Publications
Mathematical model of foraging in a group of robots: Effect of interference
Abstract
In multi-robot applications, such as foraging or collection tasks, interference, which results from competition for space between spatially extended robots, can significantly affect the performance of the group. We present a mathematical model of foraging in a homogeneous multi-robot system, with the goal of understanding quantitatively the effects of interference. We examine two foraging scenarios: a simplified collection task where the robots only collect objects, and a foraging task, where they find objects and deliver them to some pre-specified “home” location. In the first case we find that the overall group performance improves as the system size grows; however, interference causes this improvement to be sublinear, and as a result, each robot's individual performance decreases as the group size increases. We also examine the full foraging task where robots collect objects and deliver them home. We find …
- Date
- September 1, 2002
- Authors
- Kristina Lerman, Aram Galstyan
- Journal
- Autonomous Robots
- Volume
- 13
- Issue
- 2
- Pages
- 127-141
- Publisher
- Springer Netherlands