A survey of distributed optimization

T Yang, X Yi, J Wu, Y Yuan, D Wu, Z Meng… - Annual Reviews in …, 2019 - Elsevier
In distributed optimization of multi-agent systems, agents cooperate to minimize a global
function which is a sum of local objective functions. Motivated by applications including …

A survey on distributed online optimization and online games

X Li, L Xie, N Li - Annual Reviews in Control, 2023 - Elsevier
Distributed online optimization and online games have been increasingly researched in the
last decade, mostly motivated by their wide applications in sensor networks, robotics (eg …

Distributed online convex optimization with time-varying coupled inequality constraints

X Yi, X Li, L Xie, KH Johansson - IEEE Transactions on Signal …, 2020 - ieeexplore.ieee.org
This paper considers distributed online optimization with time-varying coupled inequality
constraints. The global objective function is composed of local convex cost and …

A review of distributed optimization: Problems, models and algorithms

Y Zheng, Q Liu - Neurocomputing, 2022 - Elsevier
With the development of big data and artificial intelligence, distributed optimization has
emerged as an indispensable tool for solving large-scale problems. In particular, the multi …

Distributed bandit online convex optimization with time-varying coupled inequality constraints

X Yi, X Li, T Yang, L Xie, T Chai… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Distributed bandit online convex optimization with time-varying coupled inequality
constraints is considered, motivated by a repeated game between a group of learners and …

Privacy-preserving distributed online optimization over unbalanced digraphs via subgradient rescaling

Y Xiong, J Xu, K You, J Liu, L Wu - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In this article, we investigate a distributed online constrained optimization problem with
differential privacy where the network is modeled by an unbalanced digraph with a row …

Distributed online convex optimization with an aggregative variable

X Li, X Yi, L Xie - IEEE Transactions on Control of Network …, 2021 - ieeexplore.ieee.org
This article investigates distributed online convex optimization in the presence of an
aggregative variable without any global/central coordinators over a multiagent network. In …

Distributed aggregative optimization over multi-agent networks

X Li, L Xie, Y Hong - IEEE Transactions on Automatic Control, 2021 - ieeexplore.ieee.org
This article proposes a new framework for distributed optimization, called distributed
aggregative optimization, which allows local objective functions to be dependent not only on …

Privacy masking stochastic subgradient-push algorithm for distributed online optimization

Q Lü, X Liao, T Xiang, H Li… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
This article investigates the problem of distributed online optimization for a group of units
communicating on time-varying unbalanced directed networks. The main target of the set of …

Distributed online aggregative optimization for dynamic multirobot coordination

G Carnevale, A Camisa… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This article focuses on an online version of the emerging distributed constrained
aggregative optimization framework, which is particularly suited for applications arising in …