This paper investigates the problem of minimizing the Age of Incorrect Information (AoII) when the communication channel has a random delay. We consider a slotted-time system where a transmitter observes a dynamic source and decides when to send updates to a remote receiver through a channel with random delay. The receiver maintains estimates of the state of the dynamic source based on the received updates. In this paper, we adopt AoII as the performance metric and investigate the problem of optimizing the transmitter's action in each time slot to minimize AoII. We first characterize the considered problem using Markov Decision Process (MDP). Then, leveraging the policy improvement theorem and under an easy-to-verify condition, we prove that the optimal decision for the transmitter is to initiate a transmission whenever the channel is idle and AoII is not zero. The results apply to generic delay distribution. Lastly, we verify the condition numerically and provide the numerical results that highlight the performance of the optimal policy.
翻译:本文调查在通信频道随机延迟的情况下最大限度地减少错误信息年龄的问题。 我们考虑一个时间档系统,让发报机观察动态源,并决定何时通过随机延迟的频道向远程接收器发送更新信息。 接收器根据收到的更新信息维持对动态源状态的估计。 在本文中, 我们采用AoII作为性能衡量标准, 并调查每个时档优化发报机行动以最大限度地减少错误信息年龄的问题。 我们首先使用 Markov 决策程序( MDP) 来说明所考虑的问题。 然后, 利用政策改进标语, 并在易于核实的条件下, 我们证明对发报机的最佳决定是在频道闲置时启动传输, AoII 不为零。 结果适用于通用延迟分布。 最后, 我们用数字来核查条件, 并提供数字结果, 以突出最佳政策的表现 。