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The Age of Incorrect Information (AoII) is a metric that can combine thefreshness of the information available to a gateway in an Internet of Things(IoT) network with the accuracy of that information. As such, minimizing theAoII can allow the operators of IoT systems to have a more precise andup-to-date picture of the environment in which the sensors are deployed.However, most IoT systems do not allow for centralized scheduling or explicitcoordination, as sensors need to be extremely simple and consume as littlepower as possible. Finding a decentralized policy to minimize the AoII can beextremely challenging in this setting. This paper presents a heuristic tooptimize AoII for a slotted ALOHA system, starting from a threshold-basedpolicy and using dual methods to converge to a better solution. This method cansignificantly outperform state-independent policies, finding an efficientbalance between frequent updates and a low number of packet collisions.

A Decentralized Policy for Minimization of Age of Incorrect Information in Slotted ALOHA Systems