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DISTRIBUTED SUBGRADIENT-FREE STOCHASTIC OPTIMIZATION ALGORITHM FOR NONSMOOTH CONVEX FUNCTIONS OVER TIME-VARYING NETWORKS 期刊论文
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2019, 卷号: 57, 期号: 4, 页码: 2821-2842
作者:  Wang, Yinghui;  Zhao, Wenxiao;  Hong, Yiguang;  Zamani, Mohsen
收藏  |  浏览/下载：120/0  |  提交时间：2019/10/28
distributed stochastic optimization  gradient-/subgadient-free algorithm  nonsmoothness  randomized differences  
Initialization-free distributed algorithms for optimal resource allocation with feasibility constraints and application to economic dispatch of power systems 期刊论文
AUTOMATICA, 2016, 卷号: 74, 页码: 259-269
作者:  Yi, Peng;  Hong, Yiguang;  Liu, Feng
收藏  |  浏览/下载：124/0  |  提交时间：2018/07/30
Resource allocation  Distributed optimization  Multi-agent system  Plug-and-play algorithm  Gradient flow  Projected dynamical system  Economic dispatch  
ON CONVERGENCE RATE OF DISTRIBUTED STOCHASTIC GRADIENT ALGORITHM FOR CONVEX OPTIMIZATION WITH INEQUALITY CONSTRAINTS 期刊论文
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2016, 卷号: 54, 期号: 5, 页码: 2872-2892
作者:  Yuan, Deming;  Ho, Daniel W. C.;  Hong, Yiguang
收藏  |  浏览/下载：126/0  |  提交时间：2018/07/30
distributed convex optimization  constrained optimization algorithm  stochastic gradient  convergence rate  
Global target aggregation and state agreement of nonlinear multi-agent systems with switching topologies 期刊论文
AUTOMATICA, 2009, 卷号: 45, 期号: 5, 页码: 1165-1175
作者:  Shi, Guodong;  Hong, Yiguang
收藏  |  浏览/下载：86/0  |  提交时间：2018/07/30
Agents  Coordination  Connectivity  Set stability  Convex analysis  Nonlinear systems