Skip to main content

Coordinate Systems in the Motor System: Computational Modeling and EEG Experiment

  • Conference paper
  • First Online:
Advances in Cognitive Neurodynamics (V)

Part of the book series: Advances in Cognitive Neurodynamics ((ICCN))

  • 1161 Accesses

Abstract

How neurons in the motor system control arm movements is not yet understood completely. Here we show the equations of motion (EOMs) governing reaching simplify when expressed in spatial coordinates, composed of vector cross products between limb position and movement vectors. If these cross products are identified with motor neuron activities, our model explains a wide range of properties such as cosine directional tuning, nonuniformly distributed preferred directions, coexistence of multiple reference frames, and spatiotemporal properties of the population vector. The cross-product basis also explains the generalization patterns in both dynamic and kinematic motor adaptations in human psychophysics. In addition to the modeling approach, we report a noninvasive EEG recording during a pointing experiment and demonstrate that EEG dipoles are directionally tuned. Our integrated approach should clarify the neural computation underlying the visuomotor transformation for upper limb movements.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 259.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 329.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 329.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Tanaka, H., Sejnowski, T.J.: Computing reaching dynamics in motor cortex with Cartesian spatial coordinates. J. Neurophysiol. 109(4), 1182–1201 (2013)

    Article  PubMed  PubMed Central  Google Scholar 

  2. Tanaka, H., Sejnowski, T.J.: Motor adaptation and generalization of reaching movements using motor primitives based on spatial coordinates. J. Neurophysiol. to appear (2015)

    Google Scholar 

  3. Tanaka, H., Miyakoshi, M., Makeig S.: Directional tuning and reference frames reveled by non-invasive EEG in humans. Annual Meeting of the Organization of Human Brain Mapping, Hamburg, Germany (poster presentation) (2014)

    Google Scholar 

  4. Kalaska, J.F.: From intention to action: motor cortex and the control of reaching movements. In: Progress in Motor Control, pp. 139–178. Springer USA (2009)

    Google Scholar 

  5. Krakauer, J.W., Pine, Z.M., Ghilardi, M.F., Ghez, C.: Learning of visuomotor transformations for vectorial planning of reaching trajectories. J Neurosci 20(23), 8916–8924 (2000)

    PubMed  CAS  Google Scholar 

  6. Shadmehr, R., Mussa-Ivaldi, F.A.: Adaptive representation of dynamics during learning of a motor task. J Neurosci 14(5), 3208–3224 (1994)

    PubMed  CAS  Google Scholar 

  7. Delorme, A., Makeig, S.: EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J. Neurosci. Methods 134(1), 9–21 (2004)

    Article  PubMed  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Hirokazu Tanaka .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2016 Springer Science+Business Media Singapore

About this paper

Cite this paper

Tanaka, H., Miyakoshi, M., Makeig, S. (2016). Coordinate Systems in the Motor System: Computational Modeling and EEG Experiment. In: Wang, R., Pan, X. (eds) Advances in Cognitive Neurodynamics (V). Advances in Cognitive Neurodynamics. Springer, Singapore. https://doi.org/10.1007/978-981-10-0207-6_14

Download citation

Publish with us

Policies and ethics