Learning optimal adaptation strategies in unpredictable motor tasks

Journal of Neuroscience

Volumn 29, Issue 20, 2009, Pages 6472-6478

  Braun, Daniel A ^a,b   Aertsen, Ad ^a   Wolpert, Daniel M ^b   Mehring, Carsten ^a  

^a UNIVERSITY OF FREIBURG   (Germany)

^b UNIVERSITY OF CAMBRIDGE   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE BEHAVIOR; ARTICLE; HUMAN; HUMAN EXPERIMENT; LEARNING; MOTOR PERFORMANCE; MOTOR SYSTEM; PARAMETER; PREDICTION; PRIORITY JOURNAL; TASK PERFORMANCE;

ADAPTATION, PHYSIOLOGICAL; COMPUTER SIMULATION; FEEDBACK; HUMANS; LEARNING; MODELS, BIOLOGICAL; MOTOR SKILLS; MOVEMENT; PREDICTIVE VALUE OF TESTS; ROTATION; TASK PERFORMANCE AND ANALYSIS;

EID: 66249115304     PISSN: 02706474     EISSN: 15292401     Source Type: Journal    
DOI: 10.1523/JNEUROSCI.3075-08.2009     Document Type: Article

References (27)

1. Åström KJ, Wittenmark B (1995) Adaptive control, Ed 2. Reading, MA: Addison-Wesley.
2. Bhushan N, Shadmehr R (1999) Computational nature of human adaptive control during learning of reaching movements in force fields. Biol Cybern 81:39-60. (Pubitemid 129543166)
3. Braun DA, Aertsen A, Wolpert DM, Mehring C (2009) Motor task variation induces structural learning. Curr Biol 19:352-357.
4. Chen-Harris H, Joiner WM, Ethier V, Zee DS, Shadmehr R (2008) Adaptive control of saccades via internal feedback. J Neurosci 28:2804-2813.
5. Diedrichsen J (2007) Optimal task-dependent changes of bimanual feed-back control and adaptation. Curr Biol 17:1675-1679. (Pubitemid 47503809)
6. Diedrichsen J, Hashambhoy Y, Rane T, Shadmehr R (2005) Neural correlates of reach errors. J Neurosci 25:9919-9931. (Pubitemid 41528030)
7. Donchin O, Francis JT, Shadmehr R (2003) Quantifying generalization from trial-by- trial behavior of adaptive systems that learn with basis functions: theory and experiments in human motor control. J Neurosci 23:9032-9045. (Pubitemid 37243804)
8. Fishbach A, Roy SA, Bastianen C, Miller LE, Houk JC (2007) Deciding when and how to correct a movement: discrete submovements as a decision making process. Exp Brain Res 177:45-63. (Pubitemid 46197828)
9. Guigon E, Baraduc P, Desmurget M (2007) Computational motor control: redundancy and invariance. J Neurophysiol 97:331-347. (Pubitemid 46143361)
10. Harris CM, Wolpert DM (1998) Signal-dependent noise determines motor planning. Nature 394:780-784. (Pubitemid 28391641)
11. Izawa J, Rane T, Donchin O, Shadmehr R (2008) Motor adaptation as a process of reoptimization. J Neurosci 28:2883-2891.
12. Kawato M (1992) Optimization and learning in neural networks for formation and control of coordinated movement. In: Attention and performance (Meyer D, Kornblum S, eds), pp 821-849. Cambridge, MA: MIT.
13. Körding KP, Wolpert DM (2004) The loss function of sensorimotor learning. Proc Natl Acad Sci U S A 101:9839-9842. (Pubitemid 38869323)
14. Lee D, Port NL, Georgopoulos AP (1997) Manual interception of moving targets. II. On-line control of overlapping submovements. Exp Brain Res 116:421-433.
15. Liu D, Todorov E (2007) Evidence for the flexible sensorimotor strategies predicted by optimal feedback control. J Neurosci 27:9354-9368. (Pubitemid 47358214)
16. Loeb GE, Levine WS, He J (1990) Understanding sensorimotor feedback through optimal control. Cold Spring Harb Symp Quant Biol 55:791-803.
17. Reznikova ZI (2007) Animal intelligence: from individual to social cognition. Cambridge, MA: Cambridge UP.
18. Sastry S, Bodson M (1989) Adaptive control: stability, convergence, and robustness. Englewood Cliffs, NJ: Prentice-Hall Advanced Reference Series.
19. Scott SH (2004) Optimal feedback control and the neural basis of volitional motor control. Nat Rev Neurosci 5:532-546.
20. Shadmehr R, Mussa-Ivaldi FA (1994) Adaptive representation of dynamics during learning of a motor task. J Neurosci 14:3208-3224. (Pubitemid 24139004)
21. Smith MA, Ghazizadeh A, Shadmehr R (2006) Interacting adaptive processes with different timescales underlie short-term motor learning. PLoS Biol 4:e179. (Pubitemid 43909461)
22. Stengel RF (1994) Optimal control and estimation, revised edition. New York: Dover.
23. Todorov E (2004) Optimality principles in sensorimotor control. Nat Neurosci 7:907-915. (Pubitemid 39129496)
24. Todorov E (2005) Stochastic optimal control and estimation methods adapted to the noise characteristics of the sensorimotor system. Neural Comput 17:1084-1108. (Pubitemid 40551615)
25. Todorov E, Jordan MI (2002) Optimal feedback control as a theory of motor coordination. Nat Neurosci 5:1226-1235. (Pubitemid 35247183)
26. Wagner MJ, Smith MA (2008) Shared internal models for feedforward and feedback control. J Neurosci 28:10663-10673.
27. Wolpert DM, Ghahramani Z, Jordan MI (1995) An internal model for sensorimotor integration. Science 269:1880-1882.