Skip to main content

2017 | OriginalPaper | Buchkapitel

Skill Metrics for Mobile Crane Operators Based on Gaze Fixation Pattern

verfasst von : Jouh Yeong Chew, Koichi Ohtomi, Hiromasa Suzuki

Erschienen in: Advances in Human Aspects of Transportation

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

This paper proposes skill metrics that analyzes the gaze fixation pattern of mobile crane operators. This study focuses on the fixation data because they commonly represent visual information processing. First, scenes of crane operation are divided into content-based Area of Interests (AOIs) and the Markov Chains is used to model the gaze transitions between these AOIs. Four metrics were introduced to interpret the model at different expertise levels. Results suggest that experienced operators exhibit lower metrics compared to their novice counterparts, and adapted entropy measures exhibit similar patterns as the original ones in the previous study. Most importantly, the proposed metrics are able to address the following issues, i.e. large and sparse model, as highlighted in the previous study.

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!

Literatur
1.
Zurück zum Zitat Button, C., Dicks, M., Haines, R., Barker, R., Davids, K.: Statistical modelling of gaze behavior as categorical time series: what you should watch to save soccer penalties. Cogn. Process. 12, 235–244 (2011)CrossRef Button, C., Dicks, M., Haines, R., Barker, R., Davids, K.: Statistical modelling of gaze behavior as categorical time series: what you should watch to save soccer penalties. Cogn. Process. 12, 235–244 (2011)CrossRef
2.
Zurück zum Zitat Ward, P., Williams, A.M., Bennett, S.J.: Visual search and biological motion perception in tennis. Res. Q. Exerc. Sport. 73, 107–112 (2002)CrossRef Ward, P., Williams, A.M., Bennett, S.J.: Visual search and biological motion perception in tennis. Res. Q. Exerc. Sport. 73, 107–112 (2002)CrossRef
3.
Zurück zum Zitat Kohler, M., Falk, B., Schmitt, R.: Applying eye-tracking in Kansei Engineering methodology for design evaluations in product development. Int. J. Affect. Eng. 14, 241–251 (2015)CrossRef Kohler, M., Falk, B., Schmitt, R.: Applying eye-tracking in Kansei Engineering methodology for design evaluations in product development. Int. J. Affect. Eng. 14, 241–251 (2015)CrossRef
4.
Zurück zum Zitat Goldberg, J.H., Kotval, X.P.: Computer interface evaluation using eye movements: methods and constructs. Int. J. Ind. Ergon. 24, 631–645 (1999)CrossRef Goldberg, J.H., Kotval, X.P.: Computer interface evaluation using eye movements: methods and constructs. Int. J. Ind. Ergon. 24, 631–645 (1999)CrossRef
5.
Zurück zum Zitat Mello-Thoms, C., Nodine, C.F., Kundel, H.L.: What attracts the eye to the location of missed and reported breast cancers?. In: Proceedings of the Symposium on Eye Tracking Research and Applications, pp. 111–117. ACM, New York (2002) Mello-Thoms, C., Nodine, C.F., Kundel, H.L.: What attracts the eye to the location of missed and reported breast cancers?. In: Proceedings of the Symposium on Eye Tracking Research and Applications, pp. 111–117. ACM, New York (2002)
6.
Zurück zum Zitat Singer, R.N., Williams, A.M., Frehlich, S.G., Janelle, C.M., Radlo, S.J., Barba, D.A., Bouchard, L.J.: New frontiers in visual research: an exploratory study in live tennis situations. Res. Q. Exerc. Sport. 69, 290–296 (1998)CrossRef Singer, R.N., Williams, A.M., Frehlich, S.G., Janelle, C.M., Radlo, S.J., Barba, D.A., Bouchard, L.J.: New frontiers in visual research: an exploratory study in live tennis situations. Res. Q. Exerc. Sport. 69, 290–296 (1998)CrossRef
7.
Zurück zum Zitat DeBruin, J.A., Malan, K.M., Eloff, J.H.P.: Saccade deviation indicators for automated eye tracking analysis. In: Proceedings of the 2013 Conference on Eye Tracking South Africa, pp. 47–54. ACM, New York (2013) DeBruin, J.A., Malan, K.M., Eloff, J.H.P.: Saccade deviation indicators for automated eye tracking analysis. In: Proceedings of the 2013 Conference on Eye Tracking South Africa, pp. 47–54. ACM, New York (2013)
8.
Zurück zum Zitat Grindinger, T., Duchowski, A.T., Sawyer, M.: Group-wise similarity and classification of aggregate scanpaths. In: Proceedings of the Symposium on Eye Tracking Research and Applications, pp. 101–104. ACM, New York (2010) Grindinger, T., Duchowski, A.T., Sawyer, M.: Group-wise similarity and classification of aggregate scanpaths. In: Proceedings of the Symposium on Eye Tracking Research and Applications, pp. 101–104. ACM, New York (2010)
9.
Zurück zum Zitat Otsuka, K., Yamato, J., Takemae, Y., Murase, H.: Quantifying interpersonal influence in face-to-face conversations based on visual attention patterns. In: Human Factors in Computing Systems, pp. 1175–1180. ACM, New York (2006) Otsuka, K., Yamato, J., Takemae, Y., Murase, H.: Quantifying interpersonal influence in face-to-face conversations based on visual attention patterns. In: Human Factors in Computing Systems, pp. 1175–1180. ACM, New York (2006)
10.
Zurück zum Zitat Krejtz, K., Smidt, T., Duchowski, A.T., Krejtz, I.: Entropy-based statistical analysis of eye movement transitions. In: Proceedings of the Symposium on Eye Tracking Research and Applications, pp. 159–166. ACM, New York (2014) Krejtz, K., Smidt, T., Duchowski, A.T., Krejtz, I.: Entropy-based statistical analysis of eye movement transitions. In: Proceedings of the Symposium on Eye Tracking Research and Applications, pp. 159–166. ACM, New York (2014)
11.
Metadaten
Titel
Skill Metrics for Mobile Crane Operators Based on Gaze Fixation Pattern
verfasst von
Jouh Yeong Chew
Koichi Ohtomi
Hiromasa Suzuki
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-41682-3_93