Adaptive division of labor in multi-robot system with minimum task switching

Wonki Lee, Dae Eun Kim

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Citations (Scopus)

Abstract

In many multi-robot systems, various tasks are allocated dynamically to an individual robot and each robot should decide its own work that is the best commensurate with its current state. To solve complex task allocation problems, agentbased approaches based on the model of division of labor of many social insects have gained increasing attentions in recent years. In this paper, we consider the problem of adjusting the ratio of robots equally to the ratio of given tasks to handle the division of labor dynamically with less number of task switches. Inspired by several insect societies displaying an effective division of labor with the limited abilities, the response threshold model is applied. An Individual robot has a limited, constant-sized task queue and the information obtained from the observation behavior is stored within this queue. Using the ratio of tasks in queue and the predefined response threshold values for all possible tasks, an individual agent decide its task and to handle the desired division of labor dynamically and obtains the specialization for the specific tasks that induces the less number of task switching. To show the robustness and flexibility of our proposed method, various experiments are executed and the results are compared with an other method.

Original languageEnglish
Title of host publicationArtificial Life 14 - Proceedings of the 14th International Conference on the Synthesis and Simulation of Living Systems, ALIFE 2014
EditorsHiroki Sayama, John Rieffel, Sebastian Risi, Rene Doursat, Hod Lipson
PublisherMIT Press Journals
Pages750-756
Number of pages7
ISBN (Electronic)9780262326216
Publication statusPublished - 2014
Event14th International Conference on the Synthesis and Simulation of Living Systems, ALIFE 2014 - Manhattan, United States
Duration: 2014 Jul 302014 Aug 2

Publication series

NameArtificial Life 14 - Proceedings of the 14th International Conference on the Synthesis and Simulation of Living Systems, ALIFE 2014

Conference

Conference14th International Conference on the Synthesis and Simulation of Living Systems, ALIFE 2014
Country/TerritoryUnited States
CityManhattan
Period14/7/3014/8/2

Bibliographical note

Funding Information:
This work was supported by the National Research Foundation of Korea(NRF) grant funded by the Korea government(MEST)(No. 2012R1A2A4A01005677).

Publisher Copyright:
© Artificial Life 14 - Proceedings of the 14th International Conference on the Synthesis and Simulation of Living Systems, ALIFE 2014. All rights reserved.

All Science Journal Classification (ASJC) codes

  • Biochemistry, Genetics and Molecular Biology(all)
  • Artificial Intelligence
  • Modelling and Simulation

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