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research article

Variable Threshold Algorithm for Division of Labor Analyzed as a Dynamical System

Castillo-Cagigal, Manuel
•
Matallanas, Eduardo
•
Navarro, Inaki  
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2014
Ieee Transactions On Cybernetics

Division of labor is a widely studied aspect of colony behavior of social insects. Division of labor models indicate how individuals distribute themselves in order to perform different tasks simultaneously. However, models that study division of labor from a dynamical system point of view cannot be found in the literature. In this paper, we define a division of labor model as a discrete-time dynamical system, in order to study the equilibrium points and their properties related to convergence and stability. By making use of this analytical model, an adaptive algorithm based on division of labor can be designed to satisfy dynamic criteria. In this way, we have designed and tested an algorithm that varies the response thresholds in order to modify the dynamic behavior of the system. This behavior modification allows the system to adapt to specific environmental and collective situations, making the algorithm a good candidate for distributed control applications. The variable threshold algorithm is based on specialization mechanisms. It is able to achieve an asymptotically stable behavior of the system in different environments and independently of the number of individuals. The algorithm has been successfully tested under several initial conditions and number of individuals.

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Type
research article
DOI
10.1109/Tcyb.2014.2305194
Web of Science ID

WOS:000345629000001

Author(s)
Castillo-Cagigal, Manuel
Matallanas, Eduardo
Navarro, Inaki  
Caamano-Martin, Estefania
Monasterio-Huelin, Felix
Gutierrez, Alvaro
Date Issued

2014

Publisher

Ieee-Inst Electrical Electronics Engineers Inc

Published in
Ieee Transactions On Cybernetics
Volume

44

Issue

12

Start page

2242

End page

2252

Subjects

Distributed control

•

division of labor

•

dynamical systems

•

response thresholds

•

swarm intelligence

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
IIE  
Available on Infoscience
February 20, 2015
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/111515
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