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Distributed Event-Triggered Subgradient Method for Convex Optimization With General Step-Size

机译:具有普通阶梯大小的凸优化的分布式事件触发的子缩放方法

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摘要

In this paper, the consensus and optimization of a multiagent system in a distributed optimization problem with bounded constraint is discussed under the general step-size, which is square nonsummable. Firstly, a distributed projective subgradient algorithm is designed for time-varying directed communication topologies under the event-triggered mechanism. Secondly, the consensus and optimization of the system state and the ergodic average sequence are discussed. Finally, the effectiveness of the design algorithm and the correctness of the theoretical results is verified by a simulation example.
机译:在本文中,在一般的阶梯大小下讨论了与有界约束的分布式优化问题中的多层系统的共识和优化。首先,将分布式投射子缩影图算法设计用于在事件触发机制下的时变的通信拓扑。其次,讨论了系统状态和遍历平均序列的共识和优化。最后,通过模拟示例验证了设计算法的有效性和理论结果的正确性。

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