Massive machine-type communications protocols have typically been designed under the assumption that coordination between users requires significant communication overhead and is thus impractical. Recent progress in efficient activity detection and collision-free scheduling, however, indicates that the cost of coordination can be much less than the naive scheme for scheduling. This work considers a scenario in which a massive number of devices with sporadic traffic seek to access a massive multiple-input multiple-output (MIMO) base-station (BS) and explores an approach in which device activity detection is followed by a single common feedback broadcast message, which is used both to schedule the active users to different transmission slots and to assign orthogonal pilots to the users for channel estimation. The proposed coordinated communication scheme is compared to two prevalent contention-based schemes: coded pilot access, which is based on the principle of coded slotted ALOHA, and an approximate message passing scheme for joint user activity detection and channel estimation. Numerical results indicate that scheduled massive access provides significant gains in the number of successful transmissions per slot and in sum rate, due to the reduced interference, at only a small cost of feedback.
翻译:在设计大规模机型通信协议时,通常假定用户之间的协调需要大量的通信间接费用,因而是不切实际的。但最近在有效活动探测和无碰撞时间安排方面取得的进展表明,协调费用可能远远低于天真的时间安排计划。这项工作考虑了一种假设情况,即大量零星交通装置试图进入一个庞大的多输入多输出(MIIMO)基站(BS),并探索一种方法,在探测设备活动之后,用单一的共同反馈广播信息来探测设备活动,这种信息既用于将活跃用户排到不同的传输槽,又用于为用户分配或远方试点进行频道估计。拟议的协调通信计划与两种普遍的争议型计划相比较:编码化试点访问,其依据是编码定档的ALOHA原则,以及联合用户活动探测和频道估计的大致信息传递计划。数字结果显示,由于干扰减少,预定的大规模访问在每槽成功传输的次数和总速率方面带来重大收益,但只花费少量的反馈费用。