Abstract
One of the main factors behind the amazing ecological success of social insects is their ability to flexibly allocate the colony s workforce to all the different tasks it has to address. Insights into the self-organised task allocation methods used for this have given rise to the design of an important class of bio-inspired algorithms for network control, industrial optimisation, and other applications. The most widely used class of models for self-organised task allocation, which also forms the core of these algorithms, are the so-called response threshold models.
We revisit response threshold models with new experiments using temperature regulation in bumblebee colonies as the model system. We show that standard response threshold models do not fit our experiments and present a new, alternative behavioural model. This captures a fine-grained, time resolved picture of task engagement, which enables us to investigate task allocation with a different set of statistical methods (survival analysis). Using these we show that our model fits the experiment well and explains its salient aspects.
We compare the effectiveness of the behaviour that our model describes with that of response threshold models and demonstrate that it can lead to more e cient task management when demands fluctuate. Our results have the potential to provide a basis for the design of new, more effcient task allocation algorithms for dynamic environments and to elucidate important biological questions, such as the functional role of inter-individual variation.
Original language | English |
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Title of host publication | 9th EAI International Conference on Bioinspired Information and Communications Technologies (BICT 2015) |
Editors | Junichi Suzuki, Tadashi Nakano, Henry Hess |
Place of Publication | New York NY USA |
Publisher | Association for Computing Machinery (ACM) |
Pages | 1-10 |
Number of pages | 10 |
ISBN (Print) | 9781631901003 |
DOIs | |
Publication status | Published - 2016 |
Event | EAI International Conference on Bioinspired Information and Communications Technologies 2015 - New York, United States of America Duration: 3 Dec 2015 → 5 Dec 2015 Conference number: 9th http://bionetics.org/2015/show/home |
Conference
Conference | EAI International Conference on Bioinspired Information and Communications Technologies 2015 |
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Abbreviated title | BICT 2015 |
Country/Territory | United States of America |
City | New York |
Period | 3/12/15 → 5/12/15 |
Other | 9th EAI International Conference on Bio-inspired Information and Communications Technologies (formerly BIONETICS) |
Internet address |