In this paper, we consider a status update system, where an access point collects measurements from multiple sensors that monitor a common physical process, fuses them, and transmits the aggregated sample to the destination over an erasure channel. Under a typical information fusion scheme, the distortion of the fused sample is inversely proportional to the number of measurements received. Our goal is to minimize the long-term average age while satisfying the average energy and general age-based distortion requirements. Specifically, we focus on the setting in which the distortion requirement is stricter when the age of the update is older. We show that the optimal policy is a mixture of two stationary, deterministic, threshold-based policies, each of which is optimal for a parameterized problem that aims to minimize the weighted sum of the age and energy under the distortion constraint. We then derive analytically the associated optimal average age-cost function and characterize its performance in the large threshold regime, the results of which shed critical insights on the tradeoff among age, energy, and the distortion of the samples. We have also developed a closed-form solution for the special case when the distortion requirement is independent of the age, arguably the most important setting for practical applications.
翻译:在本文中,我们考虑一个状况更新系统,在该系统中,一个接入点从监测共同物理过程的多个传感器收集测量数据,将其连接起来,并在一个绝缘通道上将汇总样本传送到目的地。在典型的信息聚合计划下,引信样本的扭曲与收到的测量数量成反比。我们的目标是在满足平均能量和一般年龄扭曲要求的同时,尽量减少长期平均年龄,同时满足平均能量和一般年龄扭曲要求。具体地说,我们侧重于在更新年龄老时扭曲要求更加严格的环境。我们表明,最佳政策是两种固定、确定性、门槛性政策相结合,每一种政策都是针对一个参数化问题的最佳办法,目的是尽量减少扭曲制约下年龄和能量的加权总和。我们然后从分析中得出相关的最佳平均年龄成本功能,并在大门槛制度中描述其性能,其结果对年龄、能量和样品扭曲的权衡产生了关键洞察力。我们还为在扭曲要求独立于年龄的情况下的特殊情况制定了一种封闭式解决办法。</s>