• DocumentCode
    1455833
  • Title

    A Study of the Impact of Different Direction-of-Motion Stereotypes on Response Time and Response Accuracy Using Neural Network

  • Author

    Wong, T.C. ; Chan, Alan H S

  • Author_Institution
    Dept. of Syst. Eng. & Eng. Manage., City Univ. of Hong Kong, Kowloon, China
  • Volume
    42
  • Issue
    5
  • fYear
    2012
  • Firstpage
    1077
  • Lastpage
    1087
  • Abstract
    The relationship between a control movement and the effect most expected by a population is known as a direction-of-motion stereotype. Such stereotypes are important in order to study the impact of different design variables on user performance. In this paper, a neural network-based method is proposed to quantify the causal connection among design variables and to compute their relative influences on the two performance measures of user response time and response accuracy. Based on the experimental data presented here, the best operating condition with which to optimize each of the measures is suggested. Some useful observations about the relationship between design variables and measures are also presented and discussed. In ergonomics, there have been a lack of useful quantitative methods for investigating the mappings between different displays and controls under a variety of operating conditions. The major contribution of this study is to provide some insight into the usefulness of quantitative methods in evaluating display-control compatibility.
  • Keywords
    human factors; liquid crystal displays; motion control; neural nets; control movement; design measures; design variables; direction-of-motion stereotypes; display-control compatibility; ergonomics; neural network; operating condition; performance measures; quantitative methods; user performance; user response accuracy; user response time; Accuracy; Artificial neural networks; Correlation; Human factors; Minimally invasive surgery; Performance evaluation; Direction-of-motion stereotypes; display-control compatibility; neural network; nonlinear regression; relative influence;
  • fLanguage
    English
  • Journal_Title
    Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4427
  • Type

    jour

  • DOI
    10.1109/TSMCA.2012.2183352
  • Filename
    6156797