Developing metacognitive models for team-based dynamic environment using fuzzy cognitive mapping

Jung Hyup Kim, Gretchen A. Macht, Ling Rothrock, David A. Nembhard

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Abstract

In this paper, by using Fuzzy Cognitive Mapping (FCM) technique, we developed the metacognitive models for team-based dynamic environment. Preliminary findings from our metacognitive studies provided a possible metacognitive framework in dynamic control tasks [1, 2]. By analyzing metacognition, performance, and communication data between team, we are able to develop the team-based evolving metacognitive models for the dynamic environments using a fuzzy cognitive map. In this research, a human-in-the-loop simulation experiment was conducted to collect communication data, objective performance data (operator on-time action performance), and subjective rating data (retrospective confident metacognitive judgment) from 6 dyads (12 participants). Within the Anti-Air Warfare Coordinator (AAWC) simulation domain, the simulation test bed provides an interactive simulating condition in which the monitoring team must communicate with their team member to defend their ship against hostile aircraft.

Original languageEnglish (US)
Title of host publicationEngineering Psychology and Cognitive Ergonomics
Subtitle of host publicationUnderstanding Human Cognition - 10th International Conference, EPCE 2013, Held as Part of HCI International 2013, Proceedings
Pages325-334
Number of pages10
EditionPART 1
DOIs
StatePublished - Aug 1 2013
Event10th International Conference on Engineering Psychology and Cognitive Ergonomics: Understanding Human Cognition, EPCE 2013, Held as Part of 15th International Conference on Human-Computer Interaction, HCI 2013 - Las Vegas, NV, United States
Duration: Jul 21 2013Jul 26 2013

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
NumberPART 1
Volume8019 LNAI
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Other

Other10th International Conference on Engineering Psychology and Cognitive Ergonomics: Understanding Human Cognition, EPCE 2013, Held as Part of 15th International Conference on Human-Computer Interaction, HCI 2013
CountryUnited States
CityLas Vegas, NV
Period7/21/137/26/13

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Computer Science(all)

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  • Cite this

    Kim, J. H., Macht, G. A., Rothrock, L., & Nembhard, D. A. (2013). Developing metacognitive models for team-based dynamic environment using fuzzy cognitive mapping. In Engineering Psychology and Cognitive Ergonomics: Understanding Human Cognition - 10th International Conference, EPCE 2013, Held as Part of HCI International 2013, Proceedings (PART 1 ed., pp. 325-334). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 8019 LNAI, No. PART 1). https://doi.org/10.1007/978-3-642-39360-0-36