Nonlinear visuomotor transformations: Locus and modularity

Participants in two experiments moved a mouse-like device to the right to move a cursor on a computer screen to a target position. The cursor was invisible during motion but reappeared at the end of each movement. The relationship between the amplitudes of the cursor movement and the mouse movement was exponential in Experiment 1 and logarithmic in Experiment 2 for two groups of participants, while it was linear for the control groups in both experiments. The results of both experiments indicate that participants adjusted well to the external transformation by developing an internal model that approximated the inverse of the external transformation. We introduce a method to determine the locus of the internal model. It indicates that the internal model works at a processing level that either preceded specification of movement amplitude, or had become part of movement amplitude specification. Limited awareness of the nonlinear mouse–cursor relationship and the fact that a working-memory task had little effect on performance suggest that the internal model is modular and not dependent on high-level cognitive processes.

[1]  Otmar Bock,et al.  Human adaptation to rotated vision: interplay of a continuous and a discrete process , 2003, Experimental Brain Research.

[2]  H. Heuer,et al.  Task-dependent mixtures of coordinate systems in visuomotor transformations , 1998, Experimental Brain Research.

[3]  Wolfgang Prinz,et al.  Compensation for and adaptation to changes in the environment , 2005, Experimental Brain Research.

[4]  J C Hay,et al.  Motor-Transformation Learning , 1974, Perception.

[5]  M. Jeannerod TO ACT OR NOT TO ACT : PERSPECTIVES ON THE REPRESENTATION OF ACTIONS , 1999 .

[6]  Michael I. Jordan Chapter 2 Computational aspects of motor control and motor learning , 1996 .

[7]  J. Pratt,et al.  Practice and Component Submovements: The Roles of Programming and Feedback in Rapid Aimed Limb Movements. , 1996, Journal of motor behavior.

[8]  Mitsuo Kawato,et al.  Bi-directional theory approach to integration , 1996 .

[9]  W. Helsen,et al.  Temporal and spatial coupling of point of gaze and hand movements in aiming. , 1998, Journal of motor behavior.

[10]  Felice L. Bedford,et al.  Constraints on learning new mappings between perceptual dimensions , 1989 .

[11]  W. Prinz,et al.  Directing attention to movement effects enhances learning: A review , 2001, Psychonomic bulletin & review.

[12]  J. Hoffmann,et al.  Anticipated Action Effects Affect the Selection, Initiation, and Execution of Actions , 2004, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[13]  R. J. van Beers,et al.  The role of execution noise in movement variability. , 2004, Journal of neurophysiology.

[14]  Michael I. Jordan Computational aspects of motor control and motor learning , 2008 .

[15]  R B Welch,et al.  Multiple concurrent visual-motor mappings: implications for models of adaptation. , 1994, Journal of experimental psychology. Human perception and performance.

[16]  J R Flanagan,et al.  Trajectory adaptation to a nonlinear visuomotor transformation: evidence of motion planning in visually perceived space. , 1995, Journal of neurophysiology.

[17]  Michael I. Jordan,et al.  Are arm trajectories planned in kinematic or dynamic coordinates? An adaptation study , 1995, Experimental Brain Research.

[18]  C Ghez,et al.  Learning of Visuomotor Transformations for Vectorial Planning of Reaching Trajectories , 2000, The Journal of Neuroscience.

[19]  T. Flash,et al.  The coordination of arm movements: an experimentally confirmed mathematical model , 1985, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[20]  Daniel M. Wolpert,et al.  Making smooth moves , 2022 .

[21]  R. D Seidler,et al.  Patterns of transfer of adaptation among body segments , 2001, Behavioural Brain Research.

[22]  Gordon M. Redding,et al.  Chapter 5 Adaptive Eye-Hand Coordination: Implications of Prism Adaptation for Perceptual-Motor Organization , 1992 .

[23]  Günther Knoblich,et al.  Deceiving oneself about being in control: conscious detection of changes in visuomotor coupling. , 2004, Journal of experimental psychology. Human perception and performance.

[24]  M. Jeannerod The 25th Bartlett Lecture , 1999 .

[25]  H. Cruse,et al.  The human arm as a redundant manipulator: The control of path and joint angles , 2004, Biological Cybernetics.

[26]  James L. McClelland,et al.  Information integration in perception and communication , 1996 .

[27]  Martin Burghoff,et al.  Visuo-motor adaptation: evidence for a distributed amplitude control system , 1997, Behavioural Brain Research.

[28]  Zoubin Ghahramani,et al.  Modular decomposition in visuomotor learning , 1997, Nature.

[29]  C. Ghez,et al.  Discrete and continuous planning of hand movements and isometric force trajectories , 1997, Experimental Brain Research.

[30]  J. Fodor The Modularity of mind. An essay on faculty psychology , 1986 .

[31]  C. Prablanc,et al.  Large adjustments in visually guided reaching do not depend on vision of the hand or perception of target displacement , 1986, Nature.

[32]  Michael I. Jordan,et al.  Optimal feedback control as a theory of motor coordination , 2002, Nature Neuroscience.

[33]  R. Gottsdanker,et al.  A further study of prediction-motion. , 1955, The American journal of psychology.

[34]  C. Ghez,et al.  Trajectory control in targeted force impulses , 1987, Experimental Brain Research.

[35]  S. Iversen Motor control , 2000, Clinical Neurophysiology.

[36]  Dottie M. Clower,et al.  Selective use of perceptual recalibration versus visuomotor skill acquisition. , 2000, Journal of neurophysiology.

[37]  D. Meyer,et al.  Function learning: induction of continuous stimulus-response relations. , 1991, Journal of experimental psychology. Learning, memory, and cognition.

[38]  H. Zelaznik,et al.  Motor-output variability: a theory for the accuracy of rapid motor acts. , 1979, Psychological review.

[39]  S. Link,et al.  Bias in Quantifying Judgments , 1989 .

[40]  B. Bridgeman,et al.  Alternating prism exposure causes dual adaptation and generalization to a novel displacement , 1993, Perception & psychophysics.

[41]  W. A. Wagenaar,et al.  Misperception of exponential growth , 1975 .

[42]  K. Kurata,et al.  Reacquisition deficits in prism adaptation after muscimol microinjection into the ventral premotor cortex of monkeys. , 1999, Journal of neurophysiology.

[43]  Ariel D Prager,et al.  Adaptation to display rotation and display gain distortions during drawing. , 2003, Human movement science.

[44]  Gavin P. Lawrence,et al.  Online versus offline processing of visual feedback in the control of movement amplitude. , 2003, Acta psychologica.

[45]  H. Cunningham Aiming error under transformed spatial mappings suggests a structure for visual-motor maps. , 1989, Journal of experimental psychology. Human perception and performance.

[46]  Erich Voigt,et al.  Über den Aufbau von Bewegungsgestalten , 1932 .

[47]  R. Gottsdanker The accuracy of prediction motion. , 1952, Journal of experimental psychology.

[48]  S. Kinomura,et al.  A PET Study of Visuomotor Learning under Optical Rotation , 2000, NeuroImage.

[49]  Lambert Schomaker,et al.  FITTS LAW AS A LOW-PASS FILTER EFFECT OF MUSCLE-STIFFNESS , 1992 .

[50]  R. Christina,et al.  Psychology of motor behavior and sport , 1978 .