We design a self-decision goal-oriented multiple access scheme, where sensing agents observe a common event and individually decide to communicate the event's attributes as updates to the monitoring agents, to satisfy a certain goal. Decisions are based on the usefulness of updates, generated under uniform, change- and semantics-aware acquisition, as well as statistics and updates of other agents. We obtain optimal activation probabilities and threshold criteria for decision-making under all schemes, maximizing a grade of effectiveness metric. Alongside studying the effect of different parameters on effectiveness, our simulation results show that the self-decision scheme may attain at least 92% of optimal performance.
翻译:本文设计了一种自主决策的目标导向多址接入方案,其中多个感知代理观测同一事件,并各自决定是否将该事件的属性作为状态更新发送给监控代理,以满足特定目标。决策依据更新的效用性而制定,这些更新在均匀采集、变化感知采集和语义感知采集模式下生成,同时考虑了其他代理的统计信息与更新状态。我们推导了所有方案下最优的激活概率与决策阈值准则,以最大化效能评价指标。在分析不同参数对效能影响的同时,仿真结果表明,该自主决策方案能达到至少92%的最优性能水平。