With the rapid development of Internet of Things (IoT), massive devices are deployed, which poses severe challenges on access networks due to limited communication resources. When massive users contend for access, the information freshness gets worse caused by increasing collisions. It could be fatal for information freshness sensing scenarios, such as remote monitoring systems or self-driving systems, in which information freshness plays a critical part. In this paper, by taking the Age of Information (AoI) as the primary performance indicator, the information freshness using AMP-based grant-free scheme is investigated and compared with grant-based scheme. Base on the analysis, a user scheduling strategy with sleep threshold and forcing active threshold is proposed to further reduce average AoI (AAoI). Numerical results reveal that the AMP-based grant-free scheme can provide sufficient access capability with less pilot resources, and it is robust to the fluctuation of the number of active users. That ensures that the AMP-based grant-free scheme can keep the AAoI at a low level. It is also shown that the proposed threshold strategy can effectively improve the information freshness.
翻译:随着物联网(IoT)的迅速发展,已部署了大量装置,由于通信资源有限,对接入网络提出了严峻挑战;当大量用户争取通信资源时,信息新鲜度因碰撞增加而变得更为糟糕;对信息新鲜度感测情景,如远程监测系统或自我驱动系统等信息新鲜度具有致命性,其中信息新鲜度起着关键作用;在本文件中,将信息时代(AoI)作为主要业绩指标,对使用基于AMP的无赠款计划的信息新鲜度进行调查,并与赠款计划进行比较;在分析的基础上,提议采用有睡眠阈值的用户时间安排战略,并强制采用积极阈值,以进一步减少平均AoI(AAoI),数字结果显示,基于AMP的无赠款计划能够以较少的试点资源提供足够的访问能力,并且对活跃用户人数的波动十分有利;这确保基于AMP的无赠款计划能够将AoI保持在低水平;还表明,拟议的门槛战略能够有效地改进信息新鲜度。