Nabla分数分布优化算法与定向通信拓扑

Xiaolin Hong, Yikun Zeng, Shuaiyu Zhou, Yiheng Wei
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引用次数: 0

摘要

通过引入nabla分数阶微积分,提出了平衡有向图的分数阶分布优化算法。该算法能以Mittag-Leffler的速度收敛于具有强凸和光滑目标函数的平衡连通有向图拓扑网络结构的精确解。通过数值算例验证了该算法的有效性,并展示了分数阶微积分在求解分布式优化问题中的潜力。
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Nabla fractional distributed optimization algorithm with directed communication topology
This paper proposes a fractional order distributed optimization algorithm for balanced directed graphs by introducing nabla fractional calculus. The proposed algorithm is shown to converge at the rate of Mittag-Leffler to the exact solution of the distributed optimization problem on balanced connected digraph topological network structure with strong convex and smooth objective function. A numerical example is provided to verify the effectiveness of the algorithm and demonstrate the potential of fractional calculus in addressing distributed optimization problems.
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