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A Novel Approach for Fast Average Consensus Under Unreliable Communication in Distributed Multi Agent Networks

机译:分布式多代理网络不可靠通信下快速平均共识的新方法

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摘要

In this research an algorithm is proposed to find the total number of agents participating in a multi agent network. Also to achieve hasten distributed average consensus in order to consider a network with reliable and unreliable communication links. Class of algorithm is considered in which fixed initial state values are assigned to all agents in the network, with the iterations they updates their initial values by communicating with their neighboring agents within a multi agent network. Algorithm with weighted matrix satisfy the convergence condition of average consensus and accelerate the method to achieve the consensus. Usually this convergence process is relatively sluggish and take moreover numerous iterations to achieve a consensus. To overcome the above issues, a new approach is proposed in order to minimize the rate of convergence. A two step algorithm has been proposed, where in step one each agent employs a linear predictor to predict future agent values. In second step the computed values are used to proceed further by the other agents to achieve consensus in order to bypass the redundant states. In the end proposed algorithm is compared with other existing consensus frameworks to strengthen the claim regarding the proposed two step algorithm which leads to escalate the rate of convergence and reduces the number of iterations.
机译:在本研究中,提出了一种算法来查找参与多代理网络的代理总数。还要实现Hasten分布式平均共识,以便将网络考虑具有可靠和不可靠的通信链接。考虑算法类别,其中固定初始状态值被分配给网络中的所有代理,其中迭代通过与多代理网络中的相邻代理通信,它们更新其初始值。具有加权矩阵的算法满足平均共识的收敛条件,加速了实现共识的方法。通常,这种融合过程相对迟缓,并且提供了许多迭代来实现共识。为了克服上述问题,提出了一种新方法,以尽量减少收敛速度。已经提出了两个步骤算法,其中在步骤1中,每个代理采用线性预测器来预测未来的代理值。在第二步中,计算的值用于通过其他代理进一步前进以实现共识,以便绕过冗余状态。在最后,提出的算法与其他现有共识框架进行了比较,以加强关于提出的两个步骤算法的索赔,这导致升级收敛速率并减少迭代的数量。

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