Quick discovery of mobile devices in the many-user regime — carrier sensing or simultaneous detection?

Altug Karakurt, A. Eryilmaz, C. E. Koksal
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Abstract

We consider the problem of detecting the active wireless stations among a very large population. This problem is highly relevant in applications involving passive and active RFID tags and dense IoT settings. The state of the art mainly utilizes interference avoiding (e.g., CSMA-based) approaches with the objective of identifying one station at a time. We first derive basic limits of the achievable delay with interference avoiding paradigm. Then, we consider the setting in which each station is assigned a signature sequence, picked at random from a specific alphabet and active stations transmit their signatures simultaneously upon activation. The challenge at the detector is to detect all active stations from the combined signature signal with low probability of misdetection and false positives. We show that, such an interference embracing approach can substantially reduce the detection delay, at an arbitrarily low probability of both types of detection errors, as the number of stations scale. We show that, under a randomized activation model the collision embracing detection scheme achieves Θ(log2(n)/log(log(n))) delay while the expected delay of existing CSMA schemes are Ω(log2(n)) for a population of n stations. Finally, we discuss large-scale implementation issues such as the design of low-complexity detection schemes and present numerical investigations.
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在多用户状态下快速发现移动设备——载波传感还是同步检测?
我们考虑了在非常大的人群中检测有源无线基站的问题。这个问题在涉及无源和有源RFID标签以及密集物联网设置的应用中高度相关。目前的技术状况主要利用避免干扰(例如,基于csma的)方法,目的是一次识别一个电台。我们首先推导出用避免干扰的范式可实现延迟的基本极限。然后,我们考虑这样的设置:每个电台被分配一个签名序列,从一个特定的字母表中随机挑选,活跃的电台在激活时同时发送他们的签名。检测器面临的挑战是在低误检和误报概率的情况下,从组合特征信号中检测出所有活动台站。我们表明,随着台站数量的增加,这种干扰包容方法可以在任意低的两种检测误差概率下大幅减少检测延迟。我们证明,在随机激活模型下,碰撞拥抱检测方案实现Θ(log2(n)/log(log(n)))延迟,而现有CSMA方案对n个站点的预期延迟为Ω(log2(n))。最后,我们讨论了大规模实现问题,如低复杂度检测方案的设计和目前的数值研究。
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