Skip to main content

2017 | OriginalPaper | Buchkapitel

On the Duration of Human Movement: From Self-paced to Slow/Fast Reaches up to Fitts’s Law

verfasst von : Frédéric Jean, Bastien Berret

Erschienen in: Geometric and Numerical Foundations of Movements

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

In this chapter, we present a mathematical theory of human movement vigor. At the core of the theory is the concept of the cost of time. According to it, natural movement cannot be too slow because the passage of time entails a cost which makes slow moves undesirable. Within this framework, an inverse methodology is available to reliably and robustly characterize how the brain penalizes time from experimental motion data. Yet, a general theory of human movement pace should not only account for the self-selected speed but should also include situations where slow or fast speed instructions are given by an experimenter or required by a task. In particular, the limit case of a “maximal speed” instruction is linked to Fitts’s law, i.e. the speed/accuracy trade-off. This chapter first summarizes the cost of time theory and the procedure used for its accurate identification. Then, the case of slow/fast movements is investigated but changing the duration of goal-directed movements can be done in various ways in this framework. Here we show that only one strategy seems plausible to account for both slow/fast and self-paced reaching movements. By relying upon a free-time optimal control formulation of the motor planning problem, this chapter provides a comprehensive treatment of the linear-quadratic case for single degree of freedom arm movements but the principles are easily extendable to multijoint and/or artificial 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!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
Note that we did not use the standard way to define the value function: for a movement duration equal to t, this is usually \(\tilde{V}_{\mathbf {x}^{f}}(w,\mathbf {x}^{0}(w))=\inf {\int _{w}^{t}{\displaystyle l\big (\mathbf {x_{u}}(s),\mathbf {u}(s)\big )ds}}.\) Here we set \(V_{\mathbf {x}^{f}}(t-w,\mathbf {x}^{0}(w))=\tilde{V}_{\mathbf {x}^{f}}(w,\mathbf {x}^{0}(w))\), hence \(\frac{\partial V_{\mathbf {x}^{f}}}{\partial t}=-\frac{\partial \tilde{V}_{\mathbf {x}^{f}}}{\partial t}\).
 
2
We assume here that there are no abnormal extremals (an hypothesis which is satisfied in particular by controllable linear systems). As a consequence, it is not necessary to put a Lagrange multiplier in front of l in \(\mathscr {H}_{0}\).
 
Literatur
1.
Zurück zum Zitat L.B. Bagesteiro, R.L. Sainburg, Handedness: dominant arm advantages in control of limb dynamics. J. Neurophysiol. 88(5), 2408–2421 (2002). doi:10.1152/jn.00901.2001 L.B. Bagesteiro, R.L. Sainburg, Handedness: dominant arm advantages in control of limb dynamics. J. Neurophysiol. 88(5), 2408–2421 (2002). doi:10.​1152/​jn.​00901.​2001
3.
Zurück zum Zitat A. Berardelli, J.C. Rothwell, P.D. Thompson, M. Hallett, Pathophysiology of bradykinesia in parkinson’s disease. Brain 124(Pt 11), 2131–2146 (2001)CrossRef A. Berardelli, J.C. Rothwell, P.D. Thompson, M. Hallett, Pathophysiology of bradykinesia in parkinson’s disease. Brain 124(Pt 11), 2131–2146 (2001)CrossRef
5.
Zurück zum Zitat B. Berret, C. Darlot, F. Jean, T. Pozzo, C. Papaxanthis, J.P. Gauthier, The inactivation principle: mathematical solutions minimizing the absolute work and biological implications for the planning of arm movements. PLoS Comput. Biol. 4(10), e1000,194 (2008). doi:10.1371/journal.pcbi.1000194 B. Berret, C. Darlot, F. Jean, T. Pozzo, C. Papaxanthis, J.P. Gauthier, The inactivation principle: mathematical solutions minimizing the absolute work and biological implications for the planning of arm movements. PLoS Comput. Biol. 4(10), e1000,194 (2008). doi:10.​1371/​journal.​pcbi.​1000194
6.
Zurück zum Zitat B. Berret, J.P. Gauthier, C. Papaxanthis, How humans control arm movements. Proc. Steklov Inst. Math. 261, 44–58 (2008) B. Berret, J.P. Gauthier, C. Papaxanthis, How humans control arm movements. Proc. Steklov Inst. Math. 261, 44–58 (2008)
7.
Zurück zum Zitat B. Berret, E. Chiovetto, F. Nori, T. Pozzo T, Evidence for composite cost functions in arm movement planning: an inverse optimal control approach. PLoS Comput. Biol. 7(10), e1002,183 (2011). doi:10.1371/journal.pcbi.1002183 B. Berret, E. Chiovetto, F. Nori, T. Pozzo T, Evidence for composite cost functions in arm movement planning: an inverse optimal control approach. PLoS Comput. Biol. 7(10), e1002,183 (2011). doi:10.​1371/​journal.​pcbi.​1002183
8.
Zurück zum Zitat J.M.M. Brown, W. Gilleard, Transition from slow to ballistic movement: development of triphasic electromyogram patterns. Eur. J. Appl. Physiol. Occup. Physiol. 63(5), 381–386 (1991). doi:10.1007/BF00364466 J.M.M. Brown, W. Gilleard, Transition from slow to ballistic movement: development of triphasic electromyogram patterns. Eur. J. Appl. Physiol. Occup. Physiol. 63(5), 381–386 (1991). doi:10.​1007/​BF00364466
9.
Zurück zum Zitat S.H. Brown, H. Hefter, M. Mertens, H.J. Freund, Disturbances in human arm movement trajectory due to mild cerebellar dysfunction. J. Neurol. Neurosurg. Psychiatry 53(4), 306–313 (1990)CrossRef S.H. Brown, H. Hefter, M. Mertens, H.J. Freund, Disturbances in human arm movement trajectory due to mild cerebellar dysfunction. J. Neurol. Neurosurg. Psychiatry 53(4), 306–313 (1990)CrossRef
10.
Zurück zum Zitat S. Card, T. Moran, A. Newell, The Psychology of Human-computer Interaction (L. Erlbaum Associates, Hillsdale, 1983) S. Card, T. Moran, A. Newell, The Psychology of Human-computer Interaction (L. Erlbaum Associates, Hillsdale, 1983)
11.
Zurück zum Zitat M.M. Churchland, G. Santhanam, K.V. Shenoy, Preparatory activity in premotor and motor cortex reflects the speed of the upcoming reach. J. Neurophysiol. 96(6), 3130–3146 (2006). doi:10.1152/jn.00307.2006 M.M. Churchland, G. Santhanam, K.V. Shenoy, Preparatory activity in premotor and motor cortex reflects the speed of the upcoming reach. J. Neurophysiol. 96(6), 3130–3146 (2006). doi:10.​1152/​jn.​00307.​2006
13.
Zurück zum Zitat M. Desmurget, S. Grafton, Forward modeling allows feedback control for fast reaching movements. Trends Cogn. Sci. 4(11), 423–431 (2000)CrossRef M. Desmurget, S. Grafton, Forward modeling allows feedback control for fast reaching movements. Trends Cogn. Sci. 4(11), 423–431 (2000)CrossRef
14.
Zurück zum Zitat J.A. Doeringer, N. Hogan, Intermittency in preplanned elbow movements persists in the absence of visual feedback. J. Neurophysiol. 80(4), 1787–1799 (1998) J.A. Doeringer, N. Hogan, Intermittency in preplanned elbow movements persists in the absence of visual feedback. J. Neurophysiol. 80(4), 1787–1799 (1998)
15.
Zurück zum Zitat D. Elliott, W.F. Helsen, R. Chua, A century later: Woodworth’s (1899) two-component model of goal-directed aiming. Psychol. Bull. 127(3), 342–357 (2001)CrossRef D. Elliott, W.F. Helsen, R. Chua, A century later: Woodworth’s (1899) two-component model of goal-directed aiming. Psychol. Bull. 127(3), 342–357 (2001)CrossRef
16.
Zurück zum Zitat A. Ferrante, G. Marro, L. Ntogramatzidis, A parametrization of the solutions of the finite-horizon lq problem with general cost and boundary conditions. Automatica 41, 1359–1366 (2005)MathSciNetCrossRefMATH A. Ferrante, G. Marro, L. Ntogramatzidis, A parametrization of the solutions of the finite-horizon lq problem with general cost and boundary conditions. Automatica 41, 1359–1366 (2005)MathSciNetCrossRefMATH
17.
Zurück zum Zitat P.M. Fitts, The information capacity of the human motor system in controlling the amplitude of movement. J. Exp. Psychol. 47(6), 381–391 (1954)CrossRef P.M. Fitts, The information capacity of the human motor system in controlling the amplitude of movement. J. Exp. Psychol. 47(6), 381–391 (1954)CrossRef
18.
Zurück zum Zitat T. Flash, N. Hogan, The coordination of arm movements: an experimentally confirmed mathematical model. J. Neurosci. 5(7), 1688–1703 (1985) T. Flash, N. Hogan, The coordination of arm movements: an experimentally confirmed mathematical model. J. Neurosci. 5(7), 1688–1703 (1985)
19.
20.
Zurück zum Zitat J. Gaveau, B. Berret, L. Demougeot, L. Fadiga, T. Pozzo, C. Papaxanthis, Energy-related optimal control accounts for gravitational load: comparing shoulder, elbow, and wrist rotations. J. Neurophysiol. 111(1), 4–16 (2014). doi:10.1152/jn.01029.2012 J. Gaveau, B. Berret, L. Demougeot, L. Fadiga, T. Pozzo, C. Papaxanthis, Energy-related optimal control accounts for gravitational load: comparing shoulder, elbow, and wrist rotations. J. Neurophysiol. 111(1), 4–16 (2014). doi:10.​1152/​jn.​01029.​2012
22.
Zurück zum Zitat M. Hallett, C.D. Marsden, Ballistic flexion movements of the human thumb. J. Physiol. 294, 33–50 (1979)CrossRef M. Hallett, C.D. Marsden, Ballistic flexion movements of the human thumb. J. Physiol. 294, 33–50 (1979)CrossRef
23.
Zurück zum Zitat C.M. Harris, D.M. Wolpert, Signal-dependent noise determines motor planning. Nature 394(6695), 780–784 (1998). doi:10.1038/29528 C.M. Harris, D.M. Wolpert, Signal-dependent noise determines motor planning. Nature 394(6695), 780–784 (1998). doi:10.​1038/​29528
25.
Zurück zum Zitat B. Hoff, A model of duration in normal and perturbed reaching movement. Biol. Cybern. 71, 481–488 (1994) B. Hoff, A model of duration in normal and perturbed reaching movement. Biol. Cybern. 71, 481–488 (1994)
26.
Zurück zum Zitat N. Hogan, An organizing principle for a class of voluntary movements. J. Neurosci. 4(11), 2745–2754 (1984) N. Hogan, An organizing principle for a class of voluntary movements. J. Neurosci. 4(11), 2745–2754 (1984)
27.
Zurück zum Zitat C. Isenberg, B. Conrad, Kinematic properties of slow arm movements in parkinson’s disease. J. Neurol. 241(5), 323–330 (1994)CrossRef C. Isenberg, B. Conrad, Kinematic properties of slow arm movements in parkinson’s disease. J. Neurol. 241(5), 323–330 (1994)CrossRef
28.
Zurück zum Zitat M.T. Johnson, J.D. Coltz, T.J. Ebner, Encoding of target direction and speed during visual instruction and arm tracking in dorsal premotor and primary motor cortical neurons. Eur. J. Neurosci. 11(12), 4433–4445 (1999)CrossRef M.T. Johnson, J.D. Coltz, T.J. Ebner, Encoding of target direction and speed during visual instruction and arm tracking in dorsal premotor and primary motor cortical neurons. Eur. J. Neurosci. 11(12), 4433–4445 (1999)CrossRef
30.
Zurück zum Zitat D.E. Kirk, Optimal Control Theory: An Introduction (Prentice-Hall, New Jersey, 1970) D.E. Kirk, Optimal Control Theory: An Introduction (Prentice-Hall, New Jersey, 1970)
31.
Zurück zum Zitat E.B. Lee, L. Markus, Foundations of Optimal Control Theory (Wiley, New York, 1967)MATH E.B. Lee, L. Markus, Foundations of Optimal Control Theory (Wiley, New York, 1967)MATH
32.
Zurück zum Zitat C. MacKenzie, T. Iberall, The Grasping Hand, Advances in Psychology (North-Holland, London, 1994) C. MacKenzie, T. Iberall, The Grasping Hand, Advances in Psychology (North-Holland, London, 1994)
33.
Zurück zum Zitat C.L. MacKenzie, R.G. Marteniuk, C. Dugas, D. Liske, B. Eickmeier, Three-dimensional movement trajectories in fitts’ task: implications for control. Q. J. Exp. Psychol. Sect. A 39(4), 629–647 (1987). doi:10.1080/14640748708401806 C.L. MacKenzie, R.G. Marteniuk, C. Dugas, D. Liske, B. Eickmeier, Three-dimensional movement trajectories in fitts’ task: implications for control. Q. J. Exp. Psychol. Sect. A 39(4), 629–647 (1987). doi:10.​1080/​1464074870840180​6
34.
Zurück zum Zitat I.S. MacKenzie, Fitts’ law as a research and design tool in human-computer interaction. Hum.-Comput. Interact. 7(1), 91–139 (1992)CrossRef I.S. MacKenzie, Fitts’ law as a research and design tool in human-computer interaction. Hum.-Comput. Interact. 7(1), 91–139 (1992)CrossRef
35.
Zurück zum Zitat N. Mansard, O. Stasse, P. Evrard, A. Kheddar, A versatile generalized inverted kinematics implementation for collaborative working humanoid robots: the Stack of Tasks, in ICAR’09: International Conference on Advanced Robotics (Munich, Germany, 2009), pp 1–6. http://hal-lirmm.ccsd.cnrs.fr/lirmm-00796736 N. Mansard, O. Stasse, P. Evrard, A. Kheddar, A versatile generalized inverted kinematics implementation for collaborative working humanoid robots: the Stack of Tasks, in ICAR’09: International Conference on Advanced Robotics (Munich, Germany, 2009), pp 1–6. http://​hal-lirmm.​ccsd.​cnrs.​fr/​lirmm-00796736
36.
38.
Zurück zum Zitat W.L. Nelson, Physical principles for economies of skilled movements. Biol. Cybern. 46(2), 135–147 (1983)CrossRefMATH W.L. Nelson, Physical principles for economies of skilled movements. Biol. Cybern. 46(2), 135–147 (1983)CrossRefMATH
39.
Zurück zum Zitat F. Nori, R. Frezza, Linear optimal control problems and quadratic cost functions estimation, in 12th Mediterranean Conference on Control and Automation, MED’04 (Kusadasi, Aydin, Turkey, 2004) F. Nori, R. Frezza, Linear optimal control problems and quadratic cost functions estimation, in 12th Mediterranean Conference on Control and Automation, MED’04 (Kusadasi, Aydin, Turkey, 2004)
40.
Zurück zum Zitat U. Pattacini, F. Nori, L. Natale, G. Metta, G. Sandini, An experimental evaluation of a novel minimum-jerk cartesian controller for humanoid robots, in 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (2010), pp 1668–1674. doi:10.1109/IROS.2010.5650851 U. Pattacini, F. Nori, L. Natale, G. Metta, G. Sandini, An experimental evaluation of a novel minimum-jerk cartesian controller for humanoid robots, in 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (2010), pp 1668–1674. doi:10.​1109/​IROS.​2010.​5650851
41.
Zurück zum Zitat R. Plamondon, A.M. Alimi, Speed/accuracy trade-offs in target-directed movements. Behav. Brain Sci. 20, 279–303 (1997) R. Plamondon, A.M. Alimi, Speed/accuracy trade-offs in target-directed movements. Behav. Brain Sci. 20, 279–303 (1997)
42.
Zurück zum Zitat L.S. Pontryagin, V.G. Boltyanskii, R.V. Gamkrelidze, E.F. Mishchenko, The Mathematical Theory of Optimal Processes (Pergamon Press, New York, 1964) L.S. Pontryagin, V.G. Boltyanskii, R.V. Gamkrelidze, E.F. Mishchenko, The Mathematical Theory of Optimal Processes (Pergamon Press, New York, 1964)
43.
Zurück zum Zitat N. Qian, Y. Jiang, Z.P. Jiang, P. Mazzoni, Movement duration, fitts’s law, and an infinite-horizon optimal feedback control model for biological motor systems. Neural. Comput. 25(3), 697–724 (2013)MathSciNetCrossRefMATH N. Qian, Y. Jiang, Z.P. Jiang, P. Mazzoni, Movement duration, fitts’s law, and an infinite-horizon optimal feedback control model for biological motor systems. Neural. Comput. 25(3), 697–724 (2013)MathSciNetCrossRefMATH
46.
Zurück zum Zitat R. Shadmehr, S. Mussa-Ivaldi, Biological Learning and Control (MIT Press, Cambridge, 2012) R. Shadmehr, S. Mussa-Ivaldi, Biological Learning and Control (MIT Press, Cambridge, 2012)
47.
48.
Zurück zum Zitat R. Stengel, Optimal Control and Estimation, Dover books on advanced mathematics (Dover Publications, Mineola, 1986)MATH R. Stengel, Optimal Control and Estimation, Dover books on advanced mathematics (Dover Publications, Mineola, 1986)MATH
49.
50.
51.
Zurück zum Zitat E. Todorov, in Optimal control theory, Bayesian Brain: Probabilistic Approaches to Neural Coding, ed. by K. Doya (2006), pp. 269–298 E. Todorov, in Optimal control theory, Bayesian Brain: Probabilistic Approaches to Neural Coding, ed. by K. Doya (2006), pp. 269–298
52.
Zurück zum Zitat E. Todorov, M.I. Jordan, Optimal feedback control as a theory of motor coordination. Nat. Neurosci. 5(11), 1226–1235 (2002). doi:10.1038/nn963 E. Todorov, M.I. Jordan, Optimal feedback control as a theory of motor coordination. Nat. Neurosci. 5(11), 1226–1235 (2002). doi:10.​1038/​nn963
55.
Zurück zum Zitat Y. Uno, M. Kawato, R. Suzuki, Formation and control of optimal trajectory in human multijoint arm movement minimum torque-change model. Biol. Cybern. 61(2), 89–101 (1989)CrossRef Y. Uno, M. Kawato, R. Suzuki, Formation and control of optimal trajectory in human multijoint arm movement minimum torque-change model. Biol. Cybern. 61(2), 89–101 (1989)CrossRef
56.
Zurück zum Zitat R.P.R.D. van der Wel, D. Sternad, D.A. Rosenbaum, Moving the arm at different rates: slow movements are avoided. J. Mot. Behav. 42(1), 29–36 (2010). doi:10.1080/00222890903267116 R.P.R.D. van der Wel, D. Sternad, D.A. Rosenbaum, Moving the arm at different rates: slow movements are avoided. J. Mot. Behav. 42(1), 29–36 (2010). doi:10.​1080/​0022289090326711​6
57.
Zurück zum Zitat D. Winter, Biomechanics and Motor Control of Human Movement (Wiley, New York, 1990) D. Winter, Biomechanics and Motor Control of Human Movement (Wiley, New York, 1990)
58.
Metadaten
Titel
On the Duration of Human Movement: From Self-paced to Slow/Fast Reaches up to Fitts’s Law
verfasst von
Frédéric Jean
Bastien Berret
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-51547-2_3

Neuer Inhalt