Skip to main content

2017 | OriginalPaper | Buchkapitel

28. Embodied Mental Imagery in Cognitive Robots

verfasst von : Alessandro Di Nuovo, Davide Marocco, Santo Di Nuovo, Angelo Cangelosi

Erschienen in: Springer Handbook of Model-Based Science

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

This chapter is focused on discussing the concept of mental imagery as a fundamental cognitive capability to enhance the performance of cognitive robots. Indeed, the emphasis will be on the embodied imagery mechanisms applied to build artificial cognitive models of motor imagery and mental simulation to control complex behaviors of humanoid platforms, which represent the artificial body.
With the aim of providing a panorama of the research activity on the topic, first we give an introduction on the neuroscientific and psychological background of mental imagery in order to help the reader to contextualize the multidisciplinary environment in which we operate. Then, we review the work done in the field of artificial cognitive systems and robotics to mimic the process behind the human ability of creating mental images of events and experiences, and to use this process as a cognitive mechanism to improve the behavior of complex robots. Finally, we report the detail of three recent empirical studies in which mental imagery approaches were modelled trough artificial neural networks (ANNs) to enable a cognitive robot with some human-like capabilities. These empirical studies exemplify how the proprioceptive information can be used by mental imagery models to enhance the performance of the robot, giving evidence of the embodied cognition theories in the context of artificial cognitive systems.

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 G. Metta, L. Natale, F. Nori, G. Sandini, D. Vernon, L. Fadiga, C. von Hofsten, K. Rosander, M. Lopes, J. Santos-Victor, A. Bernardino, L. Montesano: The iCub humanoid robot: An open-systems platform for research in cognitive development, Neural Netw. 23, 1125–1134 (2010)CrossRef G. Metta, L. Natale, F. Nori, G. Sandini, D. Vernon, L. Fadiga, C. von Hofsten, K. Rosander, M. Lopes, J. Santos-Victor, A. Bernardino, L. Montesano: The iCub humanoid robot: An open-systems platform for research in cognitive development, Neural Netw. 23, 1125–1134 (2010)CrossRef
3.
Zurück zum Zitat D. Gouaillier, V. Hugel, P. Blazevic, C. Kilner, J. Monceaux, P. Lafourcade, B. Marnier, J. Serre, B. Maisonnier: Mechatronic design of NAO humanoid, Proc. IEEE Int. Conf. Robot. Autom. (2009) pp. 764–774 D. Gouaillier, V. Hugel, P. Blazevic, C. Kilner, J. Monceaux, P. Lafourcade, B. Marnier, J. Serre, B. Maisonnier: Mechatronic design of NAO humanoid, Proc. IEEE Int. Conf. Robot. Autom. (2009) pp. 764–774
4.
Zurück zum Zitat Y. Sakagami, R. Watanabe, C. Aoyama, S. Matsunaga, N. Higaki, K. Fujimura: The intelligent ASIMO: System overview and integration, Proc. IEEE/RSJ Int. Conf. Intell. Robots Syst., Vol. 3 (2002) pp. 2478–2483CrossRef Y. Sakagami, R. Watanabe, C. Aoyama, S. Matsunaga, N. Higaki, K. Fujimura: The intelligent ASIMO: System overview and integration, Proc. IEEE/RSJ Int. Conf. Intell. Robots Syst., Vol. 3 (2002) pp. 2478–2483CrossRef
5.
Zurück zum Zitat R. Pfeifer, J. Bongard, S. Grand: How The Body Shapes The Way We Think: A New View of Intelligence (MIT Press, Cambridge 2007) R. Pfeifer, J. Bongard, S. Grand: How The Body Shapes The Way We Think: A New View of Intelligence (MIT Press, Cambridge 2007)
6.
Zurück zum Zitat S.M. Kosslyn: Image and Brain: The Resolution of The Imagery Debate (MIT Press, Cambridge 1996) S.M. Kosslyn: Image and Brain: The Resolution of The Imagery Debate (MIT Press, Cambridge 1996)
7.
Zurück zum Zitat S. Gardini, C. Cornoldi, R. De Beni, A. Venneri: Cognitive and neuronal processes involved in sequential generation of general and specific mental images, Psychol. Res. 73, 633–643 (2009)CrossRef S. Gardini, C. Cornoldi, R. De Beni, A. Venneri: Cognitive and neuronal processes involved in sequential generation of general and specific mental images, Psychol. Res. 73, 633–643 (2009)CrossRef
8.
Zurück zum Zitat S.D. Slotnick, W.L. Thompson, S.M. Kosslyn: Visual memory and visual mental imagery recruit common control and sensory regions of the brain, Cogn. Neurosci. 3, 14–20 (2012)CrossRef S.D. Slotnick, W.L. Thompson, S.M. Kosslyn: Visual memory and visual mental imagery recruit common control and sensory regions of the brain, Cogn. Neurosci. 3, 14–20 (2012)CrossRef
9.
Zurück zum Zitat A.Z.J. Zeman, S. Della Sala, L.A. Torrens, V.E. Gountouna, D.J. McGonigle, R.H. Logie: Loss of imagery phenomenology with intact visuo-spatial task performance: A case of blind imagination, Neuropsychologia 48, 145–155 (2010)CrossRef A.Z.J. Zeman, S. Della Sala, L.A. Torrens, V.E. Gountouna, D.J. McGonigle, R.H. Logie: Loss of imagery phenomenology with intact visuo-spatial task performance: A case of blind imagination, Neuropsychologia 48, 145–155 (2010)CrossRef
10.
Zurück zum Zitat M. Kozhevnikov: Cognitive styles in the context of modern psychology: Toward an integrated framework of cognitive style, Psychol. Bull. 133, 464–481 (2007)CrossRef M. Kozhevnikov: Cognitive styles in the context of modern psychology: Toward an integrated framework of cognitive style, Psychol. Bull. 133, 464–481 (2007)CrossRef
11.
Zurück zum Zitat M. Kozhevnikov, S. Kosslyn, J. Shephard: Spatial versus object visualizers: A new characterization of visual cognitive style, Mem. Cogn. 33, 710–726 (2005)CrossRef M. Kozhevnikov, S. Kosslyn, J. Shephard: Spatial versus object visualizers: A new characterization of visual cognitive style, Mem. Cogn. 33, 710–726 (2005)CrossRef
12.
Zurück zum Zitat M. Wilson: Six views of embodied cognition, Psychon. Bull. Rev. 9(4), 625–636 (2002)CrossRef M. Wilson: Six views of embodied cognition, Psychon. Bull. Rev. 9(4), 625–636 (2002)CrossRef
13.
Zurück zum Zitat A. Clark, D. Chalmers: The extended mind, Analysis 58(1), 10–23 (1998)CrossRef A. Clark, D. Chalmers: The extended mind, Analysis 58(1), 10–23 (1998)CrossRef
14.
Zurück zum Zitat L. Munari: How the body shapes the way we think – A new view of intelligence, J. Med. Pers. 7, 110–111 (2009)CrossRef L. Munari: How the body shapes the way we think – A new view of intelligence, J. Med. Pers. 7, 110–111 (2009)CrossRef
15.
Zurück zum Zitat A. Ishai, L.G. Ungerleider, G.V. Haxby: Distributed neural systems for the generation of visual images, Neuron 28(3), 379–390 (2000)CrossRef A. Ishai, L.G. Ungerleider, G.V. Haxby: Distributed neural systems for the generation of visual images, Neuron 28(3), 379–390 (2000)CrossRef
16.
Zurück zum Zitat M. Jeannerod: The representing brain. Neural correlates of motor intention and imagery, Behav. Brain Sci. 17(2), 187–245 (1994)CrossRef M. Jeannerod: The representing brain. Neural correlates of motor intention and imagery, Behav. Brain Sci. 17(2), 187–245 (1994)CrossRef
17.
Zurück zum Zitat J. Decety, M. Jeannerod, C. Prablanc: The timing of mentally represented actions, Behav. Brain Res. 34(1/2), 35–42 (1989)CrossRef J. Decety, M. Jeannerod, C. Prablanc: The timing of mentally represented actions, Behav. Brain Res. 34(1/2), 35–42 (1989)CrossRef
18.
Zurück zum Zitat M. Jeannerod, J. Decety: Mental motor imagery: A window into the representational stages of action, Curr. Opin. Neurobiol. 5(6), 727–732 (1995)CrossRef M. Jeannerod, J. Decety: Mental motor imagery: A window into the representational stages of action, Curr. Opin. Neurobiol. 5(6), 727–732 (1995)CrossRef
19.
Zurück zum Zitat G. Hesslow: The current status of the simulation theory of cognition, Brain Res. 1428, 71–79 (2012)CrossRef G. Hesslow: The current status of the simulation theory of cognition, Brain Res. 1428, 71–79 (2012)CrossRef
20.
Zurück zum Zitat D.M. Wolpert: Computational approaches to motor control, Trends Cogn. Sci. 1(6), 209–216 (1997)CrossRef D.M. Wolpert: Computational approaches to motor control, Trends Cogn. Sci. 1(6), 209–216 (1997)CrossRef
21.
Zurück zum Zitat X. Skoura, A. Vinter, C. Papaxanthis: Mentally simulated motor actions in children, Dev. Neuropsychol. 34(3), 356–367 (2009)CrossRef X. Skoura, A. Vinter, C. Papaxanthis: Mentally simulated motor actions in children, Dev. Neuropsychol. 34(3), 356–367 (2009)CrossRef
22.
Zurück zum Zitat B. Steenbergen, M. van Nimwegen, C. Crajé: Solving a mental rotation task in congenital hemiparesis: Motor imagery versus visual imagery, Neuropsychologia 45(14), 3324–3328 (2007)CrossRef B. Steenbergen, M. van Nimwegen, C. Crajé: Solving a mental rotation task in congenital hemiparesis: Motor imagery versus visual imagery, Neuropsychologia 45(14), 3324–3328 (2007)CrossRef
23.
Zurück zum Zitat M. Jeannerod: Neural simulation of action: A unifying mechanism for motor cognition, Neuroimage 14, S103–S109 (2001)CrossRef M. Jeannerod: Neural simulation of action: A unifying mechanism for motor cognition, Neuroimage 14, S103–S109 (2001)CrossRef
24.
Zurück zum Zitat J. Munzert, B. Lorey, K. Zentgraf: Cognitive motor processes: The role of motor imagery in the study of motor representations, Brain Res. Rev. 60(2), 306–326 (2009)CrossRef J. Munzert, B. Lorey, K. Zentgraf: Cognitive motor processes: The role of motor imagery in the study of motor representations, Brain Res. Rev. 60(2), 306–326 (2009)CrossRef
25.
Zurück zum Zitat R. Ramsey, J. Cumming, D. Eastough, M.G. Edwards: Incongruent imagery interferes with action initiation, Brain Cogn. 74(3), 249–254 (2010)CrossRef R. Ramsey, J. Cumming, D. Eastough, M.G. Edwards: Incongruent imagery interferes with action initiation, Brain Cogn. 74(3), 249–254 (2010)CrossRef
26.
Zurück zum Zitat K.D. Markman, W.M. Klein, J.A. Suhr: Handbook of Imagination and Mental Simulation (Psychology, New York 2009) K.D. Markman, W.M. Klein, J.A. Suhr: Handbook of Imagination and Mental Simulation (Psychology, New York 2009)
27.
Zurück zum Zitat G. Yue, K.J. Cole: Strength increases from the motor program: Comparison of training with maximal voluntary and imagined muscle contractions, J. Neurophysiol. 67(5), 1114–1123 (1992) G. Yue, K.J. Cole: Strength increases from the motor program: Comparison of training with maximal voluntary and imagined muscle contractions, J. Neurophysiol. 67(5), 1114–1123 (1992)
28.
Zurück zum Zitat T. Mulder, S. Zijlstra, W. Zijlstra, J. Hochstenbach: The role of motor imagery in learning a totally novel movement, Exp. Brain Res. 154(2), 211–217 (2004)CrossRef T. Mulder, S. Zijlstra, W. Zijlstra, J. Hochstenbach: The role of motor imagery in learning a totally novel movement, Exp. Brain Res. 154(2), 211–217 (2004)CrossRef
29.
Zurück zum Zitat L. Yágüez, D. Nagel, H. Hoffman, A.G. Canavan, E. Wist, V. Hömberg: A mental route to motor learning: Improving trajectorial kinematics through imagery training, Behav. Brain Res. 90(1), 95–106 (1998)CrossRef L. Yágüez, D. Nagel, H. Hoffman, A.G. Canavan, E. Wist, V. Hömberg: A mental route to motor learning: Improving trajectorial kinematics through imagery training, Behav. Brain Res. 90(1), 95–106 (1998)CrossRef
30.
Zurück zum Zitat M. Takahashi, S. Hayashi, Z. Ni, S. Yahagi, M. Favilla, T. Kasai: Physical practice induces excitability changes in human hand motor area during motor imagery, Exp. Brain Res. 163(1), 132–136 (2005)CrossRef M. Takahashi, S. Hayashi, Z. Ni, S. Yahagi, M. Favilla, T. Kasai: Physical practice induces excitability changes in human hand motor area during motor imagery, Exp. Brain Res. 163(1), 132–136 (2005)CrossRef
31.
Zurück zum Zitat P.L. Jackson, M.F. Lafleur, F. Malouin, C. Richards, J. Doyon: Potential role of mental practice using motor imagery in neurologic rehabilitation, Arch. Phys. Med. Rehabil. 8, 1133–1141 (2001)CrossRef P.L. Jackson, M.F. Lafleur, F. Malouin, C. Richards, J. Doyon: Potential role of mental practice using motor imagery in neurologic rehabilitation, Arch. Phys. Med. Rehabil. 8, 1133–1141 (2001)CrossRef
32.
Zurück zum Zitat J.A. Verbunt, H.A. Seelen, F.P. Ramos, B.H. Michielsen, W.L. Wetzelaer, M. Moennekens: Mental practice-based rehabilitation training to improve arm function and daily activity performance in stroke patients: A randomized clinical trial, BMC Neurol. 8(C), 7 (2008)CrossRef J.A. Verbunt, H.A. Seelen, F.P. Ramos, B.H. Michielsen, W.L. Wetzelaer, M. Moennekens: Mental practice-based rehabilitation training to improve arm function and daily activity performance in stroke patients: A randomized clinical trial, BMC Neurol. 8(C), 7 (2008)CrossRef
33.
Zurück zum Zitat S.J. Page, P. Levine, A. Leonard: Mental practice in chronic stroke: Results of a randomized, placebo-controlled trial, Stroke A J. Cereb. Circ. 38(4), 1293–1297 (2007)CrossRef S.J. Page, P. Levine, A. Leonard: Mental practice in chronic stroke: Results of a randomized, placebo-controlled trial, Stroke A J. Cereb. Circ. 38(4), 1293–1297 (2007)CrossRef
34.
Zurück zum Zitat D.M. Nilsen, G. Gillen, A.M. Gordon: Use of mental practice to improve upper-limb recovery after stroke: A systematic review, Am. J. Occup. Ther. 64(5), 695–708 (2010)CrossRef D.M. Nilsen, G. Gillen, A.M. Gordon: Use of mental practice to improve upper-limb recovery after stroke: A systematic review, Am. J. Occup. Ther. 64(5), 695–708 (2010)CrossRef
35.
Zurück zum Zitat A.A. Sheikh, E.R. Korn: Imagery in Sports and Physical Performance (Baywood, Amityville 1994) A.A. Sheikh, E.R. Korn: Imagery in Sports and Physical Performance (Baywood, Amityville 1994)
36.
Zurück zum Zitat B.S. Rushall, L.G. Lippman: The role of imagery in physical performance, Int. J. Sport Psychol. 29(1), 57–72 (1998) B.S. Rushall, L.G. Lippman: The role of imagery in physical performance, Int. J. Sport Psychol. 29(1), 57–72 (1998)
37.
Zurück zum Zitat T. Morris, M. Spittle, A.P. Watt: Imagery in Sport (Human Kinetics, Champaign 2005) T. Morris, M. Spittle, A.P. Watt: Imagery in Sport (Human Kinetics, Champaign 2005)
39.
Zurück zum Zitat S.A. Hamilton, W.J. Fremouw: Cognitive-behavioral training for college basketball free-throw performance, Cogn. Ther. Res. 9(4), 479–483 (1985)CrossRef S.A. Hamilton, W.J. Fremouw: Cognitive-behavioral training for college basketball free-throw performance, Cogn. Ther. Res. 9(4), 479–483 (1985)CrossRef
40.
Zurück zum Zitat D. Smith, P. Holmes, L. Whitemore, D. Collins, T. Devonport: The effect of theoretically-based imagery scripts on field hockey performance, J. Sport Behav. 24(4), 408–419 (2001) D. Smith, P. Holmes, L. Whitemore, D. Collins, T. Devonport: The effect of theoretically-based imagery scripts on field hockey performance, J. Sport Behav. 24(4), 408–419 (2001)
41.
Zurück zum Zitat A. Guillot, E. Nadrowska, C. Collet: Using motor imagery to learn tactical movements in basketball, J. Sport Behav. 32(2), 27–29 (2009) A. Guillot, E. Nadrowska, C. Collet: Using motor imagery to learn tactical movements in basketball, J. Sport Behav. 32(2), 27–29 (2009)
42.
Zurück zum Zitat G. Wei, J. Luo: Sport expert’s motor imagery: Functional imaging of professional motor skills and simple motor skills, Brain Res. 1341, 52–62 (2010)CrossRef G. Wei, J. Luo: Sport expert’s motor imagery: Functional imaging of professional motor skills and simple motor skills, Brain Res. 1341, 52–62 (2010)CrossRef
43.
Zurück zum Zitat M. Asada, K. Hosoda, Y. Kuniyoshi, H. Ishiguro, T. Inui, Y. Yoshikawa, M. Ogino, C. YoshidaL: Cognitive developmental robotics: A survey, Auton. Ment. Dev. IEEE Trans. 1(1), 12–34 (2009)CrossRef M. Asada, K. Hosoda, Y. Kuniyoshi, H. Ishiguro, T. Inui, Y. Yoshikawa, M. Ogino, C. YoshidaL: Cognitive developmental robotics: A survey, Auton. Ment. Dev. IEEE Trans. 1(1), 12–34 (2009)CrossRef
44.
Zurück zum Zitat A. Di Nuovo, V.M.D. De La Cruz Marocco: Special issue on artificial mental imagery in cognitive systems and robotics, Adapt. Behav. 21(4), 217–221 (2013)CrossRef A. Di Nuovo, V.M.D. De La Cruz Marocco: Special issue on artificial mental imagery in cognitive systems and robotics, Adapt. Behav. 21(4), 217–221 (2013)CrossRef
45.
Zurück zum Zitat J. Tani: Model-based learning for mobile robot navigation from the dynamical systems perspective, IEEE Trans. Syst. Man. Cybern. 26(3), 421–436 (1996)CrossRef J. Tani: Model-based learning for mobile robot navigation from the dynamical systems perspective, IEEE Trans. Syst. Man. Cybern. 26(3), 421–436 (1996)CrossRef
46.
Zurück zum Zitat D. Roy, K.-Y. Hsiao, N. Mavridis: Mental imagery for a conversational robot, Syst. Man. Cybern. Part B Cybern. IEEE Trans. 34(3), 1374–1383 (2004)CrossRef D. Roy, K.-Y. Hsiao, N. Mavridis: Mental imagery for a conversational robot, Syst. Man. Cybern. Part B Cybern. IEEE Trans. 34(3), 1374–1383 (2004)CrossRef
47.
Zurück zum Zitat T. Ziemke, D.-A. Jirenhed, G. Hesslow: Internal simulation of perception: A minimal neuro-robotic model, Neurocomputing 68(0), 85–104 (2005)CrossRef T. Ziemke, D.-A. Jirenhed, G. Hesslow: Internal simulation of perception: A minimal neuro-robotic model, Neurocomputing 68(0), 85–104 (2005)CrossRef
48.
Zurück zum Zitat R. Nishimoto, J. Tani: Development of hierarchical structures for actions and motor imagery: A constructivist view from synthetic neuro-robotics study, Psychol. Res. PRPF 73(4), 545–558 (2009)CrossRef R. Nishimoto, J. Tani: Development of hierarchical structures for actions and motor imagery: A constructivist view from synthetic neuro-robotics study, Psychol. Res. PRPF 73(4), 545–558 (2009)CrossRef
49.
Zurück zum Zitat O. Gigliotta, G. Pezzulo, S. Nolfi: Evolution of a predictive internal model in an embodied and situated agent, Theory Biosci. 130(4), 259–276 (2011)CrossRef O. Gigliotta, G. Pezzulo, S. Nolfi: Evolution of a predictive internal model in an embodied and situated agent, Theory Biosci. 130(4), 259–276 (2011)CrossRef
50.
Zurück zum Zitat H. Svensson, S. Thill, T. Ziemke: Dreaming of electric sheep? Exploring the functions of dream-like mechanisms in the development of mental imagery simulations, Adapt. Behav. 21(4), 222–238 (2013)CrossRef H. Svensson, S. Thill, T. Ziemke: Dreaming of electric sheep? Exploring the functions of dream-like mechanisms in the development of mental imagery simulations, Adapt. Behav. 21(4), 222–238 (2013)CrossRef
51.
Zurück zum Zitat A. Kaiser, W. Schenck, R. Möller: Solving the correspondence problem in stereo vision by internal simulation, Adapt. Behav. 21(4), 239–250 (2013)CrossRef A. Kaiser, W. Schenck, R. Möller: Solving the correspondence problem in stereo vision by internal simulation, Adapt. Behav. 21(4), 239–250 (2013)CrossRef
52.
Zurück zum Zitat F. Chersi, F. Donnarumma, G. Pezzulo: Mental imagery in the navigation domain: A computational model of sensory-motor simulation mechanisms, Adapt. Behav. 21(4), 251–262 (2013)CrossRef F. Chersi, F. Donnarumma, G. Pezzulo: Mental imagery in the navigation domain: A computational model of sensory-motor simulation mechanisms, Adapt. Behav. 21(4), 251–262 (2013)CrossRef
53.
Zurück zum Zitat H. Iizuka, H. Ando, T. Maeda: Extended homeostatic adaptation model with metabolic causation in plasticity mechanism – toward constructing a dynamic neural network model for mental imagery, Adapt. Behav. 21(4), 263–273 (2013)CrossRef H. Iizuka, H. Ando, T. Maeda: Extended homeostatic adaptation model with metabolic causation in plasticity mechanism – toward constructing a dynamic neural network model for mental imagery, Adapt. Behav. 21(4), 263–273 (2013)CrossRef
54.
Zurück zum Zitat S. Lallee, P.F. Dominey: Multi-modal convergence maps: From body schema and self-representation to mental imagery, Adapt. Behav. 21(4), 274–285 (2013)CrossRef S. Lallee, P.F. Dominey: Multi-modal convergence maps: From body schema and self-representation to mental imagery, Adapt. Behav. 21(4), 274–285 (2013)CrossRef
55.
Zurück zum Zitat K. Seepanomwan, D. Caligiore, G. Baldassarre, A. Cangelosi: Modelling mental rotation in cognitive robots, Adapt. Behav. 21(4), 299–312 (2013)CrossRef K. Seepanomwan, D. Caligiore, G. Baldassarre, A. Cangelosi: Modelling mental rotation in cognitive robots, Adapt. Behav. 21(4), 299–312 (2013)CrossRef
56.
Zurück zum Zitat D. Lewkowicz, Y. Delevoye-Turrell, D. Bailly, P. Andry, P. Gaussier: Reading motor intention through mental imagery, Adapt. Behav. 21, 315–327 (2013)CrossRef D. Lewkowicz, Y. Delevoye-Turrell, D. Bailly, P. Andry, P. Gaussier: Reading motor intention through mental imagery, Adapt. Behav. 21, 315–327 (2013)CrossRef
57.
Zurück zum Zitat W. Gaona, E. Escobar, J. Hermosillo, B. Lara: Anticipation by multi-modal association through an artificial mental imagery process, Conn. Sci. 27, 68–88 (2015)CrossRef W. Gaona, E. Escobar, J. Hermosillo, B. Lara: Anticipation by multi-modal association through an artificial mental imagery process, Conn. Sci. 27, 68–88 (2015)CrossRef
58.
Zurück zum Zitat A. Di Nuovo, D. Marocco, S. Di Nuovo, A. Cangelosi: Autonomous learning in humanoid robotics through mental imagery, Neural Netw. 41, 147–155 (2013)CrossRef A. Di Nuovo, D. Marocco, S. Di Nuovo, A. Cangelosi: Autonomous learning in humanoid robotics through mental imagery, Neural Netw. 41, 147–155 (2013)CrossRef
59.
Zurück zum Zitat A. Di Nuovo, V.M. De La Cruz, S. Di Nuovo, D. Marocco, A. Cangelosi: Mental practice and verbal instructions execution: A cognitive robotics study, Proc. Int. Jt. Conf. Neural Netw. (IJCNN) (2012) pp. 2771–2776 A. Di Nuovo, V.M. De La Cruz, S. Di Nuovo, D. Marocco, A. Cangelosi: Mental practice and verbal instructions execution: A cognitive robotics study, Proc. Int. Jt. Conf. Neural Netw. (IJCNN) (2012) pp. 2771–2776
60.
Zurück zum Zitat A. Di Nuovo, D. Marocco, S. Di Nuovo, A. Cangelosi: A neural network model for spatial mental imagery investigation: A study with the humanoid robot platform iCub, Proc. Int. Jt. Conf. Neural Netw. (IJCNN) (2011) pp. 2199–2204 A. Di Nuovo, D. Marocco, S. Di Nuovo, A. Cangelosi: A neural network model for spatial mental imagery investigation: A study with the humanoid robot platform iCub, Proc. Int. Jt. Conf. Neural Netw. (IJCNN) (2011) pp. 2199–2204
61.
Zurück zum Zitat V. Tikhanoff, A. Cangelosi, P. Fitzpatrick, G. Metta, L. Natale, F. Nori: An open-source simulator for cognitive robotics research: The prototype of the iCub humanoid robot simulator, Proc. 8th Workshop Perform. Metr. Intell. Syst. (PerMIS) (2008) pp. 57–61CrossRef V. Tikhanoff, A. Cangelosi, P. Fitzpatrick, G. Metta, L. Natale, F. Nori: An open-source simulator for cognitive robotics research: The prototype of the iCub humanoid robot simulator, Proc. 8th Workshop Perform. Metr. Intell. Syst. (PerMIS) (2008) pp. 57–61CrossRef
62.
Zurück zum Zitat R. Bartlett: Introduction to Sports Biomechanics: Analysing Human Movement Patterns (Routledge, London 2007) R. Bartlett: Introduction to Sports Biomechanics: Analysing Human Movement Patterns (Routledge, London 2007)
63.
Zurück zum Zitat E.P. Zehr, D.G. Sale: Ballistic movement: Muscle activation and neuromuscular adaptation, Can. J. Appl. Physiol. 19(4), 363–378 (1994)CrossRef E.P. Zehr, D.G. Sale: Ballistic movement: Muscle activation and neuromuscular adaptation, Can. J. Appl. Physiol. 19(4), 363–378 (1994)CrossRef
64.
Zurück zum Zitat M.M. Botvinick, D.C. Plaut: Short-term memory for serial order: A recurrent neural network model, Psychol. Rev. 113(2), 201–233 (2006)CrossRef M.M. Botvinick, D.C. Plaut: Short-term memory for serial order: A recurrent neural network model, Psychol. Rev. 113(2), 201–233 (2006)CrossRef
65.
Zurück zum Zitat M.I. Jordan: Attractor dynamics and parallelism in a connectionist sequential machine, Proc. 8th Annu. Conf. Cogn. Sci. Soc. (1986) pp. 531–546 M.I. Jordan: Attractor dynamics and parallelism in a connectionist sequential machine, Proc. 8th Annu. Conf. Cogn. Sci. Soc. (1986) pp. 531–546
66.
Zurück zum Zitat J.L. Elman: Finding structure in time, Cogn. Sci. 14(2), 179–211 (1990)CrossRef J.L. Elman: Finding structure in time, Cogn. Sci. 14(2), 179–211 (1990)CrossRef
67.
Zurück zum Zitat J. Decety: The neurophysiological basis of motor imagery, Behav. Brain Res. 77, 45–52 (1996)CrossRef J. Decety: The neurophysiological basis of motor imagery, Behav. Brain Res. 77, 45–52 (1996)CrossRef
68.
Zurück zum Zitat D.E. Rumelhart, J.L. McClelland: Parallel Distributed Processing: Explorations in the Microstructure of Cognition (MIT Press, Cambridge 1986) D.E. Rumelhart, J.L. McClelland: Parallel Distributed Processing: Explorations in the Microstructure of Cognition (MIT Press, Cambridge 1986)
69.
Zurück zum Zitat P.J. Werbos: Consistency of HDP applied to a simple reinforcement learning problem, Neural Netw. 3(2), 179–189 (1990)CrossRef P.J. Werbos: Consistency of HDP applied to a simple reinforcement learning problem, Neural Netw. 3(2), 179–189 (1990)CrossRef
Metadaten
Titel
Embodied Mental Imagery in Cognitive Robots
verfasst von
Alessandro Di Nuovo
Davide Marocco
Santo Di Nuovo
Angelo Cangelosi
Copyright-Jahr
2017
Verlag
Springer International Publishing
DOI
https://doi.org/10.1007/978-3-319-30526-4_28