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 to the monitoring agents, to satisfy a certain goal. Decisions are based on the usefulness of contents, which are generated under uniform, change- and semantics-aware content acquisition, as well as statistics and contents of other agents. We obtain optimal activation probabilities and threshold criteria for decision-making under all schemes, maximizing a grade of effectiveness metric. Combined with a semantics-aware acquisition scheme, the self-decision scheme offers, on average, 29.52% higher effectiveness, 25.13% fewer drop-offs, and 67.21% fewer transmissions.
翻译:我们设计了一种自我决策的目标导向多址接入方案,其中感知代理观察共同事件并独立决定向监测代理传达该事件的属性,以满足特定目标。决策基于内容的有用性,这些内容是在统一、变化感知和语义感知的内容采集下生成的,同时考虑其他代理的统计信息和内容。我们在所有方案下获得了最优激活概率和决策阈值准则,从而使有效性度量指标最大化。结合语义感知采集方案,该自我决策方案平均有效性提高29.52%,掉线率降低25.13%,传输次数减少67.21%。