Advertisement

Cognitive Modeling and Model-Based Performance Evaluation on Collaborative Decision and Control Task

  • Xin Wang
  • Liang Zhang
  • Zhiqiang Tian
  • Yuzhou Liu
  • Junsong Li
  • Feng Fu
  • Zhen Liao
  • Yanfei LiuEmail author
Conference paper
  • 5 Downloads
Part of the Advances in Intelligent Systems and Computing book series (AISC, volume 1201)

Abstract

This paper designs a three positions collaborative decision making and control task for the purpose of investigating the collaboration performance. To build cognitive model for the collaborative decision-making task, the model and cognitive parameters are abstracted from realistic control task. Based on cognitive architecture, the cognitive model for the collaborative task are built up and verified by simulation. Depending on the cognitive workload quantifying criteria, the cognitive workload is obtained respectively. Finally, by comparing the cognitive process or tasks, the performance for the collaborative decision making and control tasks is evaluated.

Keywords

Cognitive modeling Performance evaluation Collaborative decision making Cognitive architecture Cognitive workload 

Notes

Acknowledgments

This work is supported by the CCiS Institute of ZSTU and Natural Science Foundation of Zhejiang Provincial (No. LY12C09005).

References

  1. 1.
    Roy, S.: Decision Making and Modelling in Cognitive Science. Springer, New Delhi (2016)CrossRefGoogle Scholar
  2. 2.
    Wang, Y., Ruhe, G.: The Cognitive process of decision making. Int. J. Cogn. Inf. Nat. Intell. 1(2), 73–85 (2007)CrossRefGoogle Scholar
  3. 3.
    Salazar, A.: Cognitive Processes: What Are They? Can They Improve? (2019). https://blog.cognifit.com/cognitive-processes/
  4. 4.
    Eagleman, D.: 10 Unsolved Mysteries Of The Brain (2007). https://www.discovermagazine.com/mind/10-unsolved-mysteries-of-the-brain
  5. 5.
    Strube, G.: Cognitive Modeling: Research Logic in Cognitive Science (2001)Google Scholar
  6. 6.
    Busemeyer, J.R., Diederich, A.: Cognitive Modeling. Sage, Thousand Oaks (2010)Google Scholar
  7. 7.
    Inamdar, A.: Collaborative Decision Making in the Workplace (2018). https://upraise.io/blog/collaborative-decision-making-101/
  8. 8.
    Bui, T., Jarke, M.: A DSS for cooperative multiple criteria group decision making. Inf. Syst. Work. Pap. Ser. (1984)Google Scholar
  9. 9.
    Fiala, P.: Models of cooperative decision making. In: Multiple Criteria Decision Making, pp. 128–136. Springer, Heidelberg (1997)Google Scholar
  10. 10.
    Knafo, S., Esteban, J.A.: Molecular mechanisms of drug-induced cognitive enhancement. In: Cognitive Enhancement, pp. 43–59. Academic Press, Cambridge (2015)Google Scholar
  11. 11.
    Lebiere, C., Jentsch, F., Ososky, S.: Cognitive models of decision making processes for human-robot interaction. In: International Conference on Virtual, Augmented and Mixed Reality, pp. 285–294. Springer, Heidelberg (2013)Google Scholar
  12. 12.
    Golman, R., Bhatia, S.: A cognitive model of strategic deliberation and decision making. In: CogSci (2017)Google Scholar
  13. 13.
    Liu, Y.F., Tian, Z.Q., Zhang, Y., Sun, Q., Li, J.S. Sun, J., Fu, F.: COMPAss: a space cognitive behavior modeling and performance assessment platform. In: International Conference on Digital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management, pp. 630–636 (2014)Google Scholar
  14. 14.
    Liu, Y.F., Huang, S.P., Tian, Y., Liu, Y.Z., Li, J.S., Fu, F., Tian, Z.Q., Bian, J.: Performance evaluation of numeric keypad layout based on cognitive workload. In: International Conference on Applied Human Factors and Ergonomics, pp. 314–324 (2017)Google Scholar
  15. 15.
    Liu, Y.F., Tian, Z.Q., Liu, Y.Z., Li, J.S., Fu, F.: Cognitive architecture based mental workload evaluation for spatial fine manual control task. In: International Conference on Applied Human Factors and Ergonomics, pp. 819–829 (2019)Google Scholar
  16. 16.
    Denker, C.: Assessing the spatio-temporal fitness of information supply and demand on ship bridges. PhD disser, Universität Oldenburg (2016)Google Scholar
  17. 17.
    Lochner, M., Duenser, A., Lutzhoft, M., Brooks, B., Rozado, D.: Analysis of maritime team workload and communication dynamics in standard and emergency scenarios. J. Ship. Trade 3(1), 2 (2018)CrossRefGoogle Scholar

Copyright information

© The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2021

Authors and Affiliations

  • Xin Wang
    • 1
  • Liang Zhang
    • 1
  • Zhiqiang Tian
    • 1
  • Yuzhou Liu
    • 2
  • Junsong Li
    • 3
  • Feng Fu
    • 3
  • Zhen Liao
    • 1
  • Yanfei Liu
    • 3
    Email author
  1. 1.China Institute of Marine Technology and EconomicHaidian District, BeijingChina
  2. 2.Department of Computer Science and Software EngineeringAuburn UniversityAuburnUSA
  3. 3.Department of Computer Science and TechnologyZhejiang Sci-Tech UniversityXiasha, HangzhouChina

Personalised recommendations