Learning and retrieval of memory elements in a navigation task
Hoinville T, Wehner R, Cruse H (2012)
In: Biomimetic and biohybrid systems : first international conference, living machines 2012. Prescott TJ, Lepora NF, Mura A, Verschure PFMJ (Eds); Lecture Notes in Computer Science , 7375. Berlin ; Heidelberg: Springer: 120-131.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Autor*in
Hoinville, ThierryUniBi;
Wehner, Rüdiger;
Cruse, HolkUniBi
Herausgeber*in
Prescott, Tony J.;
Lepora, Nathan F.;
Mura, Anna;
Verschure, Paul F.M.J.
Einrichtung
Abstract / Bemerkung
Desert ants when foraging for food, navigate by performing path integration and exploiting landmarks. In an earlier paper, we proposed a decentralized neurocontroller that describes this navigation behavior. As by real ants, landmarks are recognized depending on the context, i.e. only when landmarks belong to the path towards the current goal (food source, home). In this earlier version, neither position nor quality of the food sources can be learnt, the memory is preset. In this article, we present a new version, whose memory elements allow for learning food place vectors and quality. When the agent meets a food source, it updates the quality value, if this source is already known, or stores position and quality, if the source is new. Quality values are used to select food sources to be visited. When one source has a too low quality, the agent also finds a shortcut to another known food source.
Stichworte
Learning;
Decentralized Memory;
Navigation;
Navinet;
Ant
Erscheinungsjahr
2012
Titel des Konferenzbandes
Biomimetic and biohybrid systems : first international conference, living machines 2012
Serien- oder Zeitschriftentitel
Lecture Notes in Computer Science
Band
7375
Seite(n)
120-131
Konferenz
Living Machines
Konferenzort
Barcelona
Konferenzdatum
2012-07-08
ISBN
978-3-642-31524-4
Page URI
https://pub.uni-bielefeld.de/record/2500755
Zitieren
Hoinville T, Wehner R, Cruse H. Learning and retrieval of memory elements in a navigation task. In: Prescott TJ, Lepora NF, Mura A, Verschure PFMJ, eds. Biomimetic and biohybrid systems : first international conference, living machines 2012. Lecture Notes in Computer Science . Vol 7375. Berlin ; Heidelberg: Springer; 2012: 120-131.
Hoinville, T., Wehner, R., & Cruse, H. (2012). Learning and retrieval of memory elements in a navigation task. In T. J. Prescott, N. F. Lepora, A. Mura, & P. F. M. J. Verschure (Eds.), Lecture Notes in Computer Science : Vol. 7375. Biomimetic and biohybrid systems : first international conference, living machines 2012 (pp. 120-131). Berlin ; Heidelberg: Springer. https://doi.org/10.1007/978-3-642-31525-1_11
Hoinville, Thierry, Wehner, Rüdiger, and Cruse, Holk. 2012. “Learning and retrieval of memory elements in a navigation task”. In Biomimetic and biohybrid systems : first international conference, living machines 2012, ed. Tony J. Prescott, Nathan F. Lepora, Anna Mura, and Paul F.M.J. Verschure, 7375:120-131. Lecture Notes in Computer Science . Berlin ; Heidelberg: Springer.
Hoinville, T., Wehner, R., and Cruse, H. (2012). “Learning and retrieval of memory elements in a navigation task” in Biomimetic and biohybrid systems : first international conference, living machines 2012, Prescott, T. J., Lepora, N. F., Mura, A., and Verschure, P. F. M. J. eds. Lecture Notes in Computer Science , vol. 7375, (Berlin ; Heidelberg: Springer), 120-131.
Hoinville, T., Wehner, R., & Cruse, H., 2012. Learning and retrieval of memory elements in a navigation task. In T. J. Prescott, et al., eds. Biomimetic and biohybrid systems : first international conference, living machines 2012. Lecture Notes in Computer Science . no.7375 Berlin ; Heidelberg: Springer, pp. 120-131.
T. Hoinville, R. Wehner, and H. Cruse, “Learning and retrieval of memory elements in a navigation task”, Biomimetic and biohybrid systems : first international conference, living machines 2012, T.J. Prescott, et al., eds., Lecture Notes in Computer Science , vol. 7375, Berlin ; Heidelberg: Springer, 2012, pp.120-131.
Hoinville, T., Wehner, R., Cruse, H.: Learning and retrieval of memory elements in a navigation task. In: Prescott, T.J., Lepora, N.F., Mura, A., and Verschure, P.F.M.J. (eds.) Biomimetic and biohybrid systems : first international conference, living machines 2012. Lecture Notes in Computer Science . 7375, p. 120-131. Springer, Berlin ; Heidelberg (2012).
Hoinville, Thierry, Wehner, Rüdiger, and Cruse, Holk. “Learning and retrieval of memory elements in a navigation task”. Biomimetic and biohybrid systems : first international conference, living machines 2012. Ed. Tony J. Prescott, Nathan F. Lepora, Anna Mura, and Paul F.M.J. Verschure. Berlin ; Heidelberg: Springer, 2012.Vol. 7375. Lecture Notes in Computer Science . 120-131.