Perceptions of Integrating Augmented Reality into Network Cabling Tutors

As networks become increasingly complex, professionals must familiarise themselves with the cabling rack to administer the network effectively. In line with this industry goal, we compared the usability, task load and perceptions of three similar network cabling tutoring systems: (1) a hand-held Augmented Reality (AR)-based cabling tutor (HAR); (2) a head-mounted AR-based cabling tutor (HMD) and (3) a 2-Dimensional (2D)-based cabling tutor (HH). While usability of different modalities have been compared previously, none of those comparisons used knowledge modelling approaches. So, in our comparison, each tutor uses knowledge space modelling (KSM) approaches to detect learner mistakes and show arrows on the rack to indicate the source of the mistake. While adding an AR sub-system to a network cabling tablet-based tutor may not necessarily improve usability, participants reported higher engagement over the AR hand held tablet when using the Head-Mounted Display (HMD) condition. Several potential reasons were identified to account for the side effect such as the potential for the AR sub-system to potentially influence learning perceptions; the additional physical effort of needing to point the tablet at the rack and perceived performance degradation.

[1]  Bruce H. Thomas,et al.  Improving procedural task performance with Augmented Reality annotations , 2013, 2013 IEEE International Symposium on Mixed and Augmented Reality (ISMAR).

[2]  Philip T. Kortum,et al.  Determining what individual SUS scores mean: adding an adjective rating scale , 2009 .

[3]  Steven K. Feiner,et al.  Augmented reality in the psychomotor phase of a procedural task , 2011, 2011 10th IEEE International Symposium on Mixed and Augmented Reality.

[4]  Karen Stark,et al.  Using a Network Simulation Tool to engage students in Active Learning enhances their understanding of complex data communications concepts , 2005, ACE.

[5]  Valerie Ann Debellis Interactions between affect and cognition during mathematical problem solving : a two year case study of four elementary school children , 1996 .

[6]  Davide Fossati,et al.  The Role of Positive Feedback in Intelligent Tutoring Systems , 2008, ACL.

[7]  Hiroaki Nishino,et al.  A Mobile AR Assistant for Campus Area Network Management , 2014, 2014 Eighth International Conference on Complex, Intelligent and Software Intensive Systems.

[8]  Alexandre N. Tuch,et al.  Is beautiful really usable? Toward understanding the relation between usability, aesthetics, and affect in HCI , 2012, Comput. Hum. Behav..

[9]  S. Hart,et al.  Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research , 1988 .

[10]  LiPeng,et al.  A practical study on networking equipment emulation , 2008 .

[11]  Peter E.D. Love,et al.  Using Animated Augmented Reality to Cognitively Guide Assembly , 2013, J. Comput. Civ. Eng..

[12]  Arthur C. Graesser,et al.  AutoTutor and affective autotutor: Learning by talking with cognitively and emotionally intelligent computers that talk back , 2012, TIIS.

[13]  Ross T. Smith,et al.  Cognitive Cost of Using Augmented Reality Displays , 2017, IEEE Transactions on Visualization and Computer Graphics.

[14]  Juan M. Orduña,et al.  Comparative study of AR versus video tutorials for minor maintenance operations , 2019, Multimedia Tools and Applications.

[15]  Mark Billinghurst,et al.  An AR Network Cabling Tutoring System for Wiring a Rack , 2017, ICAT-EGVE.

[16]  E. Harmon-Jones,et al.  An introduction to cognitive dissonance theory and an overview of current perspectives on the theory. , 1999 .

[17]  Mark Billinghurst,et al.  Design considerations for combining augmented reality with intelligent tutors , 2018, Comput. Graph..

[18]  Hiroaki Nishino,et al.  A Device Identification Method for AR-based Network Topology Visualization , 2015, 2015 10th International Conference on Broadband and Wireless Computing, Communication and Applications (BWCCA).

[19]  Abdullah Konak,et al.  Using Kolb's Experiential Learning Cycle to improve student learning in virtual computer laboratories , 2014, Comput. Educ..

[20]  Dileep Rajendran Does embedding an ICT certification help align tertiary programs with industry , 2011 .

[21]  Katelynn A. Kapalo,et al.  Exploring the Virtuality Continuum for Complex Rule-Set Education in the Context of Soccer Rule Comprehension , 2017 .

[22]  Franco Tecchia,et al.  Evaluating virtual reality and augmented reality training for industrial maintenance and assembly tasks , 2015, Interact. Learn. Environ..

[23]  Antonija Mitrovic,et al.  Intelligent Augmented Reality Training for Motherboard Assembly , 2015, International Journal of Artificial Intelligence in Education.

[24]  J. B. Brooke,et al.  SUS: A 'Quick and Dirty' Usability Scale , 1996 .

[25]  Ronald Azuma,et al.  A Survey of Augmented Reality , 1997, Presence: Teleoperators & Virtual Environments.

[26]  Gerald A. Goldin,et al.  Affect, Meta-Affect, and Mathematical Belief Structures , 2002 .