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In this paper, we study the problem of consensus-based distributed optimization where a network of agents, abstracted as a directed graph, aims to minimize the sum of all agents' cost functions collaboratively. In existing distributed…

系统与控制 · 电气工程与系统科学 2022-08-30 Xiaomeng Chen , Lingying Huang , Lidong He , Subhrakanti Dey , Ling Shi

This paper considers self-triggered consensus control of unknown linear multi-agent systems (MASs). Self-triggering mechanisms (STMs) are widely used in MASs, thanks to their advantages in avoiding continuous monitoring and saving computing…

系统与控制 · 电气工程与系统科学 2023-10-20 Yifei Li , Xin Wang , Jian Sun , Gang Wang , Jie Chen

This paper introduces a decentralized multi-agent reinforcement learning framework enabling structurally heterogeneous teams of agents to jointly discover and acquire randomly located targets in environments characterized by partial…

机器人学 · 计算机科学 2026-01-14 Gabriele Calzolari , Vidya Sumathy , Christoforos Kanellakis , George Nikolakopoulos

In this paper, we study delayed regulated state/output synchronization for discrete-time homogeneous and heterogeneous networks of multi-agent systems (MAS) subject to unknown, non-uniform and arbitrarily large communication delays. A delay…

系统与控制 · 电气工程与系统科学 2020-07-08 Donya Nojavanzadeh , Zhenwei Liu , Ali Saberi , Anton A. Stoorvogel

Existing methods for safe multi-agent control using logic specifications like Signal Temporal Logic (STL) often face scalability issues. This is because they rely either on single-agent perspectives or on Mixed Integer Linear Programming…

多智能体系统 · 计算机科学 2025-01-13 Joe Eappen , Zikang Xiong , Dipam Patel , Aniket Bera , Suresh Jagannathan

This paper proposes a differentially private recursive least squares algorithm to estimate the parameter of autoregressive systems with exogenous inputs and multi-participants (MP-ARX systems) and protect each participant's sensitive…

系统与控制 · 电气工程与系统科学 2025-03-03 Jianwei Tan , Jimin Wang , Ji-Feng Zhang

We address the problem of synthesizing distorting mechanisms that maximize infinite horizon privacy for Networked Control Systems (NCSs). We consider stochastic LTI systems where information about the system state is obtained through noisy…

密码学与安全 · 计算机科学 2023-07-28 Haleh Hayati , Nathan van de Wouw , Carlos Murguia

In this paper, we address the problem of prescribed-time leader-following consensus of heterogeneous multi-agent systems (MASs) in the presence of unknown sensor sensitivity. Under a connected undirected topology, we propose a time-varying…

系统与控制 · 电气工程与系统科学 2024-04-26 Hefu Ye , Changyun Wen , Yongduan Song

Decentralized optimization enables a network of agents to cooperatively optimize an overall objective function without a central coordinator and is gaining increased attention in domains as diverse as control, sensor networks, data mining,…

最优化与控制 · 数学 2023-12-27 Yongqiang Wang , Angelia Nedic

How can agents exchange information to learn while protecting privacy? Healthcare centers collaborating on clinical trials must balance knowledge sharing with safeguarding sensitive patient data. We address this challenge by using…

机器学习 · 计算机科学 2025-03-19 Marios Papachristou , M. Amin Rahimian

We present Stratified Metric Temporal Logic (SMTL), a novel formalism for specifying and verifying properties of complex cyber-physical systems that exhibit behaviors across multiple temporal and abstraction scales. SMTL extends existing…

系统与控制 · 电气工程与系统科学 2025-01-13 Ali Baheri , Peng Wei

We tackle the challenging problem of multi-agent cooperative motion planning for complex tasks described using signal temporal logic (STL), where robots can have nonlinear and nonholonomic dynamics. Existing methods in multi-agent motion…

机器人学 · 计算机科学 2022-01-17 Dawei Sun , Jingkai Chen , Sayan Mitra , Chuchu Fan

This paper studies cooperative control of noncooperative double-integrator multi-agent systems (MASs) with input delay on connected directed graphs in the context of a differential graphical game (DGG). In the distributed DGG, each agent…

系统与控制 · 电气工程与系统科学 2024-03-04 Hossein B. Jond

This paper addresses the persistent monitoring problem defined on a network where a set of nodes (targets) needs to be monitored by a team of dynamic energy-aware agents. The objective is to control the agents' motion to jointly optimize…

系统与控制 · 电气工程与系统科学 2021-02-26 Shirantha Welikala , Christos G. Cassandras

This work considers online optimal motion planning of an autonomous agent subject to linear temporal logic (LTL) constraints. The environment is dynamic in the sense of containing mobile obstacles and time-varying areas of interest (i.e.,…

机器人学 · 计算机科学 2021-10-19 Mingyu Cai , Hao Peng , Zhijun Li , Hongbo Gao , Zhen Kan

Retrieval-Augmented Generation (RAG) enhances large language models (LLMs) by grounding them in external knowledge. However, its application in sensitive domains is limited by privacy risks. Existing private RAG methods typically rely on…

密码学与安全 · 计算机科学 2026-05-13 Junki Mori , Kazuya Kakizaki , Taiki Miyagawa , Jun Sakuma

This paper proposes a novel approach to addressing the output synchronization problem in unknown heterogeneous multi-agent systems (MASs) using noisy data. Unlike existing studies that focus on noiseless data, we introduce a distributed…

系统与控制 · 电气工程与系统科学 2023-07-17 Yifei Li , Wenjie Liu , Jian Sun , Gang Wang , Lihua Xie , Jie Chen

We present Shrinking Horizon Model Predictive Control (SHMPC) for discrete-time linear systems with Signal Temporal Logic (STL) specification constraints under stochastic disturbances. The control objective is to maximize an optimization…

系统与控制 · 计算机科学 2017-05-08 Samira S. Farahani , Rupak Majumdar , Vinayak Prabhu , Sadegh Esmaeil Zadeh Soudjani

In this paper, we consider the resilient multi-dimensional consensus and distributed optimization problems of multi-agent systems (MASs) in the presence of both agent-based and denial-of-service (DoS) attacks. The considered agent-based…

系统与控制 · 电气工程与系统科学 2026-03-19 Hongjian Chen , Changyun Wen , Xiaolei Li

We propose a framework for the decentralized control of a team of agents that are assigned local tasks expressed as Linear Temporal Logic (LTL) formulas. Each local LTL task specification captures both the requirements on the respective…

系统与控制 · 计算机科学 2014-05-09 Meng Guo , Jana Tumova , Dimos V. Dimarogonas