#distributed-control News & Analysis

2 articles tagged with #distributed-control. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Jun 237/10

🧠

Distributed Model Predictive Control with Adaptive Safety Zones for Multi-Fleet Drone Operations

Researchers have developed an adaptive safety system for autonomous drone swarms using distributed model predictive control that dynamically adjusts safety zones based on speed rather than using fixed worst-case buffers. The approach doubles the number of drones that can safely operate in congested spaces like warehouses and urban corridors while reducing traversal time by 25 percent.

AINeutralarXiv – CS AI · Jun 27/10

🧠

Network Distributed Multi-Agent Reinforcement Learning for Consensus Control of Quadcopters

Researchers propose Network Distributed Multi-Agent Reinforcement Learning (ND-MARL), a framework that enables quadcopter swarms to achieve consensus control using only local 2-neighbor communication. The approach demonstrates zero-shot scalability, with policies trained on 3 agents successfully deployed to swarms of up to 250 agents without retraining, marking a significant advancement in distributed autonomous systems.