不可靠有向通信下异步分布式优化的对偶上升算法
最优化与控制
2019-02-22 v2
摘要
我们指出 Bof-Carli-Schenato 提出的不可靠通信有向图上的平均一致性算法具有对偶优化解释，并可推广到分布式优化情形。我们报告了针对光滑与非光滑函数的分布式优化算法的数值模拟。
引用
@article{arxiv.1809.09516,
title = {A dual ascent algorithm for asynchronous distributed optimization with unreliable directed communications},
author = {C. H. Jeffrey Pang},
journal= {arXiv preprint arXiv:1809.09516},
year = {2019}
}
备注
13 pages, 2 figures. Elaborated proofs, mostly in Theorems 3.2 and 3.3. Added a figure to describe the algorithm of Bof-Carli-Schenato