AI & ML
Robust Multi-Agent Pursuit with Preemptive Communication via Reachability-Based Control Barrier Functions
arXiv cs.SY0 views
arXiv:2610.22198v1 Announce Type: new Abstract: Safe multi-agent coordination typically assumes what real-world, deployed, resource-constrained robots cannot provide: continuous, perfect state sharing. Robust control strategies must be complemented with robust communication strategies to deliver resilient deployments. In this work, we propose a unified control/communication strategy that provides safe control to guarantee inter-agent safety under intermittent communication and demonstrate its effectiveness in a pursuit-evasion scenario. Each agent computes the reachable set of neighboring agents based on the last state information received, then solves for a safe control input based on control barrier functions to ensure agents avoid collision. We prove that inter-agent collision avoidance is guaranteed provided communication staleness remains bounded. As the reachable set inflates between state transmissions, each agent reasons about when to preemptively transmit its state information to neighboring agents based on novel metrics characterizing uncertainty risk and kinematic risk. We implement and simulate a variety of pursuit-evasion scenarios and show that preemptive communication reduces messages by 77.5% compared to periodic and event-triggered baselines with zero collisions.
Source:https://arxiv.org/abs/2610.22198PreviousA Quad Beam Variable Height Antenna System for Reliable Underground Mine Tunnel CommunicationsNextStability Analysis in IBR-Dominated Grids: Model-Based and Data-Driven Methodologies
Related posts
How to spend three slow days in a city you have never visited
0dev.to Productivity
Cursor usage limits: the weekly pool, legacy plans and when they reset
0dev.to Productivity
How to Turn a Process Document Into a Working App With AI
0dev.to Machine Learning
Which AI subscription should I buy?
0dev.to Machine Learning
Your Classifier Says 0.97. Six Ways That Number Lies in .NET 10
0dev.to Machine Learning
Which AI song generator fits a lyrics-first workflow?
0dev.to Tutorial