In this paper, a fully distributed averaging algorithm in the presence of adversarial Byzantine agents is proposed. The algorithm is based on a resilient retrieval procedure, where all non-Byzantine nodes send their own initial values and retrieve those of other agents. We establish that the convergence of the proposed algorithm relies on strong robustness of the graph for locally bounded adversaries. A topology analysis in terms of time complexity and relation between connectivity metrics is also presented. Simulation results are provided to verify the effectiveness of the proposed algorithms under prescribed graph conditions.
翻译:在本文中,提出了在对抗性拜占庭代理商在场的情况下完全分布平均算法,该算法以具有弹性的检索程序为基础,所有非拜占庭节点都发送自己的初始值,并检索其他代理商的初始值。我们确定,拟议的算法的趋同取决于图表对与当地接壤的对手的强大坚固度。还介绍了关于时间复杂性和连通度指标之间关系的地形分析。提供了模拟结果,以核实在规定的图表条件下拟议算法的有效性。