Abstract
This article investigates the use of the integral of linear birth-death processes in the context of analyzing swarm robotics systems. We show that when a robot swarm can be modeled as a linear birth-death process, well-established results can be used to compute the expected value and/or the distribution of important swarm performance measures, such as the swarm activity time or the swarm energy consumption. We also show how the linear birth-death model can be used to estimate the long-term value of such performance measures and design robot controllers that satisfy constraints on these measures.
Original language | English |
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Article number | 8 |
Journal | ACM Transactions on Autonomous and Adaptive Systems |
Volume | 11 |
Issue number | 2 |
DOIs | |
Publication status | Published - May 2016 |
Externally published | Yes |
Keywords
- Birth-death processes
- Mathematical modeling