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Distributed Optimization of Second-Order nonlinear Multi-Agent Systems Subject to Communication Delays

机译:具有通信时延的二阶非线性多智能体系统的分布式优化

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In this paper, the distributed optimization problem of continuous-time second-order nonlinear multi-agent systems with communication delays under undirected graphs is studied. First, we show that the equilibrium point of the multi-agent systems with time delays is corresponding to the optimal solution of the problem. Next, based on gradient descent, we propose a distributed optimization algorithm. Besides, we analyze the global convergence of the algorithm by constructing a suitable Lyapunov function and linear matrix inequality. Finally, an example is presented to illustrate the effectiveness of our result.
机译:本文研究了无向图下具有通信延迟的连续时间二阶非线性多智能体系统的分布式优化问题。首先,我们证明了具有时滞的多智能体系统的平衡点与该问题的最优解相对应。接下来,基于梯度下降,我们提出了一种分布式优化算法。此外,我们通过构造合适的Lyapunov函数和线性矩阵不等式来分析算法的全局收敛性。最后,给出一个例子来说明我们的结果的有效性。

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