Prediction of arm trajectory from the neural activities of the primary motor cortex using a modular artificial neural network model

Kyuwan Choi; Hideaki Hirose; Yoshio Sakurai; Toshio Iijima; Yasuharu Koike

doi:10.1007/978-3-540-69162-4_103

Prediction of arm trajectory from the neural activities of the primary motor cortex using a modular artificial neural network model

Kyuwan Choi, Hideaki Hirose, Yoshio Sakurai, Toshio Iijima, Yasuharu Koike

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

1 Citation (Scopus)

Abstract

First, we reconstructed 9 muscle tensions (filtered EMG signals) from 105 neurons in the arm region of the primary motor cortex, then estimated arm movement in four degrees of freedom in the shoulder and the elbow from the reconstructed 9 muscle tensions. The reconstructed arm movement showed good correlation with the actual arm movement.

Original language	English
Title of host publication	Neural Information Processing - 14th International Conference, ICONIP 2007, Revised Selected Papers
Pages	987-996
Number of pages	10
Edition	PART 2
DOIs	https://doi.org/10.1007/978-3-540-69162-4_103
Publication status	Published - 2008 Oct 24
Event	14th International Conference on Neural Information Processing, ICONIP 2007 - Kitakyushu, Japan Duration: 2007 Nov 13 → 2007 Nov 16

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Number	PART 2
Volume	4985 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Other

Other	14th International Conference on Neural Information Processing, ICONIP 2007
Country/Territory	Japan
City	Kitakyushu
Period	07/11/13 → 07/11/16

Keywords

Arm movement
BMI
EMG
M1
Neural activity

ASJC Scopus subject areas

Theoretical Computer Science
Computer Science(all)

Access to Document

10.1007/978-3-540-69162-4_103

Cite this

Choi, K., Hirose, H., Sakurai, Y., Iijima, T., & Koike, Y. (2008). Prediction of arm trajectory from the neural activities of the primary motor cortex using a modular artificial neural network model. In Neural Information Processing - 14th International Conference, ICONIP 2007, Revised Selected Papers (PART 2 ed., pp. 987-996). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 4985 LNCS, No. PART 2). https://doi.org/10.1007/978-3-540-69162-4_103

Prediction of arm trajectory from the neural activities of the primary motor cortex using a modular artificial neural network model. / Choi, Kyuwan; Hirose, Hideaki; Sakurai, Yoshio et al.
Neural Information Processing - 14th International Conference, ICONIP 2007, Revised Selected Papers. PART 2. ed. 2008. p. 987-996 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 4985 LNCS, No. PART 2).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Choi, K, Hirose, H, Sakurai, Y, Iijima, T & Koike, Y 2008, Prediction of arm trajectory from the neural activities of the primary motor cortex using a modular artificial neural network model. in Neural Information Processing - 14th International Conference, ICONIP 2007, Revised Selected Papers. PART 2 edn, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), no. PART 2, vol. 4985 LNCS, pp. 987-996, 14th International Conference on Neural Information Processing, ICONIP 2007, Kitakyushu, Japan, 07/11/13. https://doi.org/10.1007/978-3-540-69162-4_103

Choi K, Hirose H, Sakurai Y, Iijima T, Koike Y. Prediction of arm trajectory from the neural activities of the primary motor cortex using a modular artificial neural network model. In Neural Information Processing - 14th International Conference, ICONIP 2007, Revised Selected Papers. PART 2 ed. 2008. p. 987-996. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 2). doi: 10.1007/978-3-540-69162-4_103

Choi, Kyuwan ; Hirose, Hideaki ; Sakurai, Yoshio et al. / Prediction of arm trajectory from the neural activities of the primary motor cortex using a modular artificial neural network model. Neural Information Processing - 14th International Conference, ICONIP 2007, Revised Selected Papers. PART 2. ed. 2008. pp. 987-996 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 2).

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Prediction of arm trajectory from the neural activities of the primary motor cortex using a modular artificial neural network model

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