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Erschienen in: Artificial Life and Robotics 1/2020

11.11.2019 | Original Article

Evaluation of task difficulty based on fluctuation characteristics in writing task

verfasst von: Keisuke Tanaka, Ken Arai, Masafumi Uchida

Erschienen in: Artificial Life and Robotics | Ausgabe 1/2020

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Abstract

Control of voluntary movements is a dual structure of cognitive and physical controls. Cognitive control involves attentional resources, whereas physical control does not. In this study, we evaluated the dependency on attentional resources while learning to perform physical exercises using the relationship between the attentional resources and fluctuations in body movements. The physical exercise to be learned is the process of writing certain Chinese characters by hand. Detrended fluctuation analysis was applied to the analysis of body movement fluctuations in this study. We herein propose an index that qualitatively evaluates fluctuations locally on a timescale and includes a general scaling index on the detrended fluctuation analysis. We investigate and analyze the fluctuation characteristics in the handwriting process of three Kanji characters using this index. Moreover, we examine the relationship among the six handwriting time elements defined in the handwriting process, the handwriting difficulty of the three Kanji characters, and the timescale.

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Literatur
1.
Zurück zum Zitat Miyake Y, Onishi Y, Pöppel E (2007) Two types of anticipatory-timing mechanism in synchronization tapping, object recognition, attention, and action. Springer, New York, pp 231–244CrossRef Miyake Y, Onishi Y, Pöppel E (2007) Two types of anticipatory-timing mechanism in synchronization tapping, object recognition, attention, and action. Springer, New York, pp 231–244CrossRef
2.
Zurück zum Zitat Komatsu T, Miyake Y (2005) Time evolution of asynchronous value in synchronization tapping task (in japanese). SICE 41(6):518–526 Komatsu T, Miyake Y (2005) Time evolution of asynchronous value in synchronization tapping task (in japanese). SICE 41(6):518–526
3.
Zurück zum Zitat Maleki A, Oshima Y, Nozawa A, Mizuno T, Uchida M (2015) Analysis of fluctuation in repeated handwriting based on psychophysiological factors. In: 7th International Conference on Unsolved Problems on Noise, 21 Maleki A, Oshima Y, Nozawa A, Mizuno T, Uchida M (2015) Analysis of fluctuation in repeated handwriting based on psychophysiological factors. In: 7th International Conference on Unsolved Problems on Noise, 21
4.
Zurück zum Zitat Kumagai R, Uchida M (2017) Detrended fluctuation analysis of repetitive handwriting. In: 2017 International Conference on Noise and Fluctuations, pp. 350–353 Kumagai R, Uchida M (2017) Detrended fluctuation analysis of repetitive handwriting. In: 2017 International Conference on Noise and Fluctuations, pp. 350–353
5.
Zurück zum Zitat Kumagai R, Uchida M (2018) Fluctuation analysis of synchronous repetitive handwriting. In: 8th International Conference on Unsolved Problems on Noise, poster Kumagai R, Uchida M (2018) Fluctuation analysis of synchronous repetitive handwriting. In: 8th International Conference on Unsolved Problems on Noise, poster
6.
Zurück zum Zitat Mandelbrot BB, Wallis JR (1969) Some long-run properties of geophysical records. Water Resour Res 5(2):321–340CrossRef Mandelbrot BB, Wallis JR (1969) Some long-run properties of geophysical records. Water Resour Res 5(2):321–340CrossRef
7.
Zurück zum Zitat Hardstone R, Poil S-S, Schiavone G, Jansen R, Nikulin VV, Mansvelder HD, L-Hansen, K (2012) Detrended fluctuation analysis: a scale-free view on neuronal oscillations. Front Physiol 3(450):1–13 Hardstone R, Poil S-S, Schiavone G, Jansen R, Nikulin VV, Mansvelder HD, L-Hansen, K (2012) Detrended fluctuation analysis: a scale-free view on neuronal oscillations. Front Physiol 3(450):1–13
8.
Zurück zum Zitat Peng CK, Havlin S, Stanley HE, Goldberger AL (1995) Quantification of scaling exponents and crossover phenomena in nonstationary heartbeat time series. CHAOS 5(1):82–87CrossRef Peng CK, Havlin S, Stanley HE, Goldberger AL (1995) Quantification of scaling exponents and crossover phenomena in nonstationary heartbeat time series. CHAOS 5(1):82–87CrossRef
9.
Zurück zum Zitat Curran SL, Andrykowski MA, Studts JL (1995) Short form of the Profile of Mood States (POMS-SF): psychometric information. Psychol Assess 7(1):80–83CrossRef Curran SL, Andrykowski MA, Studts JL (1995) Short form of the Profile of Mood States (POMS-SF): psychometric information. Psychol Assess 7(1):80–83CrossRef
10.
Zurück zum Zitat Spielberger Charles D, Gorsuch Richard L, Lushene Robert E (1970) STAI manual for the State-trait anxiety inventory (self-evaluation questionnaire). Consulting Psychologists Press, Washington, D.C Spielberger Charles D, Gorsuch Richard L, Lushene Robert E (1970) STAI manual for the State-trait anxiety inventory (self-evaluation questionnaire). Consulting Psychologists Press, Washington, D.C
Metadaten
Titel
Evaluation of task difficulty based on fluctuation characteristics in writing task
verfasst von
Keisuke Tanaka
Ken Arai
Masafumi Uchida
Publikationsdatum
11.11.2019
Verlag
Springer Japan
Erschienen in
Artificial Life and Robotics / Ausgabe 1/2020
Print ISSN: 1433-5298
Elektronische ISSN: 1614-7456
DOI
https://doi.org/10.1007/s10015-019-00570-w

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