A study of error diversity in robotic swarms for task partitioning in foraging tasks

Author:

Buchanan Edgar,Alden Kieran,Pomfret Andrew,Timmis Jon,Tyrrell Andy M.

Abstract

Often in swarm robotics, an assumption is made that all robots in the swarm behave the same and will have a similar (if not the same) error model. However, in reality, this is not the case, and this lack of uniformity in the error model, and other operations, can lead to various emergent behaviors. This paper considers the impact of the error model and compares robots in a swarm that operate using the same error model (uniform error) against each robot in the swarm having a different error model (thus introducing error diversity). Experiments are presented in the context of a foraging task. Simulation and physical experimental results show the importance of the error model and diversity in achieving the expected swarm behavior.

Funder

Consejo Nacional de Ciencia y Tecnología

Publisher

Frontiers Media SA

Subject

Artificial Intelligence,Computer Science Applications

Reference40 articles.

1. Using emulation to engineer and understand simulations of biological systems;Alden;IEEE/ACM Trans. Comput. Biol. Bioinforma.,2018

2. Applying spartan to understand parameter uncertainty in simulations;Alden;R J.,2014

3. Spartan: A comprehensive tool for understanding uncertainty in simulations of biological systems;Alden;PLoS Comput. Biol.,2013

4. Motor schema based navigation for a mobile robot: An approach to programming by behavior;Arkin;Proc. 1987 IEEE Int. Conf. Robotics Automation,1987

5. BalchT. Atlanta, GA, United StatesGeorgia Tech LibraryBehavioral diversity in learning robot teams1998

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