 |
Previous Article | Next Article 
Journal of Neuroscience, Vol 5, 1688-1703, Copyright © 1985 by Society for Neuroscience
The coordination of arm movements: an experimentally confirmed mathematical model
T Flash and N Hogan
This paper presents studies of the coordination of voluntary human arm
movements. A mathematical model is formulated which is shown to predict
both the qualitative features and the quantitative details observed
experimentally in planar, multijoint arm movements. Coordination is modeled
mathematically by defining an objective function, a measure of performance
for any possible movement. The unique trajectory which yields the best
performance is determined using dynamic optimization theory. In the work
presented here, the objective function is the square of the magnitude of
jerk (rate of change of acceleration) of the hand integrated over the
entire movement. This is equivalent to assuming that a major goal of motor
coordination is the production of the smoothest possible movement of the
hand. Experimental observations of human subjects performing voluntary
unconstrained movements in a horizontal plane are presented. They confirm
the following predictions of the mathematical model: unconstrained
point-to-point motions are approximately straight with bell-shaped
tangential velocity profiles; curved motions (through an intermediate point
or around an obstacle) have portions of low curvature joined by portions of
high curvature; at points of high curvature, the tangential velocity is
reduced; the durations of the low-curvature portions are approximately
equal. The theoretical analysis is based solely on the kinematics of
movement independent of the dynamics of the musculoskeletal system and is
successful only when formulated in terms of the motion of the hand in
extracorporal space. The implications with respect to movement organization
are discussed.
This article has been cited by other articles:

|
 |

|
 |
 
A. A. Kardamakis and A. K. Moschovakis
Optimal Control of Gaze Shifts
J. Neurosci.,
June 17, 2009;
29(24):
7723 - 7730.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
V. S. Chib, M. A. Krutky, K. M. Lynch, and F. A. Mussa-Ivaldi
The Separate Neural Control of Hand Movements and Contact Forces
J. Neurosci.,
March 25, 2009;
29(12):
3939 - 3947.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
U. Maoz, A. Berthoz, and T. Flash
Complex Unconstrained Three-Dimensional Hand Movement and Constant Equi-Affine Speed
J Neurophysiol,
February 1, 2009;
101(2):
1002 - 1015.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
B. Berret, F. Bonnetblanc, C. Papaxanthis, and T. Pozzo
Modular Control of Pointing beyond Arm's Length
J. Neurosci.,
January 7, 2009;
29(1):
191 - 205.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. Fishbach and F. A. Mussa-Ivaldi
Seeing versus Believing: Conflicting Immediate and Predicted Feedback Lead to Suboptimal Motor Performance
J. Neurosci.,
December 24, 2008;
28(52):
14140 - 14146.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
T. C. Purnell
PREVELAR RAISING AND PHONETIC CONDITIONING: ROLE OF LABIAL AND ANTERIOR TONGUE GESTURES
American Speech,
December 1, 2008;
83(4):
373 - 402.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
J. F. Soechting and M. Flanders
Extrapolation of Visual Motion for Manual Interception
J Neurophysiol,
June 1, 2008;
99(6):
2956 - 2967.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
R. N. Barker, S. G. Brauer, and R. G. Carson
Training of Reaching in Stroke Survivors With Severe and Chronic Upper Limb Paresis Using a Novel Nonrobotic Device: A Randomized Clinical Trial
Stroke,
June 1, 2008;
39(6):
1800 - 1807.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. Mutha and B. Shabbott
Don't Let It Slip: Predictive Control of Grip Force After Changes in Task Goals
J. Neurosci.,
March 19, 2008;
28(12):
2965 - 2966.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
W. J. Kargo and S. F. Giszter
Individual Premotor Drive Pulses, Not Time-Varying Synergies, Are the Units of Adjustment for Limb Trajectories Constructed in Spinal Cord
J. Neurosci.,
March 5, 2008;
28(10):
2409 - 2425.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. Caimmi, S. Carda, C. Giovanzana, E. S. Maini, A. M. Sabatini, N. Smania, and F. Molteni
Using Kinematic Analysis to Evaluate Constraint-Induced Movement Therapy in Chronic Stroke Patients
Neurorehabil Neural Repair,
February 1, 2008;
22(1):
31 - 39.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
C. Ghez, R. Scheidt, and H. Heijink
Different Learned Coordinate Frames for Planning Trajectories and Final Positions in Reaching
J Neurophysiol,
December 1, 2007;
98(6):
3614 - 3626.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
R. A. Scheidt and C. Ghez
Separate Adaptive Mechanisms for Controlling Trajectory and Final Position in Reaching
J Neurophysiol,
December 1, 2007;
98(6):
3600 - 3613.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. Biess, D. G. Liebermann, and T. Flash
A Computational Model for Redundant Human Three-Dimensional Pointing Movements: Integration of Independent Spatial and Temporal Motor Plans Simplifies Movement Dynamics
J. Neurosci.,
November 28, 2007;
27(48):
13045 - 13064.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L. Srinivasan, U. T. Eden, S. K. Mitter, and E. N. Brown
General-Purpose Filter Design for Neural Prosthetic Devices
J Neurophysiol,
October 1, 2007;
98(4):
2456 - 2475.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. A. Goble, Y. Zhang, Y. Shimansky, S. Sharma, and N. V. Dounskaia
Directional Biases Reveal Utilization of Arm's Biomechanical Properties for Optimization of Motor Behavior
J Neurophysiol,
September 1, 2007;
98(3):
1240 - 1252.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. Liu and E. Todorov
Evidence for the Flexible Sensorimotor Strategies Predicted by Optimal Feedback Control
J. Neurosci.,
August 29, 2007;
27(35):
9354 - 9368.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. A. Thoroughman, W. Wang, and D. N. Tomov
Influence of Viscous Loads on Motor Planning
J Neurophysiol,
August 1, 2007;
98(2):
870 - 877.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. M Wagner, C. E Lang, S. A Sahrmann, D. F Edwards, and A. W Dromerick
Sensorimotor Impairments and Reaching Performance in Subjects With Poststroke Hemiparesis During the First Few Months of Recovery
Physical Therapy,
June 1, 2007;
87(6):
751 - 765.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. Trainin, R. Meir, and A. Karniel
Explaining Patterns of Neural Activity in the Primary Motor Cortex Using Spinal Cord and Limb Biomechanics Models
J Neurophysiol,
May 1, 2007;
97(5):
3736 - 3750.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. Nishiwaki, J. Kuffner, S. Kagami, M. Inaba, and H. Inoue
The experimental humanoid robot H7: a research platform for autonomous behaviour
Phil Trans R Soc A,
January 15, 2007;
365(1850):
79 - 107.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. M. Bays and D. M. Wolpert
Computational principles of sensorimotor control that minimize uncertainty and variability
J. Physiol.,
January 15, 2007;
578(2):
387 - 396.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. Guigon, P. Baraduc, and M. Desmurget
Computational Motor Control: Redundancy and Invariance
J Neurophysiol,
January 1, 2007;
97(1):
331 - 347.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
H. OHNISHI and K. MOCHIZUKI
Effect of Delay of Feedback Force on Perception of Elastic Force: A Psychophysical Approach
IEICE Trans B: Communications,
January 1, 2007;
E90-B(1):
12 - 20.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
P. Cisek
Preparing for Speed. Focus on "Preparatory Activity in Premotor and Motor Cortex Reflects the Speed of the Upcoming Reach"
J Neurophysiol,
December 1, 2006;
96(6):
2842 - 2843.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. Torres and R. Andersen
Space-Time Separation During Obstacle-Avoidance Learning in Monkeys
J Neurophysiol,
November 1, 2006;
96(5):
2613 - 2632.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. Cisek
Integrated neural processes for defining potential actions and deciding between them: a computational model.
J. Neurosci.,
September 20, 2006;
26(38):
9761 - 9770.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. M. Wagner, C. E. Lang, S. A. Sahrmann, Q. Hu, A. J. Bastian, D. F. Edwards, and A. W. Dromerick
Relationships between Sensorimotor Impairments and Reaching Deficits in Acute Hemiparesis
Neurorehabil Neural Repair,
September 1, 2006;
20(3):
406 - 416.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
M. S. Fine and K. A. Thoroughman
Motor Adaptation to Single Force Pulses: Sensitive to Direction but Insensitive to Within-Movement Pulse Placement and Magnitude
J Neurophysiol,
August 1, 2006;
96(2):
710 - 720.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
T. D. Sanger
Arm Trajectories in Dyskinetic Cerebral Palsy Have Increased Random Variability
J Child Neurol,
July 1, 2006;
21(7):
551 - 557.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
H. Tanaka, J. W. Krakauer, and N. Qian
An Optimization Principle for Determining Movement Duration
J Neurophysiol,
June 1, 2006;
95(6):
3875 - 3886.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. A. Sylvestre and K. E. Cullen
Premotor correlates of integrated feedback control for eye-head gaze shifts.
J. Neurosci.,
May 3, 2006;
26(18):
4922 - 4929.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
V. S. Chib, J. L. Patton, K. M. Lynch, and F. A. Mussa-Ivaldi
Haptic Identification of Surfaces as Fields of Force
J Neurophysiol,
February 1, 2006;
95(2):
1068 - 1077.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. Hore, M. O'Brien, and S. Watts
Control of Joint Rotations in Overarm Throws of Different Speeds Made by Dominant and Nondominant Arms
J Neurophysiol,
December 1, 2005;
94(6):
3975 - 3986.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. S. A. Graziano, T. N. S. Aflalo, and D. F. Cooke
Arm Movements Evoked by Electrical Stimulation in the Motor Cortex of Monkeys
J Neurophysiol,
December 1, 2005;
94(6):
4209 - 4223.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. M. Mosier, R. A. Scheidt, S. Acosta, and F. A. Mussa-Ivaldi
Remapping Hand Movements in a Novel Geometrical Environment
J Neurophysiol,
December 1, 2005;
94(6):
4362 - 4372.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. Shemmell, M. Forner, J. R. Tresilian, S. Riek, B. K. Barry, and R. G. Carson
Neuromuscular Adaptation During Skill Acquisition on a Two Degree-of-Freedom Target-Acquisition Task: Isometric Torque Production
J Neurophysiol,
November 1, 2005;
94(5):
3046 - 3057.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. ARIMOTO, M. SEKIMOTO, and R. OZAWA
A Challenge to Bernstein's Degrees-of-Freedom Problem in Both Cases of Human and Robotic Multi-Joint Movements
IEICE Trans A: Fundamentals,
October 1, 2005;
E88-A(10):
2484 - 2495.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
Y. Yekutieli, R. Sagiv-Zohar, R. Aharonov, Y. Engel, B. Hochner, and T. Flash
Dynamic Model of the Octopus Arm. I. Biomechanics of the Octopus Reaching Movement
J Neurophysiol,
August 1, 2005;
94(2):
1443 - 1458.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. Pan, M. A. Peshkin, J. E. Colgate, and K. M. Lynch
Static Single-Arm Force Generation With Kinematic Constraints
J Neurophysiol,
May 1, 2005;
93(5):
2752 - 2765.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C. S. McCabe, R. C. Haigh, P. W. Halligan, and D. R. Blake
Simulating sensory-motor incongruence in healthy volunteers: implications for a cortical model of pain
Rheumatology,
April 1, 2005;
44(4):
509 - 516.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
R. Osu, N. Kamimura, H. Iwasaki, E. Nakano, C. M. Harris, Y. Wada, and M. Kawato
Optimal Impedance Control for Task Achievement in the Presence of Signal-Dependent Noise
J Neurophysiol,
August 1, 2004;
92(2):
1199 - 1215.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. P. Kording and D. M. Wolpert
The loss function of sensorimotor learning
PNAS,
June 29, 2004;
101(26):
9839 - 9842.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. B. Torres and D. Zipser
Simultaneous control of hand displacements and rotations in orientation-matching experiments
J Appl Physiol,
May 1, 2004;
96(5):
1978 - 1987.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. A. Thoroughman
Flexible Control of Flexible Objects. Focus on "An Experimentally Confirmed Mathematical Model for Human Control of a Non-Rigid Object"
J Neurophysiol,
March 1, 2004;
91(3):
1109 - 1110.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. B. Dingwell, C. D. Mah, and F. A. Mussa-Ivaldi
Experimentally Confirmed Mathematical Model for Human Control of a Non-Rigid Object
J Neurophysiol,
March 1, 2004;
91(3):
1158 - 1170.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. V. Roitman, S. G. Massaquoi, K. Takahashi, and T. J. Ebner
Kinematic Analysis of Manual Tracking in Monkeys: Characterization of Movement Intermittencies During a Circular Tracking Task
J Neurophysiol,
February 1, 2004;
91(2):
901 - 911.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. G. Kamper, E. G. Cruz, and M. P. Siegel
Stereotypical Fingertip Trajectories During Grasp
J Neurophysiol,
December 1, 2003;
90(6):
3702 - 3710.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
O. Donchin, J. T. Francis, and R. Shadmehr
Quantifying Generalization from Trial-by-Trial Behavior of Adaptive Systems that Learn with Basis Functions: Theory and Experiments in Human Motor Control
J. Neurosci.,
October 8, 2003;
23(27):
9032 - 9045.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. J. Sober and P. N. Sabes
Multisensory Integration during Motor Planning
J. Neurosci.,
August 6, 2003;
23(18):
6982 - 6992.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. D. K. Breteler, J. M. Hondzinski, and M. Flanders
Drawing Sequences of Segments in 3D: Kinetic Influences on Arm Configuration
J Neurophysiol,
June 1, 2003;
89(6):
3253 - 3263.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. Pigeon, S. B. Bortolami, P. DiZio, and J. R. Lackner
Coordinated Turn-and-Reach Movements. I. Anticipatory Compensation for Self-Generated Coriolis and Interaction Torques
J Neurophysiol,
January 1, 2003;
89(1):
276 - 289.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. Pigeon, S. B. Bortolami, P. DiZio, and J. R. Lackner
Coordinated Turn-and-Reach Movements. II. Planning in an External Frame of Reference
J Neurophysiol,
January 1, 2003;
89(1):
290 - 303.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. A. Jax, D. A. Rosenbaum, J. Vaughan, and R. G. J. Meulenbroek
Computational Motor Control and Human Factors: Modeling Movements in Real and Possible Environments
Human Factors: The Journal of the Human Factors and Ergonomics Society,
January 1, 2003;
45(1):
5 - 27.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
E. B. Torres and D. Zipser
Reaching to Grasp With a Multi-Jointed Arm. I. Computational Model
J Neurophysiol,
November 1, 2002;
88(5):
2355 - 2367.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. J. E. Richardson and T. Flash
Comparing Smooth Arm Movements with the Two-Thirds Power Law and the Related Segmented-Control Hypothesis
J. Neurosci.,
September 15, 2002;
22(18):
8201 - 8211.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
B. Rohrer, S. Fasoli, H. I. Krebs, R. Hughes, B. Volpe, W. R. Frontera, J. Stein, and N. Hogan
Movement Smoothness Changes during Stroke Recovery
J. Neurosci.,
September 15, 2002;
22(18):
8297 - 8304.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. B. Dingwell, C. D. Mah, and F. A. Mussa-Ivaldi
Manipulating Objects With Internal Degrees of Freedom: Evidence for Model-Based Control
J Neurophysiol,
July 1, 2002;
88(1):
222 - 235.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. F. d. C. Hamilton and D. M. Wolpert
Controlling the Statistics of Action: Obstacle Avoidance
J Neurophysiol,
May 1, 2002;
87(5):
2434 - 2440.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. M. Lynch, Caizhen Liu, A. Sorensen, S. Kim, M. Peshkin, J. E. Colgate, T. Tickel, D. Hannon, and K. Shiels
Motion Guides for Assisted Manipulation
The International Journal of Robotics Research,
January 1, 2002;
21(1):
27 - 43.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
K. Yashiro, M. Fujii, O. Hidaka, and K. Takada
Kinematic Modeling of Jaw-closing Movement during Food Breakage
Journal of Dental Research,
November 1, 2001;
80(11):
2030 - 2034.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
G. Sumbre, Y. Gutfreund, G. Fiorito, T. Flash, and B. Hochner
Control of Octopus Arm Extension by a Peripheral Motor Program
Science,
September 7, 2001;
293(5536):
1845 - 1848.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
G. L. Almeida, D. M. Corcos, and Z. Hasan
Horizontal-Plane Arm Movements With Direction Reversals Performed by Normal Individuals and Individuals With Down Syndrome
J Neurophysiol,
October 1, 2000;
84(4):
1949 - 1960.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
T. D. Sanger
Human Arm Movements Described by a Low-Dimensional Superposition of Principal Components
J. Neurosci.,
February 1, 2000;
20(3):
1066 - 1072.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. G. Witney, S. J. Goodbody, and D. M. Wolpert
Predictive Motor Learning of Temporal Delays
J Neurophysiol,
November 1, 1999;
82(5):
2039 - 2048.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. R. Harwood, L. E. Mezey, and C. M. Harris
The Spectral Main Sequence of Human Saccades
J. Neurosci.,
October 15, 1999;
19(20):
9098 - 9106.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. Yashiro, T. Yamauchi, M. Fujii, and K. Takada
Smoothness of Human Jaw Movement during Chewing
Journal of Dental Research,
October 1, 1999;
78(10):
1662 - 1668.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
K. A. Thoroughman and R. Shadmehr
Electromyographic Correlates of Learning an Internal Model of Reaching Movements
J. Neurosci.,
October 1, 1999;
19(19):
8573 - 8588.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. A. Conditt and F. A. Mussa-Ivaldi
Central representation of time during motor learning
PNAS,
September 28, 1999;
96(20):
11625 - 11630.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. Nakano, H. Imamizu, R. Osu, Y. Uno, H. Gomi, T. Yoshioka, and M. Kawato
Quantitative Examinations of Internal Representations for Arm Trajectory Planning: Minimum Commanded Torque Change Model
J Neurophysiol,
May 1, 1999;
81(5):
2140 - 2155.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
H. I. Krebs, M. L. Aisen, B. T. Volpe, and N. Hogan
Quantization of continuous arm movements in humans with brain injury
PNAS,
April 13, 1999;
96(8):
4645 - 4649.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. A. Doeringer and N. Hogan
Intermittency in Preplanned Elbow Movements Persists in the Absence of Visual Feedback
J Neurophysiol,
October 1, 1998;
80(4):
1787 - 1799.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. Todorov and M. I. Jordan
Smoothness Maximization Along a Predefined Path Accurately Predicts the Speed Profiles of Complex Arm Movements
J Neurophysiol,
August 1, 1998;
80(2):
696 - 714.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. N. Sabes, M. I. Jordan, and D. M. Wolpert
The Role of Inertial Sensitivity in Motor Planning
J. Neurosci.,
August 1, 1998;
18(15):
5948 - 5957.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. J. Goodbody and D. M. Wolpert
Temporal and Amplitude Generalization in Motor Learning
J Neurophysiol,
April 1, 1998;
79(4):
1825 - 1838.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
G. Baud-Bovy and P. Viviani
Pointing to Kinesthetic Targets in Space
J. Neurosci.,
February 15, 1998;
18(4):
1528 - 1545.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
G. L. Gottlieb, Q. Song, G. L. Almeida, D.-A. Hong, and D. Corcos
Directional Control of Planar Human Arm Movement
J Neurophysiol,
December 1, 1997;
78(6):
2985 - 2998.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. N. Sabes and M. I. Jordan
Obstacle Avoidance and a Perturbation Sensitivity Model for Motor Planning
J. Neurosci.,
September 15, 1997;
17(18):
7119 - 7128.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. A. Conditt, F. Gandolfo, and F. A. Mussa-Ivaldi
The Motor System Does Not Learn the Dynamics of the Arm by Rote Memorization of Past Experience
J Neurophysiol,
July 1, 1997;
78(1):
554 - 560.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
C. de'Sperati and P. Viviani
The Relationship between Curvature and Velocity in Two-Dimensional Smooth Pursuit Eye Movements
J. Neurosci.,
May 15, 1997;
17(10):
3932 - 3945.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. Desmurget, M. Jordan, C. Prablanc, and M. Jeannerod
Constrained and Unconstrained Movements Involve Different Control Strategies
J Neurophysiol,
March 1, 1997;
77(3):
1644 - 1650.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. Desmurget and C. Prablanc
Postural Control of Three-Dimensional Prehension Movements
J Neurophysiol,
January 1, 1997;
77(1):
452 - 464.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
R. Shadmehr and T. Brashers-Krug
Functional Stages in the Formation of Human Long-Term Motor Memory
J. Neurosci.,
January 1, 1997;
17(1):
409 - 419.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
Y. Gutfreund, T. Flash, Y. Yarom, G. Fiorito, I. Segev, and B. Hochner
Organization of Octopus Arm Movements: A Model System for Studying the Control of Flexible Arms
J. Neurosci.,
November 15, 1996;
16(22):
7297 - 7307.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
T. Poggio
A Theory of How the Brain Might Work
Cold Spring Harb Symp Quant Biol,
January 1, 1990;
55(0):
899 - 910.
[Abstract]
[PDF]
|
 |
|
|