Skip to main content
Erschienen in:
Buchtitelbild

2018 | OriginalPaper | Buchkapitel

First Investigations into Artificial Emotions in Cognitive Robotics

verfasst von : D. Moser, R. Thenius, Th. Schmickl

Erschienen in: New Trends in Medical and Service Robots

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In nature, the combination of processes of emotion and cognition has a deep impact on type and quality of reaction to environmental stimuli. In this work, we want to test the feasibility of artificial hormones in artificial neural networks. We take a minimal evolving neural network and look into the implications and opportunities of extending this model of communicating nodes, with one virtual hormone gland. To explore the differences in behavior, that we expect to develop with this modification, we modify an already well established model, the Braitenberg Vehicle. These vehicles were faced with a simple energy gathering task. The behavior, efficiency and fitness of these vehicles in identical environment, with the artificial hormone active and inactive, is examined. It shows, that the implementation of artificial emotion leads to an increase in efficiency of the evolved solution.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
2.
Zurück zum Zitat Baele, G., Bredeche, N., Haasdijk, E., Maere, S., Michiels, N., Van de Peer, Y., Schmickl, T., Schwarzer, C., Thenius, R.: Open-ended on-board evolutionary robotics for robot swarms. In: Evolutionary Computation, 2009. CEC’09. IEEE Congress on, pp. 1123–1130. IEEE (2009) Baele, G., Bredeche, N., Haasdijk, E., Maere, S., Michiels, N., Van de Peer, Y., Schmickl, T., Schwarzer, C., Thenius, R.: Open-ended on-board evolutionary robotics for robot swarms. In: Evolutionary Computation, 2009. CEC’09. IEEE Congress on, pp. 1123–1130. IEEE (2009)
3.
Zurück zum Zitat Braitenberg, V.: Vehicles: Experiments in Synthetic Psychology. MIT Press (1984) Braitenberg, V.: Vehicles: Experiments in Synthetic Psychology. MIT Press (1984)
4.
Zurück zum Zitat Cañamero, L.: Emotion understanding from the perspective of autonomous robots research. Neural Netw. 18(4), 445–455 (2005)CrossRef Cañamero, L.: Emotion understanding from the perspective of autonomous robots research. Neural Netw. 18(4), 445–455 (2005)CrossRef
5.
Zurück zum Zitat Dolan, R.J.: Emotion, cognition, and behavior. Science 298(5596), 1191–1194 (2002)CrossRef Dolan, R.J.: Emotion, cognition, and behavior. Science 298(5596), 1191–1194 (2002)CrossRef
6.
Zurück zum Zitat Fellous, J.M.: From human emotions to robot emotions. In: Hudlicka, E., Canamero, L. (eds.) Architectures for Modeling Emotion: Cross-Disciplinary Foundations, AAAI Spring 2004 Symposium, Stanford. American Association for Artificial Intelligence (2004) Fellous, J.M.: From human emotions to robot emotions. In: Hudlicka, E., Canamero, L. (eds.) Architectures for Modeling Emotion: Cross-Disciplinary Foundations, AAAI Spring 2004 Symposium, Stanford. American Association for Artificial Intelligence (2004)
7.
Zurück zum Zitat Fellous, J.M., Arbib, M.A.: Who Needs Emotions?: The Brain Meets the Robot. Oxford University Press (2005) Fellous, J.M., Arbib, M.A.: Who Needs Emotions?: The Brain Meets the Robot. Oxford University Press (2005)
8.
Zurück zum Zitat Gadanho, S.C., Hallam, J.: Robot learning driven by emotions. Adapt. Behav. 9(1), 42–64 (2002)CrossRef Gadanho, S.C., Hallam, J.: Robot learning driven by emotions. Adapt. Behav. 9(1), 42–64 (2002)CrossRef
9.
Zurück zum Zitat Jain, A.K., Mao, J., Mohiuddin, K.: Artificial neural networks: a tutorial. IEEE Comput. 29, 31–44 (1996) Jain, A.K., Mao, J., Mohiuddin, K.: Artificial neural networks: a tutorial. IEEE Comput. 29, 31–44 (1996)
10.
Zurück zum Zitat Lo, E.M.: Neuromodulation in artificial systems. Ph.D. thesis, University of Oklahoma, Department of Zoology (2012) Lo, E.M.: Neuromodulation in artificial systems. Ph.D. thesis, University of Oklahoma, Department of Zoology (2012)
11.
Zurück zum Zitat McCulloch, W.S., Pitts, W.: A logical calculus of ideas immanent in nervous activity. Bull. Math. Biophys. 5(4), 115–133 (1943). doi:10.1007/BF02478259 McCulloch, W.S., Pitts, W.: A logical calculus of ideas immanent in nervous activity. Bull. Math. Biophys. 5(4), 115–133 (1943). doi:10.​1007/​BF02478259
12.
Zurück zum Zitat Read, M., Möslinger, C., Dipper, T., Kengyel, D., Hilder, J., Thenius, R., Tyrrell, A., Timmis, J., Schmickl, T.: Profiling underwater swarm robotic shoaling performance using simulation. In: Towards Autonomous Robotic Systems, pp. 404–416. Springer (2013) Read, M., Möslinger, C., Dipper, T., Kengyel, D., Hilder, J., Thenius, R., Tyrrell, A., Timmis, J., Schmickl, T.: Profiling underwater swarm robotic shoaling performance using simulation. In: Towards Autonomous Robotic Systems, pp. 404–416. Springer (2013)
13.
Zurück zum Zitat Rumelhart, D.E., McClelland, J.L., Group, P.R., et al.: Parallel Distributed Processing: Explorations in the Microstructure of Cognition, vol. 1–2. Cambridge, MA (1986) Rumelhart, D.E., McClelland, J.L., Group, P.R., et al.: Parallel Distributed Processing: Explorations in the Microstructure of Cognition, vol. 1–2. Cambridge, MA (1986)
14.
Zurück zum Zitat Scherer, K.R.: Emotion serves to decouple stimulus and response. In: The Nature of Emotion: Fundamental Questions, pp. 127–130 (1994) Scherer, K.R.: Emotion serves to decouple stimulus and response. In: The Nature of Emotion: Fundamental Questions, pp. 127–130 (1994)
15.
Zurück zum Zitat Schmickl, T., Thenius, R., Christoph, M., Timmis, J., Tyrrell, A., Read, M., Hilder, J., Halloy, J., Campo, A., Stefanini, C., Manfredi, L., Orofino, S., Kernbach, S., Dipper, T., Sutantyo, D.: Cocoro—the self-aware underwater swarm. In: 2011 Fifth IEEE Conference on Self-Adaptive and Self-Organizing Systems Workshops (SASOW), pp. 120–126 (2011). doi:10.1109/SASOW.2011.11 Schmickl, T., Thenius, R., Christoph, M., Timmis, J., Tyrrell, A., Read, M., Hilder, J., Halloy, J., Campo, A., Stefanini, C., Manfredi, L., Orofino, S., Kernbach, S., Dipper, T., Sutantyo, D.: Cocoro—the self-aware underwater swarm. In: 2011 Fifth IEEE Conference on Self-Adaptive and Self-Organizing Systems Workshops (SASOW), pp. 120–126 (2011). doi:10.​1109/​SASOW.​2011.​11
18.
Zurück zum Zitat Thenius, R., Schmickl, T., Crailsheim, K.: Novel concept of modelling embryology for structuring an artificial neural network. In: Troch, I., Breitenecker, F. (eds.) Proceedings of the MATHMOD, pp. 1821–1831 (2009) Thenius, R., Schmickl, T., Crailsheim, K.: Novel concept of modelling embryology for structuring an artificial neural network. In: Troch, I., Breitenecker, F. (eds.) Proceedings of the MATHMOD, pp. 1821–1831 (2009)
19.
Zurück zum Zitat Thenius, R., Zahadat, P., Schmickl, T.: Emann—a model of emotions in an artificial neural network. In: Lio, P., Miglino, O., Nicosia, G., Nolfi, S., Pavone, M. (eds.) 12th European Conference on Artificial Life (ECAL 2013), pp. 830–837. MIT Press (2013). doi:10.7551/978-0-262-31709-2-ch122 Thenius, R., Zahadat, P., Schmickl, T.: Emann—a model of emotions in an artificial neural network. In: Lio, P., Miglino, O., Nicosia, G., Nolfi, S., Pavone, M. (eds.) 12th European Conference on Artificial Life (ECAL 2013), pp. 830–837. MIT Press (2013). doi:10.​7551/​978-0-262-31709-2-ch122
21.
Zurück zum Zitat Ziemke, T., Lowe, R.: On the role of emotion in embodied cognitive architectures: from organisms to robots. Cogn. Comput. 1(1), 104–117 (2009)CrossRef Ziemke, T., Lowe, R.: On the role of emotion in embodied cognitive architectures: from organisms to robots. Cogn. Comput. 1(1), 104–117 (2009)CrossRef
Metadaten
Titel
First Investigations into Artificial Emotions in Cognitive Robotics
verfasst von
D. Moser
R. Thenius
Th. Schmickl
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-59972-4_16

Neuer Inhalt