Digital Twinning remote laboratories for online practical learning

References

• Akenine-Moller, T., Haines, E., & Hoffman, N. (2018). Real time rendering (4th ed.). CRC Press.
   Google Scholar
• Ali, M., Anjum, A., Rana, O., Zamani, A. R., Balouek-Thomert, A. R., & Parashar, M. (2020). RES: Real-time video stream analytics using edge enhanced clouds, IEEE Transactions on Cloud Computing, https://doi.org/10.1109/TCC.2020.2991748. IEEE.
   Google Scholar
• Augustine, P. (2020). The industry use cases for the digital twin idea. Advances in Computers, 117 (1), 79–105 doi:10.1016/bs.adcom.2019.10.008. Elsevier
   Google Scholar
• Autodesk. (2021). 3DSMax Overview. https://www.autodesk.co.uk/products/3ds-max/overview
   Google Scholar
• Autodesk. (2022). Inventor NASTRAN. https://www.autodesk.com/products/inventor-nastran/overview
   Google Scholar
• Autodesk. (n.d.). FBX - Adaptable file format for 3D animation software. https://www.autodesk.com/products/fbx/overview
   Google Scholar
• Babiuch, P. M., & Foltynek, P. (2019), A review of the virtual reality applications in education and training, 20th International Carpathian Control Conference (ICCC) (IEEE), 1–4, doi https://doi.org/10.1109/CarpathianCC.2019.8765930
   Google Scholar
• Baker, C., Anjum, A., Hill, R., Bessis, N., & Kiani, S. L. (2012). Improving cloud datacentre scalability, agility and performance using OpenFlow, Fourth International Conference on Intelligent Networking and Collaborative Systems, 20–2. IEEE.
   Google Scholar
• Bell, J. T., & Fogler, H. C. (2004, March). The application of virtual reality to (chemical engineering) education. IEEE Virtual Reality, Virtual Reality Conference, 217–218. doi:10.1109/VR.2004.1310077.
   Google Scholar
• Bloc Digital. (2017, August 10). VR Trainer [ Video]. https://www.youtube.com/watch?v=a2Ji9PUHpZU
   Google Scholar
• Brough, J. E., Schwartz, M., Gupta, S. K., Anand, D. K., Kavetsky, R., & Pettersen, R. (2007). Towards development of a virtual environment-based training system for mechanical assembly operations. Virtual Reality, 11(4), 189–206. https://doi.org/10.1007/s10055-007-0076-4
   Google Scholar
• Chang, E., Kim, H. T., & Yoo, B. (2020). Virtual reality sickness: A review of causes and measurements. International Journal of Human–Computer Interaction, 36(17), 1658–1682. https://doi.org/10.1080/10447318.2020.1778351
   Web of Science ®Google Scholar
• Chau, K. Y., Law, K. M., & Tang, Y. M. (2021). Impact of self-directed learning and educational technology readiness on synchronous E-learning. Journal of Organizational and End User Computing, 33(6), 1–20. https://doi.org/10.4018/JOEUC.20211101.oa26
   Web of Science ®Google Scholar
• Chen, C. J., Toh, S. C., & Ismail, W. M. F. (2005). Are learning styles relevant to virtual reality. Journal of Research on Technology in Education, 38(2), 123–141. https://doi.org/10.1080/15391523.2005.10782453
   Google Scholar
• Childs, E., Mohammad, F., Stevens, L., Burbelo, H., Awoke, A., Rewkowski, N., & Manocha, D. (2021). An overview of enhancing distance learning through augmented and virtual reality technologies. arXiv Preprint arXiv:2101.11000. 10.48550/arXiv.2101.11000.
   Google Scholar
• Cyr, A.-A., & Anderson, N. D. (2018). Learning from your mistakes: Does it matter if you’re out in left foot, I mean field? Memory, 26(9), 1281–1290. https://doi.org/10.1080/09658211.2018.1464189
   PubMed Web of Science ®Google Scholar
• Gallagher, S., & Palmer, J. (2020, Sept 29. The pandemic pushed universities online. The change was long overdue. Harvard Business Review, 29. Retrieved 29 Sept 2021. https://hbr.org/2020/09/the-pandemic-pushed-universities-online-the-change-was-long-overdue
   Google Scholar
• The Guardian. ‘We shouldn’t go back to lectures’: Why future students will learn online. https://www.theguardian.com/education/2020/jul/03/we-shouldnt-go-back-to-lectures-why-future-students-will-learn-online. Retrieved 29th March 2021
   Google Scholar
• The Guardian. ‘Students like the flexibility’: Why online universities are here to stay, https://www.theguardian.com/education/2020/may/27/students-like-the-flexibility-why-online-universities-are-here-to-stay. Retrieved 29th March 2021
   Google Scholar
• Gupta, S., Anand, D., Brough, J., Schwartz, M., & Kavetsky, R. (2008). Training in virtual environments: A safe, cost effective, and engaging approach to training. CALCE EPSC Press, University of Maryland.
   Google Scholar
• Hasham, K., Peris, A. D., Anjum, A., Evans, D., Gowdy, S., Hernandez, J. M., Huedo, E., Hufnagel, D., van Lingen, F., McClatchey, R., & Metson, S. (2011). CMS workflow execution using intelligent job scheduling and data access strategies. IEEE Transactions on Nuclear Science, 58(3), 1221–1232. https://doi.org/10.1109/TNS.2011.2146276
   Web of Science ®Google Scholar
• Hays, M. J., Kornell, N., & Bjork, R. A. (2013). When and why a failed test potentiates the effectiveness of subsequent study. Journal of Experimental Psychology. Learning, Memory, and Cognition, 39(1), 290–296. https://doi.org/10.1037/a0028468
   PubMed Web of Science ®Google Scholar
• Hill, R., Devitt, J., Anjum, A., & Ali, M. (2017). Towards in-transit analytics for industry 4.0, IEEE International Conference on Internet of Things (IThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData), 810–817. IEEE.
   Google Scholar
• Hoppe, H. (1996). Progressive meshes. Proc. SIGGRAPH 96, 99–108. ACM Press.
   Google Scholar
• Hussein, M., & Nätterdal, C. (2015). The benefits of virtual reality in education-A comparison study.
   Google Scholar
• IBM. (2022,February,15). How does a digital twin work? https://www.ibm.com/topics/what-is-a-digital-twin
   Google Scholar
• Jones, D., Snider, C., Nassehi, A., Yon, J., & Hicks, B. (2020). Characterising the digital twin: A systematic literature review. CIRP Journal of Manufacturing Science and Technology, 29 Part A , 36–52. https://doi.org/10.1016/j.cirpj.2020.02.002
   Google Scholar
• Joseph, S. I. T., Raj, S. B. E., & Kiyasudeen, J. M. (2020), November. Virtual reality–A paradigm shift in education pedagogy. In 2020 Seventh IEEE International Conference on Information Technology Trends (ITT), 72–79. IEEE.
   Google Scholar
• Kaarlela, T., Pieskä, S., & Pitkäaho, T. (2020), Digital twin and virtual reality for safety training. 11th IEEE International Conference on Cognitive Infocommunications (CogInfoCom),000115–000120. IEEE.
   Google Scholar
• Kiani, S. L., Anjum, A., Knappmeyer, M., Bessis, N., & Antonopoulos, N. (2013). Federated broker system for pervasive context provisioning. Journal of Systems and Software, 86(4), 1107–1123. https://doi.org/10.1016/j.jss.2012.11.050
   Web of Science ®Google Scholar
• Kolb, D. A. (1984). Experiential learning: Experience as the source of learning and development. Prentice Hall.
   Google Scholar
• Kuckinski, W. (2019, May 9). Rolls-Royce deploys virtual reality training for maintainers. SAE International. https://www.sae.org/news/2019/05/rolls-royce-deploys-virtual-reality-training-for-maintainers
   Google Scholar
• Kuts, V., Otto, T., Caldarola, E. G., Modoni, G. E., & Sacco, M. (2018). Enabling the teaching factory leveraging a virtual reality system based on the digital twin. Proceedings of the 15th Annual EuroVR Conference. VTT Technical Research Centre of Finland, Ltd, Finland.
   Google Scholar
• Liu, X., Zhu, R., Anjum, A., Wang, J., Zhang, H., & Ma, M. (2020). Intelligent data fusion algorithm based on hybrid delay-aware adaptive clustering in wireless sensor networks. Future Generation Computer Systems, 104. March, 1–14. 10.1016/j.future.2019.10.001.
   Google Scholar
• Maghool, S. A. H., Moeini, I., Seyed, H., & Arefazar, Y. (2018). An educational application based on virtual reality technology for learning architectural details: Challenges and benefits. ARCHNET-IJAR: International Journal of Architectural Research, Cambridge, 12(3), 246. https://doi.org/10.26687/archnet-ijar.v12
   Web of Science ®Google Scholar
• Makransky, G., & Petersen, G. B. (2021). The cognitive affective model of immersive learning (CAMIL): A theoretical research-based model of learning in immersive virtual reality. Educational Psychology Review, 33(3), 937–958. https://doi.org/10.1007/s10648-020-09586-2
   Web of Science ®Google Scholar
• Marks, B., & Thomas, J. (2021). Adoption of virtual reality technology in higher education: An evaluation of five teaching semesters in a purpose-designed laboratory. Education and Information Technologies, 27(1), 1287–1305. https://doi.org/10.1007/s10639-021-10653-6
   PubMed Web of Science ®Google Scholar
• MetaQuest. (2020, October 30). How Hilton uses virtual reality for training. [Video]. YouTube. https://www.youtube.com/watch?v=6KuL3QMgM84
   Google Scholar
• Mootools. (2021). Polygon Cruncher Overview. https://www.mootools.com/en/software/polygon-cruncher
   Google Scholar
• National Instruments LabView. (2021). LabView. https://www.ni.com/en-gb/shop/labview.html
   Google Scholar
• Nesenbergs, K., Abolins, V., Ormanis, J., & Mednis, A. (2021). Use of augmented and virtual reality in remote higher education: A systematic umbrella review. Education Sciences, 11(1), 8. https://doi.org/10.3390/educsci11010008
   Web of Science ®Google Scholar
• Palmer, C., Roullier, B., Aamir, M., Stella, L., Diala, U., Anjum, A., McQuade, F., Cox, K., & Calvert, A. (2021, September 7th – 10th), Virtual reality based digital twin system for remote laboratories and online practical learning, 18th International Conference in Manufacturing Research ICMR 2021. Derby, U.K., IOS Press, Amsterdam: University of Derby.
   Google Scholar
• Pantelidis, V. (2009). Reasons to use virtual reality in education and training courses and a model to determine when to use virtual reality. Themes in Science and Technology Education 2(1-2), 59–70. http://earthlab.uoi.gr/ojs/theste/index.php/theste/article/view/22.
   Google Scholar
• Pixo. (2017). Self guided VR training. [Video]. YouTube. 2019, Jul 21. https://www.youtube.com/watch?v=hETZFKsu9mI&t=36s
   Google Scholar
• Pixo. (n.d.). VR Training Content. https://pixovr.com/vr-training-content/
   Google Scholar
• Rolls-Royce. (n.d.). Leading the way in customer training. https://www.rolls-royce.com/media/our-stories/discover/2021/intelligentengine-businessaviation-leading-the-way-in-customer-training.aspx
   Google Scholar
• Roundtable Learning. (n.d.). 5 Examples Of Virtual Reality For Corporate Training. https://roundtablelearning.com/5-examples-of-virtual-reality-for-corporate-training/
   Google Scholar
• Rucco, M., Giannini, F., Lupinetti, K., & Monti, M. (2019). A methodology for part classification with supervised machine learning. Artificial Intelligence for Engineering Design, Analysis and Manufacturing, 33(1), 100–113. https://doi.org/10.1017/S0890060418000197
   Web of Science ®Google Scholar
• Steenberg, C., Bunn, J., Legrand, I., Newman, H., Thomas, M., Van Lingen, F., Anjum, A., and Azim, T. (2004). The clarens grid-enabled web services framework: Services and implementation, Proceedings of the CHEP.
   Google Scholar
• Tang, Y. M., Ng, G. W. Y., Chia, N. H., So, E. H. K., Wu, C. H., & Ip, W. H. (2021). Application of virtual reality (VR) technology for medical practitioners in type and screen (T&S) training. Journal of Computer Assisted Learning, 37(2), 359–369. https://doi.org/10.1111/jcal.12494
   Web of Science ®Google Scholar
• Tang, Y. M., Chau, K. Y., Kwok, A. P. K., Tongcun Zhu, T., & Ma, X. (2022). A systematic review of immersive technology applications for medical practice and education - Trends, application areas, recipients, teaching contents, evaluation methods, and performance. Educational Research Review, 352(1–2), 100429. https://doi.org/10.1016/j.edurev.2021.100429
   Google Scholar
• Torres, J. J., Resendiz, I. A., Dodero, J. M., & Dodero, J. M. (2014). A model-driven development approach for learning design using the LPCEL Editor. Journal of King Saud University-Computer and Information Sciences, 26(1), 17–27. https://doi.org/10.1016/j.jksuci.2013.10.004
   Google Scholar
• Unity 2019.3. Unity Pro. https://unity.com/releases/2020-1
   Google Scholar
• Vahdatikhaki, F., Hammad, A., Olde Scholtenhuis, L. L., Miller, S. R., & Makarov, D. (2017). Data-driven scenario generation for enhanced realism of equipment training simulators. 6th CSCE/CRC International Construction Specialty Conference. http://earthlab.uoi.gr/ojs/theste/index.php/theste/article/view/22
   Google Scholar
• Vergara, D., Rubio, M. P., & Lorenzo, M. (2017a). On the design of virtual reality learning environments in engineering. Multimodal Technology Interact, 1(11–23). https://doi.org/10.3390/mti1020011
   Google Scholar
• Viar360. (n.d.). Companies Using Virtual Reality for Employee Training. https://www.viar360.com/companies-using-virtual-reality-employee-training/
   Google Scholar
• Virtual Reality World Tech. (2021, July 1). University of Nottingham students take course entirely in virtual reality. https://vrworldtech.com/2021/01/07/university-of-nottingham-students-take-course-entirely-in-virtual-reality/
   Google Scholar
• Yang, F., & Wu, W., (2010). The application of virtual reality in e-learning. International Conference on E-Business and E-Government, 5548–5551. IEEE.
   Google Scholar
• Yaseen, M. U., Anjum, A., Rana, O., & Antonopoulos, N. (2018). Deep learning hyper-parameter optimization for video analytics in clouds. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 1–12. IEEE.
   Google Scholar
• Zhou, Y., Ji, S., Xu, T., & Wang, Z. (2018). Promoting knowledge construction: A model for using virtual reality interaction to enhance learning. Procedia Computer Science, 130 Jan, 239–246. https://doi.org/10.1016/j.procs.2018.04.035
   Google Scholar