Technical Papers
Jul 23, 2022

Methodology for Extended Reality–Enabled Experimental Research in Construction Engineering and Management

Publication: Journal of Construction Engineering and Management
Volume 148, Issue 10

Abstract

Extended reality (XR) technologies are increasingly being used as a novel research instrument to facilitate scientific inquires in the construction engineering and management (CEM) domain. By allowing humans to interact with immersive environments in controlled and monitored experimental settings, XR technologies have opened new opportunities for researchers to conduct CEM research involving human participants or concerning human behavior. Yet, XR-enabled research, as an independent, rigorous methodology for the CEM domain, is still underexplored. This paper serves as an effort to build an organized knowledge base and workflow for using XR technologies in various CEM research areas and methodological contexts. The paper first investigates the status quo of XR-enabled CEM research, by identifying current research areas in the CEM domain where XR technologies are considered the preferred or recommended methodological solutions. A process model for XR-enabled research is then proposed, with actionable recommendations about how XR-enabled research should be planned, designed, implemented, analyzed, verified, and validated. This process model is demonstrated with two illustrative case studies. Last, the paper discusses the philosophical, methodological, and technological roots of the evolution of XR-enabled CEM research and describes our vision of more enabling, adoptable, and value-adding XR-enabled research in CEM in the near future.

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Data Availability Statement

Some or all data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request.

References

Aarts, H., B. Verplanken, and A. Van Knippenberg. 1998. “Predicting behavior from actions in the past: Repeated decision making or a matter of habit?” J. Appl. Soc. Psychol. 28 (15): 1355–1374. https://doi.org/10.1111/j.1559-1816.1998.tb01681.x.
ADHB (Auckland District Health Board). 2009. Auckland district health board evacuation plan 2009. Auckland, NZ: ADHB.
Alexander, D. 2012. “What can we do about earthquakes?” Bull. N. Z. Soc. Earthquake Eng. 45 (2): 49–60. https://doi.org/10.5459/bnzsee.45.2.49-60.
Alfa Laval. 2016. Instruction manual—Plate heat exchange. Lund, Sweden: Alfa Laval.
Alizadehsalehi, S., A. Hadavi, and J. C. Huang. 2020. “From BIM to extended reality in AEC industry.” Autom. Constr. 116 (Apr): 103254. https://doi.org/10.1016/j.autcon.2020.103254.
APA (American Psychological Association). 2021. “APA dictionary of psychology.” Accessed October 19, 2021. https://dictionary.apa.org/.
Ashwini, K. B., P. N. Patil, and R. Savitha. 2020. “Tracking methods in augmented reality—Explore the usage of marker-based tracking.” In Proc., 2nd Int. Conf. on IoT, Social, Mobile, Analytics & Cloud in Computational Vision & Bio-Engineering (ISMAC-CVB 2020). Rochester, NY: Social Science Research Network. https://doi.org/10.2139/ssrn.3734851.
Autodesk. 2021. “Autodesk.” Accessed July 3, 2022. https://www.autodesk.com/.
Barsalou, L. 2003. “Situated simulation in the human conceptual system.” Lang. Cognit. Processes 18 (5–6): 513–562. https://doi.org/10.1080/01690960344000026.
Barsalou, L. W. 1999. “Perceptual symbol systems.” Behav. Brain Sci. 22 (4): 577–660. https://doi.org/10.1017/S0140525X99002149.
Barsalou, L. W. 2008. “Grounded cognition.” Annu. Rev. Psychol. 59 (1): 617–645. https://doi.org/10.1146/annurev.psych.59.103006.093639.
Behzadan, A. H., and V. R. Kamat. 2013. “Enabling discovery-based learning in construction using telepresent augmented reality.” Autom. Constr. 33 (Aug): 3–10. https://doi.org/10.1016/j.autcon.2012.09.003.
Bennett-Levy, J. E., G. E. Butler, M. E. Fennell, A. E. Hackman, M. E. Mueller, and D. E. Westbrook. 2004. Oxford guide to behavioural experiments in cognitive therapy. New York: Oxford University Press.
Berger, P. D., R. E. Maurer, and G. B. Celli. 2002. Experimental design. Belmont, CA: Wadsworth Group.
Bernold, L. E., and T. S. Lee. 2010. “Experimental research in construction.” J. Constr. Eng. Manage. 136 (1): 26–35. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000085.
Bowman, D. A., E. Kruijff, J. J. LaViola, and I. Poupyrev. 2001. “An introduction to 3D user interface design.” Presence: Teleoperators Virtual Environ. 10 (1): 96–108. https://doi.org/10.1162/105474601750182342.
Cao, L., J. Lin, and N. Li. 2019. “A virtual reality based study of indoor fire evacuation after active or passive spatial exploration.” Comput. Hum. Behav. 90 (Mar): 37–45. https://doi.org/10.1016/j.chb.2018.08.041.
Chi, H. L., S. C. Kang, and X. Wang. 2013. “Research trends and opportunities of augmented reality applications in architecture, engineering, and construction.” Autom. Constr. 33 (Aug): 116–122. https://doi.org/10.1016/j.autcon.2012.12.017.
Chittaro, L., and R. Sioni. 2015. “Serious games for emergency preparedness: Evaluation of an interactive vs. a non-interactive simulation of a terror attack.” Comput. Hum. Behav. 50 (Sep): 508–519. https://doi.org/10.1016/j.chb.2015.03.074.
Cobum, A. W., R. J. S. Spence, and A. Pomonis. 1992. “Factors determining human casualty levels in earthquakes: Mortality prediction in building collapse.” In Proc., 10th World Conf. on Earthquake Engineering, 5989–5994. Oxfordshire: Routledge.
Cohen, J. 1988. Statistical power analysis for the behavioral sciences. 2nd ed. Hillsdale, NJ: Lawrence Erlbaum Associates.
Du, J., Q. Zhu, Y. Shi, Q. Wang, Y. Lin, and D. Zhao. 2020. “Cognition digital twins for personalized information systems of smart cities: Proof of concept.” J. Manage. Eng. 36 (2): 04019052. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000740.
Duffuaa, S. O., and M. A. Ben Daya. 2004. “Turnaround maintenance in petrochemical industry: Practices and suggested improvements.” J. Qual. Maint. Eng. 10 (3): 184–190. https://doi.org/10.1108/13552510410553235.
Feng, Y., D. C. Duives, and S. P. Hoogendoorn. 2022. “Development and evaluation of a VR research tool to study wayfinding behaviour in a multi-story building.” In Vol. 147 of Safety science, 105573. Amsterdam, Netherlands: Elsevier.
Feng, Z., V. A. González, R. Amor, M. Spearpoint, J. Thomas, R. Sacks, R. Lovreglio, and G. Cabrera-Guerrero. 2020a. “An immersive virtual reality serious game to enhance earthquake behavioral responses and post-earthquake evacuation preparedness in buildings.” Adv. Eng. Inf. 45 (Aug): 101118. https://doi.org/10.1016/j.aei.2020.101118.
Feng, Z., V. A. González, L. Ma, M. M. A. Al-Adhami, and C. Mourgues. 2018. “Rapid 3D reconstruction of indoor environments to generate virtual reality serious games scenarios.” In Proc., 18th Int. Conf. on Construction Applications of Virtual Reality, 185–195. Auckland, New Zealand: Univ. of Auckland.
Feng, Z., V. A. González, M. Trotter, M. Spearpoint, J. Thomas, D. Ellis, and R. Lovreglio. 2020b. “How people make decisions during earthquakes and post-earthquake evacuation: Using verbal protocol analysis in immersive virtual reality.” Saf. Sci. 129 (Sep): 104837. https://doi.org/10.1016/j.ssci.2020.104837.
Fich, L. B., P. Jönsson, P. H. Kirkegaard, M. Wallergård, A. H. Garde, and Å. Hansen. 2014. “Can architectural design alter the physiological reaction to psychosocial stress? A virtual TSST experiment.” Physiol. Behav. 135 (Aug): 91–97. https://doi.org/10.1016/j.physbeh.2014.05.034.
Flavián, C., S. Ibáñez-Sánchez, and C. Orús. 2019. “The impact of virtual, augmented and mixed reality technologies on the customer experience.” J. Bus. Res. 100 (Jul): 547–560. https://doi.org/10.1016/j.jbusres.2018.10.050.
Fu, L., S. Cao, W. Song, and J. Fang. 2019. “The influence of emergency signage on building evacuation behavior: An experimental study.” Fire Mater. 43 (1): 33. https://doi.org/10.1002/fam.2665.
Gao, Y., V. A. González, T. W. Yiu, G. Cabrera-Guerrero, N. Li, A. Baghouz, and A. Rahouti. 2022. “Immersive virtual reality as an empirical research tool: Exploring the capability of a machine learning model for predicting construction workers’ safety behavior.” Virtual Reality 26 (1): 361–383. https://doi.org/10.1007/s10055-021-00572-9.
Garrett, J. W., and J. Teizer. 2009. “Human factors analysis classification system relating to human error awareness taxonomy in construction safety.” J. Constr. Eng. Manage. 135 (8): 754–763. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000034.
GeoNet. 2019. “Earthquake indensity.” Accessed June 1, 2020. https://www.geonet.org.nz/.
Gerloff, C. 1997. “Stimulation over the human supplementary motor area interferes with the organization of future elements in complex motor sequences.” Brain 120 (9): 1587–1602. https://doi.org/10.1093/brain/120.9.1587.
Gibson, J. J. 2014. The ecological approach to visual perception: Classic edition. London: Psychology Press.
Golparvar-Fard, M., F. Peña-Mora, and S. Savarese. 2011. “Integrated sequential as-built and as-planned representation with D4 AR tools in support of decision-making tasks in the AEC/FM industry.” J. Constr. Eng. Manage. 137 (12): 1099–1116. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000371.
Gray, R. 2019. “Virtual environments and their role in developing perceptual-cognitive skills in sports.” In Anticipation and decision making in sport, 342–358. New York: Routledge.
Han, Y., Y. Diao, Z. Yin, R. Jin, J. Kangwa, and O. J. Ebohon. 2021. “Immersive technology-driven investigations on influence factors of cognitive load incurred in construction site hazard recognition, analysis and decision making.” Adv. Eng. Inf. 48 (Apr): 101298. https://doi.org/10.1016/j.aei.2021.101298.
Harris, D. J., J. M. Bird, P. A. Smart, M. R. Wilson, and S. J. Vine. 2020. “A framework for the testing and validation of simulated environments in experimentation and training.” Front. Psychol. 11 (Mar): 11605. https://doi.org/10.3389/fpsyg.2020.00605.
Hart, S. G. 2006. “Nasa-task load index (NASA-TLX); 20 years later.” In Proc., Human Factors and Ergonomics Society Annual Meeting, 904–908. Los Angeles: SAGE.
Hartson, R., and P. Pyla. 2019. “Agile lifecycle processes and the funnel model of agile UX.” The UX book, 63–80. Burlington, MA: Morgan Kaufmann Publishers (an imprint of Elsevier).
Hasanzadeh, S., J. M. de la Garza, and E. S. Geller. 2020. “Latent effect of safety interventions.” J. Constr. Eng. Manage. 146 (5): 04020033. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001812.
Hasanzadeh, S., B. Esmaeili, and M. D. Dodd. 2017. “Measuring the impacts of safety knowledge on construction workers’ attentional allocation and hazard detection using remote eye-tracking technology.” J. Manage. Eng. 33 (5): 04017024. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000526.
Heydarian, A., and B. Becerik-Gerber. 2017. “Use of immersive virtual environments for occupant behaviour monitoring and data collection.” J. Build. Perform. Simul. 10 (5–6): 484–498. https://doi.org/10.1080/19401493.2016.1267801.
Heydarian, A., J. P. Carneiro, D. Gerber, and B. Becerik-Gerber. 2015. “Immersive virtual environments, understanding the impact of design features and occupant choice upon lighting for building performance.” Build. Environ. 89 (Jul): 217–228. https://doi.org/10.1016/j.buildenv.2015.02.038.
Huber, T., M. Paschold, C. Hansen, T. Wunderling, H. Lang, and W. Kneist. 2017. “New dimensions in surgical training: Immersive virtual reality laparoscopic simulation exhilarates surgical staff.” Surg. Endoscopy 31 (11): 4472–4477. https://doi.org/10.1007/s00464-017-5500-6.
Jeelani, I., K. Han, and A. Albert. 2020. “Development of virtual reality and stereo-panoramic environments for construction safety training.” Eng. Constr. Archit. Manage. 27 (8): 1853–1876. https://doi.org/10.1108/ECAM-07-2019-0391.
Kandi, V. R., F. Castronovo, P. Brittle, S. Mastrolembo Ventura, and D. Nikolic. 2020. “Assessing the impact of a construction virtual reality game on design review skills of construction students.” J. Archit. Eng. 26 (4): 04020035. https://doi.org/10.1061/(ASCE)AE.1943-5568.0000434.
Kato, H., and M. Billinghurst. 1999. “Marker tracking and HMD calibration for a video-based augmented reality conferencing system.” In Proc., 2nd IEEE and ACM International Workshop on Augmented Reality (IWAR’99), 85–94. New York: IEEE.
Khashe, S., A. Heydarian, D. Gerber, B. Becerik-Gerber, T. Hayes, and W. Wood. 2015. “Influence of LEED branding on building occupants’ pro-environmental behavior.” Build. Environ. 94 (Dec): 477–488. https://doi.org/10.1016/j.buildenv.2015.10.005.
Kim, N., J. Kim, and C. R. Ahn. 2021. “Predicting workers’ inattentiveness to struck-by hazards by monitoring biosignals during a construction task: A virtual reality experiment.” Adv. Eng. Inf. 49 (July): 101359. https://doi.org/10.1016/j.aei.2021.101359.
Kwiatek, C., M. Sharif, S. Li, C. Haas, and S. Walbridge. 2019. “Impact of augmented reality and spatial cognition on assembly in construction.” Autom. Constr. 108 (Nov): 102935. https://doi.org/10.1016/j.autcon.2019.102935.
Lemoine, P., F. Vexo, and D. Thalmann. 2003. “Interaction techniques: 3D menus-based paradigm.” In The first Research Workshop on Augmented Virtual Reality. Geneva: Augmented Virtual Reality.
Leppink, J., F. Paas, C. P. M. Van der Vleuten, T. Van Gog, and J. J. G. Van Merriënboer. 2013. “Development of an instrument for measuring different types of cognitive load.” Behav. Res. Methods 45 (4): 1058–1072. https://doi.org/10.3758/s13428-013-0334-1.
Leppink, J., F. Paas, T. van Gog, C. P. M. van der Vleuten, and J. J. G. van Merriënboer. 2014. “Effects of pairs of problems and examples on task performance and different types of cognitive load.” Learn. Instr. 30 (Apr): 32–42. https://doi.org/10.1016/j.learninstruc.2013.12.001.
Li, J., Y. Jin, S. Lu, W. Wu, and P. Wang. 2020. “Building environment information and human perceptual feedback collected through a combined virtual reality (VR) and electroencephalogram (EEG) method.” Energy Build. 224 (Oct): 110259. https://doi.org/10.1016/j.enbuild.2020.110259.
Li, X., W. Yi, H. L. Chi, X. Wang, and A. P. C. Chan. 2018. “A critical review of virtual and augmented reality (VR/AR) applications in construction safety.” Autom. Constr. 86 (Jul): 150–162. https://doi.org/10.1016/j.autcon.2017.11.003.
Lin, J., L. Cao, and N. Li. 2020a. “How the completeness of spatial knowledge influences the evacuation behavior of passengers in metro stations: A VR-based experimental study.” Autom. Constr. 113 (Feb): 103136. https://doi.org/10.1016/j.autcon.2020.103136.
Lin, J., R. Zhu, N. Li, and B. Becerik-Gerber. 2020b. “Do people follow the crowd in building emergency evacuation? A cross-cultural immersive virtual reality-based study.” Adv. Eng. Inf. 43 (Jan): 101040. https://doi.org/10.1016/j.aei.2020.101040.
Ling, Y., W.-P. Brinkman, H. T. Nefs, C. Qu, and I. Heynderickx. 2012. “Effects of stereoscopic viewing on presence, anxiety, and cybersickness in a virtual reality environment for public speaking.” Presence: Teleoperators Virtual Environ. 21 (3): 254–267. https://doi.org/10.1162/PRES_a_00111.
Lopes, P., S. You, L.-P. Cheng, S. Marwecki, and P. Baudisch. 2017. “Providing haptics to walls & heavy objects in virtual reality by means of electrical muscle stimulation.” In Proc., 2017 CHI Conf. on Human Factors in Computing Systems, 1471–1482. New York: ACM.
Lovreglio, R., V. Gonzalez, Z. Feng, R. Amor, M. Spearpoint, J. Thomas, M. Trotter, and R. Sacks. 2018. “Prototyping virtual reality serious games for building earthquake preparedness: The Auckland City Hospital case study.” Adv. Eng. Inf. 38 (Oct): 670–682. https://doi.org/10.1016/j.aei.2018.08.018.
Lu, X., and S. Davis. 2016. “How sounds influence user safety decisions in a virtual construction simulator.” Saf. Sci. 86 (Jul): 184–194. https://doi.org/10.1016/j.ssci.2016.02.018.
Magic Leap. 2021. “Magic Leap 1 is a wearable computer for enterprise productivity.” Accessed October 19, 2021. https://www.magicleap.com/en-us/magic-leap-1.
Martirosov, S., and P. Kopecek. 2017. “Cyber sickness in virtual reality—Literature review.” In Proc., 28th DAAAM Int. Symp., 0718–0726. Vienna, Austria: DAAAM International. https://doi.org/10.2507/28th.daaam.proceedings.101.
Microsoft. 2021. “Microsoft HoloLens 2.” Accessed July 3, 2022. https://www.microsoft.com/es-es/hololens.
Milgram, P., and F. Kishino. 1994. “A taxonomy of mixed reality visual displays.” IEICE Trans. Inf. Syst. E77-D (12): 1321–1329.
North, M. J., and C. M. Macal. 2007. Managing business complexity: Discovering strategic solutions with agent-based modeling and simulation. New York: Oxford University Press.
NZ-MCDEM (New Zealand Ministry of Civil Defence & Emergency Management). 2015. Working from the same page consistent messages for CDEM—Part B: Hazard specific information—Earthquake. Wellington, New Zealand: Ministry of Civil Defence & Emergency Management.
Perfect, P., E. Timson, M. D. White, G. D. Padfield, R. Erdos, and A. W. Gubbels. 2014. “A rating scale for the subjective assessment of simulation fidelity.” Aeronaut. J. 118 (1206): 953–974. https://doi.org/10.1017/S0001924000009635.
Qin, S., E. J. Hermans, H. J. F. van Marle, J. Luo, and G. Fernández. 2009. “Acute psychological stress reduces working memory-related activity in the dorsolateral prefrontal cortex.” Biol. Psychiatry 66 (1): 25–32. https://doi.org/10.1016/j.biopsych.2009.03.006.
Reffat, R. M., Y. Khaeruzzaman, E. El-Sebakhy, and I. P. Raharja. 2008. “Augmentation of real-time 3D virtual environments for architectural design at the conceptual stage.” Electr. J. Inf. Technol. Constr. 13 (Jul): 553–563.
Royce, W. W. 1987. “Managing the development of large software systems: Concepts and techniques.” In Proc., 9th Int. Conf. on Software Engineering, 328–338. Washington, DC: IEEE Computer Society Press.
Schwarzer, R., and M. Jerusalem. 1995. “Generalized self-efficacy scale.” In Measures in health psychology: A user’s portfolio. Causal and control beliefs, edited by J. Weinman, S. Wright, and M. Johnston, 35–37. Windsor, ON: NFER-NELSON. https://doi.org/10.1037/t00393-000 12: 329–345.
Shi, Y., J. Du, C. R. Ahn, and E. Ragan. 2019. “Impact assessment of reinforced learning methods on construction workers’ fall risk behavior using virtual reality.” Autom. Constr. 104 (Apr): 197–214. https://doi.org/10.1016/j.autcon.2019.04.015.
Shi, Y., J. Du, and D. A. Worthy. 2020a. “The impact of engineering information formats on learning and execution of construction operations: A virtual reality pipe maintenance experiment.” Autom. Constr. 119 (Nov): 103367. https://doi.org/10.1016/j.autcon.2020.103367.
Shi, Y., Y. Zhu, R. K. Mehta, and J. Du. 2020b. “A neurophysiological approach to assess training outcome under stress: A virtual reality experiment of industrial shutdown maintenance using Functional Near-Infrared Spectroscopy (fNIRS).” Adv. Eng. Inf. 46 (Oct): 101153. https://doi.org/10.1016/j.aei.2020.101153.
Shin, D.-H. 2017. “The role of affordance in the experience of virtual reality learning: Technological and affective affordances in virtual reality.” Telematics Inf. 34 (8): 1826–1836. https://doi.org/10.1016/j.tele.2017.05.013.
Shrout, P. E., and S. P. Lane. 2012. “Psychometrics.” In Handbook of research methods for studying daily life, 302–320. New York: The Guilford Press.
Siedler, C., M. Glatt, P. Weber, A. Ebert, and J. C. Aurich. 2021. “Engineering changes in manufacturing systems supported by AR/VR collaboration.” Procedia CIRP 96 (Jan): 307–312. https://doi.org/10.1016/j.procir.2021.01.092.
Sipatchin, A., S. Wahl, and K. Rifai. 2021. “Eye-tracking for clinical ophthalmology with virtual reality (VR): A case study of the HTC vive pro eye’s usability.” Healthcare 9 (2): 180. https://doi.org/10.3390/healthcare9020180.
Slater, M. 1999. “Measuring presence: A response to the witmer and singer presence questionnaire.” Presence: Teleoperators Virtual Environ. 8 (5): 560–565. https://doi.org/10.1162/105474699566477.
Slater, M. 2009. “Place illusion and plausibility can lead to realistic behaviour in immersive virtual environments.” Philos. Trans. R. Soc. London, Ser. B 364 (1535): 3549–3557. https://doi.org/10.1098/rstb.2009.0138.
Sutherland, I. E. 1968. “A head-mounted three dimensional display.” In Proc., Fall Joint Computer Conf., Part I on - AFIPS ’68 (Fall, Part I), 757. New York: ACM Press.
Taylor, D. C. P. J., H. Mwiki, A. Dehghantanha, A. Akibini, K. K. R. Choo, M. Hammoudeh, and R. Parizi. 2019. “Forensic investigation of cross platform massively multiplayer online games: Minecraft as a case study.” Sci. Justice 59 (3): 337–348. https://doi.org/10.1016/j.scijus.2019.01.005.
Tehrani, B. M., J. Wang, and D. Truax. 2021. “Assessment of mental fatigue using electroencephalography (EEG) and virtual reality (VR) for construction fall hazard prevention.” Eng. Constr. Archit. Manage. https://doi.org/10.1108/ecam-01-2021-0017.
The Belmont Report. 1979. “Ethical principles and guidelines for the protection of human subjects of research.” Accessed April 18, 1979. https://www.hhs.gov/ohrp/regulations-and-policy/belmont-report/read-the-belmont-report/index.html.
The Verge. 2021. “Meta’s Oculus Quest 2 has shipped 10 million units, according to Qualcomm.” Accessed March 30, 2022. https://www.theverge.com/2021/11/16/22785469/meta-oculus-quest-2-10-million-units-sold-qualcomm-xr2.
Tobbi. 2019. “Tobii Pro SDK.” Accessed October 20, 2021. https://www.tobiipro.com/product-listing/tobii-pro-sdk/.
Unity. 2021. “Unity.” Accessed October 20, 2021. https://unity.com/.
Usoh, M., E. Catena, S. Arman, and M. Slater. 2000. “Using presence questionnaires in reality.” Presence: Teleoperators Virtual Environ. 9 (5): 497–503. https://doi.org/10.1162/105474600566989.
Veera Ragavan, S., S. G. Ponnambalam, and C. Sumero. 2011. “Waypoint-based path planner for Mobile Robot Navigation using PSO and GA-AIS.” In Proc., IEEE Recent Advances in Intelligent Computational Systems, 756–760. New York: IEEE.
Wang, P., P. Wu, J. Wang, H. L. Chi, and X. Wang. 2018. “A critical review of the use of virtual reality in construction engineering education and training.” Int. J. Environ. Res. Public Health 15 (6): 1204. https://doi.org/10.3390/ijerph15061204.
Wang, X., and R. Chen. 2009. “An experimental study on collaborative effectiveness of augmented reality potentials in urban design.” CoDesign 5 (4): 229–244. https://doi.org/10.1080/15710880903320020.
Wang, X., A. Eiselmayer, W. E. Mackay, K. Hornbaek, and C. Wacharamanotham. 2021. “Argus: Interactive a priori power analysis.” IEEE Trans. Visual Comput. Graphics 27 (2): 432–442. https://doi.org/10.1109/TVCG.2020.3028894.
Westen, D., and R. Rosenthal. 2003. “Quantifying construct validity: Two simple measures.” J. Personality Soc. Psychol. 84 (3): 608–618. https://doi.org/10.1037/0022-3514.84.3.608.
Wilson, M. 2002. “Six views of embodied cognition.” Psychonomic Bull. Rev. 9 (4): 625–636. https://doi.org/10.3758/BF03196322.
Wouters, P., E. D. van der Spek, and H. van Oostendorp. 2009. “Current practices in serious game research.” In Games-based learning advancements for multi-sensory human computer interfaces, 232–250. Hershey, PA: IGI Global. https://doi.org/10.4018/978-1-60566-360-9.ch014.
Xia, X., N. Li, and V. A. González. 2021. “Exploring the influence of emergency broadcasts on human evacuation behavior during building emergencies using virtual reality technology.” J. Comput. Civ. Eng. 35 (2): 04020065. https://doi.org/10.1061/(ASCE)CP.1943-5487.0000953.
Xu, Q., H.-Y. Chong, and P. Liao. 2019a. “Exploring eye-tracking searching strategies for construction hazard recognition in a laboratory scene.” Saf. Sci. 120 (Dec): 824–832. https://doi.org/10.1016/j.ssci.2019.08.012.
Xu, S., Q. Ni, and Q. Du. 2019b. “The effectiveness of virtual reality in safety training: Measurement of emotional arousal with electromyography.” In Proc., 36th ISARC. Banff, Canada.
Yan, X., H. Li, A. R. Li, and H. Zhang. 2017a. “Wearable IMU-based real-time motion warning system for construction workers’ musculoskeletal disorders prevention.” Autom. Constr. 74 (Feb): 2–11. https://doi.org/10.1016/j.autcon.2016.11.007.
Yan, X., H. Li, C. Wang, J. Seo, H. Zhang, and H. Wang. 2017b. “Development of ergonomic posture recognition technique based on 2D ordinary camera for construction hazard prevention through view-invariant features in 2D skeleton motion.” Adv. Eng. Inf. 34 (Oct): 152–163. https://doi.org/10.1016/j.aei.2017.11.001.
Yang, K., C. R. Ahn, M. C. Vuran, and S. S. Aria. 2016. “Semi-supervised near-miss fall detection for ironworkers with a wearable inertial measurement unit.” Autom. Constr. 68 (Aug): 194–202. https://doi.org/10.1016/j.autcon.2016.04.007.
Ye, L., Z. Qu, X. Lu, and P. Feng. 2008. “Collapse prevention of building structures: A lesson from the Wenchuan earthquake.” J. Build. Struct. 4 (7): 1–9. https://doi.org/10.14006/j.jzjgxb.2008.04.010.
Yeom, D., J.-H. Choi, and S.-H. Kang. 2019. “Investigation of the physiological differences in the immersive virtual reality environment and real indoor environment: Focused on skin temperature and thermal sensation.” Build. Environ. 154 (May): 44–54. https://doi.org/10.1016/j.buildenv.2019.03.013.
Zhang, Y., H. Liu, S.-C. Kang, and M. Al-Hussein. 2020. “Virtual reality applications for the built environment: Research trends and opportunities.” Autom. Constr. 118 (Oct): 103311. https://doi.org/10.1016/j.autcon.2020.103311.
Zhu, Q., J. Du, Y. Shi, and P. Wei. 2021. “Neurobehavioral assessment of force feedback simulation in industrial robotic teleoperation.” Autom. Constr. 126 (Jun): 103674. https://doi.org/10.1016/j.autcon.2021.103674.
Zhu, Y., S. Saeidi, T. Rizzuto, A. Roetzel, and R. Kooima. 2018. “Potential and challenges of immersive virtual environments for occupant energy behavior modeling and validation: A literature review.” J. Build. Eng. 19 (Sep): 302–319. https://doi.org/10.1016/j.jobe.2018.05.017.

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Go to Journal of Construction Engineering and Management
Journal of Construction Engineering and Management
Volume 148Issue 10October 2022

History

Received: Oct 25, 2021
Accepted: May 11, 2022
Published online: Jul 23, 2022
Published in print: Oct 1, 2022
Discussion open until: Dec 23, 2022

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Associate Professor, Dept. of Construction Management, and Hang Lung Center for Real Estate, Tsinghua Univ., Beijing 100084, China (corresponding author). ORCID: https://orcid.org/0000-0002-7272-4273. Email: [email protected]
Jing Du, M.ASCE [email protected]
Associate Professor, Dept. of Civil and Coastal Engineering, Univ. of Florida, Gainesville, FL 32611. Email: [email protected]
Vicente A. González, M.ASCE [email protected]
Professor, Dept. of Civil and Environmental Engineering, Univ. of Alberta, Edmonton, Canada AB T6G 1H9. Email: [email protected]
Jieyu Chen, S.M.ASCE
Ph.D. Student, Dept. of Construction Management, Tsinghua Univ., Beijing 100084, China.

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Cited by

  • Integrating the Last Planner System and Immersive Virtual Reality: Exploring the Social Mechanisms Produced by Using LPS in Projects, Journal of Construction Engineering and Management, 10.1061/JCEMD4.COENG-14430, 150, 7, (2024).
  • Impacts of Work Setting and Task Complexity on Mental Workload and Safety: An Experimental Study, Construction Research Congress 2024, 10.1061/9780784485293.038, (376-387), (2024).
  • Extended Reality for Safe and Effective Construction Management: State-of-the-Art, Challenges, and Future Directions, Buildings, 10.3390/buildings13010155, 13, 1, (155), (2023).
  • Second Special Collection on Research Methodologies in Construction Engineering and Management, Journal of Construction Engineering and Management, 10.1061/JCEMD4.COENG-13129, 149, 2, (2023).
  • Ontology for experimentation of human-building interactions using virtual reality, Advanced Engineering Informatics, 10.1016/j.aei.2023.101903, 55, (101903), (2023).

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