Abstract
We define a simplified analogue of a kite control task that requires, in its simplest form, a situated artificial agent to switch between two mutually exclusive behaviours. In more complex versions of the task, the agent is required to adapt to changes within its environment that occur on different temporal scales. We describe the failure to evolve successful agents when a decision threshold is defined artificially and conversely the evolution of successful agents when they themselves are allowed to determine their own threshold through interaction with the environment. Agents are demonstrated capable of adapting both their switching behaviour and spatial domain according to environmental changes on three temporal scales, on the fastest of which, the agents behave in an opportunistic manner.
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References
Harvey, I.: Artificial Evolution: a Continuing SAGA. In: Gomi, T. (ed.) Evolutionary Robotics: From Intelligent Robots to Artificial Life. Springer, Heidelberg (2001)
Furey, A.D.J., Harvey, I.: Evolution of Neural Networks for Active Control of Tethered Airfoils. In: Proc. 9th European Conference on Artificial Life, pp. 746–756 (2007)
Furey, A.D.J., Harvey, I.: Robust adaptive control for kite wind energy using evolutionary robotics. In: Proc. Biological Approaches for Engineering (in press, 2008)
Canale, M., Fagiano, L., Ippolito, M., Milanese, M.: Control of tethered airfoils for a new class of wind energy generator. In: Proc. 45th IEEE Conference on Decision and Control, 2046–4020 (2006)
Lansdorp, B., Ockels, W.J.: Comparison of concepts for high-altitude wind energy generation with ground based generator. In: Proc. 2nd China IREETEC, pp. 409–417 (2005)
Houska, B.: Robustness and stability optimisation of open-loop controlled power generating kites. PhD Thesis, University of Heidelberg (2007)
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Furey, A., Harvey, I. (2008). Adaptive Behavioural Modulation and Hysteresis in an Analogue of a Kite Control Task. In: Asada, M., Hallam, J.C.T., Meyer, JA., Tani, J. (eds) From Animals to Animats 10. SAB 2008. Lecture Notes in Computer Science(), vol 5040. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-69134-1_50
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DOI: https://doi.org/10.1007/978-3-540-69134-1_50
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-69133-4
Online ISBN: 978-3-540-69134-1
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