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In this paper, we consider a network of agents that has to self-assign a set of tasks while respecting resource constraints. One possible formulation is the Generalized Assignment Problem, where the goal is to find a maximum payoff while…

最优化与控制 · 数学 2021-10-12 Andrea Testa , Giuseppe Notarstefano

Large scale systems are forecasted to greatly impact our future lives thanks to their wide ranging applications including cooperative robotics, mobility on demand, resource allocation, supply chain management. While technological…

最优化与控制 · 数学 2024-12-20 Dario Paccagnan

The idle computers on a local area, campus area, or even wide area network represent a significant computational resource---one that is, however, also unreliable, heterogeneous, and opportunistic. This type of resource has been used…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Adriana Iamnitchi , Ian Foster

We propose a distributed control, in which many identical control agents are deployed for controlling a linear time-invariant plant that has multiple input-output channels. Each control agent can join or leave the control loop during the…

系统与控制 · 电气工程与系统科学 2022-12-20 Taekyoo Kim , Donggil Lee , Hyungbo Shim

Efficiently solving path planning problems for a large number of robots is critical to the successful operation of modern warehouses. The existing approaches adopt classical shortest path algorithms to plan in environments whose cells are…

This paper presents resource management techniques for allocating communication and computational resources in a distributed stream processing platform. The platform is designed to exploit the synergy of two classes of network connections…

分布式、并行与集群计算 · 计算机科学 2009-03-25 Shah Asaduzzaman , Muthucumaru Maheswaran

Distributed optimization provides a framework for deriving distributed algorithms for a variety of multi-robot problems. This tutorial constitutes the first part of a two-part series on distributed optimization applied to multi-robot…

机器人学 · 计算机科学 2024-12-02 Ola Shorinwa , Trevor Halsted , Javier Yu , Mac Schwager

Min-max problems are important in multi-agent sequential decision-making because they improve the performance of the worst-performing agent in the network. However, solving the multi-agent min-max problem is challenging. We propose a…

多智能体系统 · 计算机科学 2024-05-31 Alexandros E. Tzikas , Jinkyoo Park , Mykel J. Kochenderfer , Ross E. Allen

Resource allocation and scheduling in multi-agent systems present challenges due to complex interactions and decentralization. This survey paper provides a comprehensive analysis of distributed algorithms for addressing the distributed…

A variety of problems in distributed control involve a networked system of autonomous agents cooperating to carry out some complex task in a decentralized fashion, e.g., orienting a flock of drones, or aggregating data from a network of…

分布式、并行与集群计算 · 计算机科学 2018-05-01 Bernadette Charron-Bost , Patrick Lambein-Monette

Spatial multi-agency has been receiving growing attention from researchers exploring many of the aspects and modalities of this phenomenon. The aim is to develop the theoretical background needed for a multitude of applications involving…

机器人学 · 计算机科学 2016-07-12 Ahmad A. Masoud

We formulate computation offloading as a decentralized decision-making problem with autonomous agents. We design an interaction mechanism that incentivizes agents to align private and system goals by balancing between competition and…

多智能体系统 · 计算机科学 2022-06-22 Jing Tan , Ramin Khalili , Holger Karl , Artur Hecker

The problem of optimizing a sequence of tasks for a robot, also known as multi-point manufacturing, is a well-studied problem. Many of these solutions use a variant of the Traveling Salesman Problem (TSP) and seek to find the minimum…

机器人学 · 计算机科学 2022-05-06 Gavin Strunk

This paper considers the problem of designing a dynamical system to solve constrained optimization problems in a distributed way and in an anytime fashion (i.e., such that the feasible set is forward invariant). For problems with separable…

最优化与控制 · 数学 2023-09-07 Pol Mestres , Jorge Cortés

This paper considers a distributed multi-agent optimization problem, with the global objective consisting of the sum of local objective functions of the agents. The agents solve the optimization problem using local computation and…

分布式、并行与集群计算 · 计算机科学 2017-11-07 Shripad Gade , Nitin H. Vaidya

In this paper, we consider the inventory management (IM) problem where we need to make replenishment decisions for a large number of stock keeping units (SKUs) to balance their supply and demand. In our setting, the constraint on the shared…

人工智能 · 计算机科学 2022-12-20 Yuandong Ding , Mingxiao Feng , Guozi Liu , Wei Jiang , Chuheng Zhang , Li Zhao , Lei Song , Houqiang Li , Yan Jin , Jiang Bian

This article discusses the algorithms for finding the optimal solution of problems related to the location of temporary storage of goods, warehouses, factories for processing raw materials and shops selling the final product in the…

最优化与控制 · 数学 2019-04-09 Oleg Malafeyev , Schenikova Snezhana

Multi-level optimization has gained increasing attention in recent years, as it provides a powerful framework for solving complex optimization problems that arise in many fields, such as meta-learning, multi-player games, reinforcement…

机器学习 · 计算机科学 2023-10-11 Shuoguang Yang , Xuezhou Zhang , Mengdi Wang

Decentralized control schemes are increasingly favored in various domains that involve multi-agent systems due to the need for computational efficiency as well as general applicability to large-scale systems. However, in the absence of an…

机器人学 · 计算机科学 2023-05-24 Yiwei Lyu , Wenhao Luo , John M. Dolan

In this paper we focus on the distributed quantized average consensus problem in open multi-agent systems consisting of dynamic directed communication links among active nodes. We propose three communication-efficient distributed algorithms…

系统与控制 · 电气工程与系统科学 2026-03-10 Jiaqi Hu , Karl H. Johansson , Apostolos I. Rikos