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A 3D mixed reality visualization of network topology and activity results in better dyadic cyber team communication and cyber situational awareness
BACKGROUND: Cyber defense decision-making during cyber threat situations is based on human-to-human communication aiming to establish a shared cyber situational awareness. Previous studies suggested that communication inefficiencies were among the biggest problems facing security operation center te...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9911685/ https://www.ncbi.nlm.nih.gov/pubmed/36777449 http://dx.doi.org/10.3389/fdata.2023.1042783 |
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author | Ask, Torvald F. Kullman, Kaur Sütterlin, Stefan Knox, Benjamin J. Engel, Don Lugo, Ricardo G. |
author_facet | Ask, Torvald F. Kullman, Kaur Sütterlin, Stefan Knox, Benjamin J. Engel, Don Lugo, Ricardo G. |
author_sort | Ask, Torvald F. |
collection | PubMed |
description | BACKGROUND: Cyber defense decision-making during cyber threat situations is based on human-to-human communication aiming to establish a shared cyber situational awareness. Previous studies suggested that communication inefficiencies were among the biggest problems facing security operation center teams. There is a need for tools that allow for more efficient communication of cyber threat information between individuals both in education and during cyber threat situations. METHODS: In the present study, we compared how the visual representation of network topology and traffic in 3D mixed reality vs. 2D affected team performance in a sample of cyber cadets (N = 22) cooperating in dyads. Performance outcomes included network topology recognition, cyber situational awareness, confidence in judgements, experienced communication demands, observed verbal communication, and forced choice decision-making. The study utilized network data from the NATO CCDCOE 2022 Locked Shields cyber defense exercise. RESULTS: We found that participants using the 3D mixed reality visualization had better cyber situational awareness than participants in the 2D group. The 3D mixed reality group was generally more confident in their judgments except when performing worse than the 2D group on the topology recognition task (which favored the 2D condition). Participants in the 3D mixed reality group experienced less communication demands, and performed more verbal communication aimed at establishing a shared mental model and less communications discussing task resolution. Better communication was associated with better cyber situational awareness. There were no differences in decision-making between the groups. This could be due to cohort effects such as formal training or the modest sample size. CONCLUSION: This is the first study comparing the effect of 3D mixed reality and 2D visualizations of network topology on dyadic cyber team communication and cyber situational awareness. Using 3D mixed reality visualizations resulted in better cyber situational awareness and team communication. The experiment should be repeated in a larger and more diverse sample to determine its potential effect on decision-making. |
format | Online Article Text |
id | pubmed-9911685 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-99116852023-02-11 A 3D mixed reality visualization of network topology and activity results in better dyadic cyber team communication and cyber situational awareness Ask, Torvald F. Kullman, Kaur Sütterlin, Stefan Knox, Benjamin J. Engel, Don Lugo, Ricardo G. Front Big Data Big Data BACKGROUND: Cyber defense decision-making during cyber threat situations is based on human-to-human communication aiming to establish a shared cyber situational awareness. Previous studies suggested that communication inefficiencies were among the biggest problems facing security operation center teams. There is a need for tools that allow for more efficient communication of cyber threat information between individuals both in education and during cyber threat situations. METHODS: In the present study, we compared how the visual representation of network topology and traffic in 3D mixed reality vs. 2D affected team performance in a sample of cyber cadets (N = 22) cooperating in dyads. Performance outcomes included network topology recognition, cyber situational awareness, confidence in judgements, experienced communication demands, observed verbal communication, and forced choice decision-making. The study utilized network data from the NATO CCDCOE 2022 Locked Shields cyber defense exercise. RESULTS: We found that participants using the 3D mixed reality visualization had better cyber situational awareness than participants in the 2D group. The 3D mixed reality group was generally more confident in their judgments except when performing worse than the 2D group on the topology recognition task (which favored the 2D condition). Participants in the 3D mixed reality group experienced less communication demands, and performed more verbal communication aimed at establishing a shared mental model and less communications discussing task resolution. Better communication was associated with better cyber situational awareness. There were no differences in decision-making between the groups. This could be due to cohort effects such as formal training or the modest sample size. CONCLUSION: This is the first study comparing the effect of 3D mixed reality and 2D visualizations of network topology on dyadic cyber team communication and cyber situational awareness. Using 3D mixed reality visualizations resulted in better cyber situational awareness and team communication. The experiment should be repeated in a larger and more diverse sample to determine its potential effect on decision-making. Frontiers Media S.A. 2023-01-27 /pmc/articles/PMC9911685/ /pubmed/36777449 http://dx.doi.org/10.3389/fdata.2023.1042783 Text en Copyright © 2023 Ask, Kullman, Sütterlin, Knox, Engel and Lugo. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Big Data Ask, Torvald F. Kullman, Kaur Sütterlin, Stefan Knox, Benjamin J. Engel, Don Lugo, Ricardo G. A 3D mixed reality visualization of network topology and activity results in better dyadic cyber team communication and cyber situational awareness |
title | A 3D mixed reality visualization of network topology and activity results in better dyadic cyber team communication and cyber situational awareness |
title_full | A 3D mixed reality visualization of network topology and activity results in better dyadic cyber team communication and cyber situational awareness |
title_fullStr | A 3D mixed reality visualization of network topology and activity results in better dyadic cyber team communication and cyber situational awareness |
title_full_unstemmed | A 3D mixed reality visualization of network topology and activity results in better dyadic cyber team communication and cyber situational awareness |
title_short | A 3D mixed reality visualization of network topology and activity results in better dyadic cyber team communication and cyber situational awareness |
title_sort | 3d mixed reality visualization of network topology and activity results in better dyadic cyber team communication and cyber situational awareness |
topic | Big Data |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9911685/ https://www.ncbi.nlm.nih.gov/pubmed/36777449 http://dx.doi.org/10.3389/fdata.2023.1042783 |
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