half the minimum AoI achievable with slotted ALOHA, while the loss from the maximum throughput of e-1 remains below 1%. We compare the performance of this rudimentary algorithm to that of the SAT policy [2] that dynamically adapts its transmission probabilities.

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