Distributed Control Multi-Agent Systems
Distributed control in multi-agent systems studies how large collections of autonomous agents—robots, vehicles, sensors, or software processes—can coordinate their behavior through purely local interactions, without any single authority directing the whole group. The central challenge is designing communication and decision rules that allow agents to reach agreement, maintain formations, or optimize a shared objective even when each agent has only partial information and the network connecting them may be unreliable or time-varying. Researchers draw inspiration from collective animal behavior—flocking birds, schooling fish—while also tackling engineering problems such as how to reduce unnecessary communication through event-triggered schemes, or how to preserve coordination when some agents fail or act adversarially. Open questions include how to scale guarantees of stability and convergence to very large, heterogeneous populations, and how to handle the tension between the speed of adaptation and the bandwidth constraints of real communication networks.
- Works
- 59,339
- Total citations
- 1,118,492
- Keywords
- ConsensusMulti-Agent SystemsCooperative ControlFormation ControlDistributed OptimizationSwarm Robotics
Top papers in Distributed Control Multi-Agent Systems
Ordered by total citation count.
- Consensus Problems in Networks of Agents With Switching Topology and Time-Delays↗ 12,779
- Consensus and Cooperation in Networked Multi-Agent Systems↗ 10,396
- Coordination of groups of mobile autonomous agents using nearest neighbor rules↗ 8,426OA
- Consensus seeking in multiagent systems under dynamically changing interaction topologies↗ 6,559
- Flocking for Multi-Agent Dynamic Systems: Algorithms and Theory↗ 5,019
- Information Flow and Cooperative Control of Vehicle Formations↗ 4,592
- Distributed Subgradient Methods for Multi-Agent Optimization↗ 3,725
- Past, Present, and Future of Simultaneous Localization and Mapping: Toward the Robust-Perception Age↗ 3,346OA
- Information consensus in multivehicle cooperative control↗ 3,172
- Behavior-based formation control for multirobot teams↗ 3,111OA
- Collective motion↗ 2,940OA
- Distributed Consensus in Multi-vehicle Cooperative Control↗ 2,781
Active researchers
Top authors in this area, ranked by h-index.