A research agenda for augmented and virtual reality in architecture, engineering and construction

Abstract This paper presents a study on the usage landscape of augmented reality (AR) and virtual reality (VR) in the architecture, engineering and construction sectors, and proposes a research agenda to address the existing gaps in required capabilities. A series of exploratory workshops and questionnaires were conducted with the participation of 54 experts from 36 organisations from industry and academia. Based on the data collected from the workshops, six AR and VR use-cases were defined: stakeholder engagement, design support, design review, construction support, operations and management support, and training. Three main research categories for a future research agenda have been proposed, i.e.: (i) engineering-grade devices, which encompasses research that enables robust devices that can be used in practice, e.g. the rough and complex conditions of construction sites; (ii) workflow and data management; to effectively manage data and processes required by AR and VR technologies; and (iii) new capabilities; which includes new research required that will add new features that are necessary for the specific construction industry demands. This study provides essential information for practitioners to inform adoption decisions. To researchers, it provides a research road map to inform their future research efforts. This is a foundational study that formalises and categorises the existing usage of AR and VR in the construction industry and provides a roadmap to guide future research efforts.

[1]  Daniela Rus,et al.  Baxter's Homunculus: Virtual Reality Spaces for Teleoperation in Manufacturing , 2017, IEEE Robotics and Automation Letters.

[2]  Zhikun Ding,et al.  A system dynamics-based environmental performance simulation of construction waste reduction management in China. , 2016, Waste management.

[3]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[4]  Jennifer Whyte,et al.  Virtual Reality and the Built Environment , 2003, Presence: Teleoperators & Virtual Environments.

[5]  Rafael Sacks,et al.  Construction safety training using immersive virtual reality , 2013 .

[6]  John Messner,et al.  Defining a Taxonomy for Virtual 3D City Model Use Cases with a Focus on Facility Asset Management—A Virtual Campus Case Study , 2017 .

[7]  E. Rogers,et al.  Diffusion of Innovations , 1964 .

[8]  Maury A. Nussbaum,et al.  Augmented Reality “Smart Glasses” in the Workplace: Industry Perspectives and Challenges for Worker Safety and Health , 2016 .

[9]  Chairil Andri,et al.  Examining Effectiveness and User Experiences in 3D Mobile based Augmented Reality for MSU Virtual Tour , 2019, 2019 IEEE International Conference on Automatic Control and Intelligent Systems (I2CACIS).

[10]  Toly Chen,et al.  Predictive distant operation and virtual control of computer numerical control machines , 2017, J. Intell. Manuf..

[11]  Jing Lin,et al.  Do people follow the crowd in building emergency evacuation? A cross-cultural immersive virtual reality-based study , 2020, Adv. Eng. Informatics.

[12]  Ashutosh Tiwari,et al.  Discrete Event Simulation and Virtual Reality Use in Industry: New Opportunities and Future Trends , 2016, IEEE Transactions on Human-Machine Systems.

[13]  Pileun Kim,et al.  SLAM-driven robotic mapping and registration of 3D point clouds , 2018 .

[14]  Roxana Patrascu,et al.  Integration of BIM Solutions and IoT in Smart Houses , 2018, 2018 IEEE International Conference on Environment and Electrical Engineering and 2018 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe).

[15]  Jie Cheng,et al.  Programming Massively Parallel Processors. A Hands-on Approach , 2010, Scalable Comput. Pract. Exp..

[16]  Campbell R. Middleton,et al.  Management of structural monitoring data of bridges using BIM , 2017 .

[17]  Dong Zhao,et al.  Virtual reality simulation for construction safety promotion , 2015, International journal of injury control and safety promotion.

[18]  SangUk Han,et al.  2D Drawing Visualization Framework for Applying Projection-Based Augmented Reality in a Panelized Construction Manufacturing Facility: Proof of Concept , 2019, Journal of Computing in Civil Engineering.

[19]  Andrew Y. C. Nee,et al.  A comprehensive survey of augmented reality assembly research , 2016, Advances in Manufacturing.

[20]  Ricardo J. M. Veiga,et al.  A Portable Device for Five Sense Augmented Reality Experiences in Museums , 2018 .

[21]  Thomas Bock,et al.  The future of construction automation: Technological disruption and the upcoming ubiquity of robotics , 2015 .

[22]  Christian Sandor,et al.  A rapid prototyping software infrastructure for user interfaces in ubiquitous augmented reality , 2005, Personal and Ubiquitous Computing.

[23]  Campbell Middleton,et al.  Structural Performance Monitoring Using a Dynamic Data-Driven BIM Environment , 2018, J. Comput. Civ. Eng..

[24]  Hao Jiang,et al.  Fusion of WiFi, Smartphone Sensors and Landmarks Using the Kalman Filter for Indoor Localization , 2015, Sensors.

[25]  Silvio Savarese,et al.  Application of D4AR - A 4-Dimensional augmented reality model for automating construction progress monitoring data collection, processing and communication , 2009, J. Inf. Technol. Constr..

[26]  Mohamed Al-Hussein,et al.  Application of Virtual Reality in Task Training in the Construction Manufacturing Industry , 2019, Proceedings of the 36th International Symposium on Automation and Robotics in Construction (ISARC).

[27]  Pramit Dutta,et al.  Virtual reality applications in remote handling development for tokamaks in India , 2017 .

[28]  Jiansong Zhang,et al.  Interactive Highway Construction Simulation Using Game Engine and Virtual Reality for Education and Training Purpose , 2017 .

[29]  Masaaki Geshi The Art of High Performance Computing for Computational Science, Vol. 2: Advanced Techniques and Examples for Materials Science , 2019 .

[30]  Peter E.D. Love,et al.  Augmented Reality in built environment: Classification and implications for future research , 2013 .

[31]  Jack Chin Pang Cheng,et al.  BIM- and IoT-based Data Driven Decision Support System for Predictive Maintenance of Building Facilities , 2017 .

[32]  John Ahmet Erkoyuncu,et al.  A systematic review of augmented reality applications in maintenance , 2018 .

[33]  Christian Leyh,et al.  Enterprise Systems , 2017, HMD Praxis der Wirtschaftsinformatik.

[34]  Markus König,et al.  Combining visual natural markers and IMU for improved AR based indoor navigation , 2017, Adv. Eng. Informatics.

[35]  Dieter Schmalstieg,et al.  First steps towards handheld augmented reality , 2003, Seventh IEEE International Symposium on Wearable Computers, 2003. Proceedings..

[36]  Chan-Sik Park,et al.  A framework for construction safety management and visualization system , 2013 .

[37]  Campbell R. Middleton,et al.  Modelling, management, and visualisation of structural performance monitoring data on BIM , 2016 .

[38]  Shigeki Sugano,et al.  Development of a tele-operation simulator based on virtual reality environment for advanced unmanned construction , 2013, Proceedings of the 2013 IEEE/SICE International Symposium on System Integration.

[39]  Shiwen Mao,et al.  CSI Phase Fingerprinting for Indoor Localization With a Deep Learning Approach , 2016, IEEE Internet of Things Journal.

[40]  Yu-Shen Liu,et al.  Dynamically loading IFC models on a web browser based on spatial semantic partitioning , 2019, Vis. Comput. Ind. Biomed. Art.

[41]  Pasquale Arpaia,et al.  Wearable Augmented Reality and Brain Computer Interface to Improve Human-Robot Interactions in Smart Industry: A Feasibility Study for SSVEP Signals , 2018, 2018 IEEE 4th International Forum on Research and Technology for Society and Industry (RTSI).

[42]  Hung-Lin Chi,et al.  Attention-Based User Interface Design for a Tele-Operated Crane , 2016, J. Comput. Civ. Eng..

[43]  Jim Euchner Design , 2014, Catalysis from A to Z.

[44]  Conrad Boton,et al.  Supporting constructability analysis meetings with Immersive Virtual Reality-based collaborative BIM 4D simulation , 2018, Automation in Construction.

[45]  Sarel Lavy,et al.  A Multiuser Shared Virtual Environment for Facility Management , 2016 .

[46]  Ellen Yi-Luen Do,et al.  A Demonstration of Season Traveller: Multisensory Narration for Enhancing the Virtual Reality Experience , 2018, CHI Extended Abstracts.

[47]  Tomasz Bednarz,et al.  Distributed Collaborative Immersive Virtual Reality Framework for the Mining Industry , 2015 .

[48]  Sanjay E. Sarma,et al.  MagicHand: Interact with IoT Devices in Augmented Reality Environment , 2019, 2019 IEEE Conference on Virtual Reality and 3D User Interfaces (VR).

[49]  Takuji Narumi,et al.  Augmented reality flavors: gustatory display based on edible marker and cross-modal interaction , 2011, CHI.

[50]  Nobuyoshi Yabuki,et al.  Integrating building information modeling and virtual reality development engines for building indoor lighting design , 2017 .

[51]  Ilteris Demirkiran,et al.  Computer aided drafting virtual reality interface , 2017, 2017 IEEE/AIAA 36th Digital Avionics Systems Conference (DASC).

[52]  Hironao Yamada,et al.  Haptic interaction in tele-operation control system of construction robot based on virtual reality , 2009, 2009 International Conference on Mechatronics and Automation.

[53]  Bong-Seok Seo,et al.  Internet of Things (IoT) for Seamless Virtual Reality Space: Challenges and Perspectives , 2018, IEEE Access.

[54]  Jun Wang,et al.  A Critical Review of the Use of Virtual Reality in Construction Engineering Education and Training , 2018, International journal of environmental research and public health.

[55]  Dorian Yao Chan,et al.  Brain-Computer Interface in Virtual Reality , 2019, 2019 9th International IEEE/EMBS Conference on Neural Engineering (NER).

[56]  Haoming Dong,et al.  Research on Overhead crane training system and its construction based on virtual reality , 2010, 2010 International Conference on Artificial Intelligence and Education (ICAIE).

[57]  Shang-Hsien Hsieh,et al.  A Smart Crane Operations Assistance System Using Augmented Reality Technology , 2011 .

[58]  Phillip S. Dunston,et al.  An Immersive Virtual Reality Mock-Up for Design Review of Hospital Patient Rooms , 2011, Collaborative Design in Virtual Environments.

[59]  Guobin Shen,et al.  Magicol: Indoor Localization Using Pervasive Magnetic Field and Opportunistic WiFi Sensing , 2015, IEEE Journal on Selected Areas in Communications.

[60]  Judy M. Vance,et al.  An Industry Case Study: Investigating Early Design Decision Making in Virtual Reality , 2017, J. Comput. Inf. Sci. Eng..

[61]  Matthias Neges,et al.  Context-aware Maintenance Support for Augmented Reality Assistance and Synchronous Multi-user Collaboration , 2017 .

[62]  Amin Hammad,et al.  Remote interactive collaboration in facilities management using BIM-based mixed reality , 2019, Automation in Construction.

[63]  Nicolas Padoy,et al.  A global radiation awareness system using augmented reality and Monte Carlo simulations , 2018 .

[64]  Bhargav Dave,et al.  A framework for integrating BIM and IoT through open standards , 2018, Automation in Construction.

[65]  Ying Zhou,et al.  Implementation of augmented reality for segment displacement inspection during tunneling construction , 2017 .

[66]  Doug A. Bowman,et al.  Virtual reality in construction: a review , 2002 .

[67]  Nobuyoshi Yabuki,et al.  Visualization of Indoor Thermal Conditions Using Augmented Reality for Improving Thermal Environment , 2015 .

[68]  Slinger Jansen,et al.  Competition and collaboration in requirements engineering: A case study of an emerging software ecosystem , 2014, 2014 IEEE 22nd International Requirements Engineering Conference (RE).

[69]  Sherif El-Tawil,et al.  Improving Student Understanding of Complex Spatial Arrangements with Virtual Reality , 2018 .

[70]  K. Piotrowska,et al.  Virtual Reality in Marketing Communication – the Impact on the Message, Technology and Offer Perception – Empirical Study , 2018 .

[71]  Jing Lin,et al.  A virtual reality based study of indoor fire evacuation after active or passive spatial exploration , 2019, Comput. Hum. Behav..

[72]  Hung-Lin Chi,et al.  Development of user interface for tele-operated cranes , 2012, Adv. Eng. Informatics.

[73]  Javier Irizarry,et al.  InfoSPOT: A mobile Augmented Reality method for accessing building information through a situation awareness approach , 2013 .

[74]  Antonio Krüger,et al.  The Handbook of Multimodal-Multisensor Interfaces: Foundations, User Modeling, and Common Modality Combinations - Volume 1 , 2017, The Handbook of Multimodal-Multisensor Interfaces, Volume 1.

[75]  Virtual, Augmented and Mixed Reality. Multimodal Interaction , 2019, Lecture Notes in Computer Science.

[76]  Jian Kang,et al.  Relationship between street scale and subjective assessment of audio-visual environment comfort based on 3D virtual reality and dual-channel acoustic tests , 2018 .

[77]  Alexander Zeier,et al.  In-Memory Data Management: Technology and Applications , 2012 .

[78]  Mani Golparvar-Fard,et al.  Enhancing construction hazard recognition with high-fidelity augmented virtuality , 2014 .

[79]  Ioannis Karaseitanidis,et al.  Demonstration: VR-HYPERSPACE — The innovative use of virtual reality to increase comfort by changing the perception of self and space , 2014, 2014 IEEE Virtual Reality (VR).

[80]  Gudrun Klinker,et al.  Tangible Mixed Reality On-Site: Interactive Augmented Visualisations from Architectural Working Models in Urban Design , 2015 .

[81]  Hyoungkwan Kim,et al.  Augmented reality system for facility management using image-based indoor localization , 2019, Automation in Construction.

[82]  Jesus M. de la Garza,et al.  Presence, Mixed Reality, and Risk-Taking Behavior: A Study in Safety Interventions , 2020, IEEE Transactions on Visualization and Computer Graphics.

[83]  Pardis Pishdad-Bozorgi,et al.  A review of building information modeling (BIM) and the internet of things (IoT) devices integration: Present status and future trends , 2019, Automation in Construction.

[84]  Samuel Fricker,et al.  Requirements Value Chains: Stakeholder Management and Requirements Engineering in Software Ecosystems , 2010, REFSQ.

[85]  Jing Du,et al.  CoVR: Cloud-Based Multiuser Virtual Reality Headset System for Project Communication of Remote Users , 2018 .

[86]  Michael Burch,et al.  Visualization of Eye Tracking Data: A Taxonomy and Survey , 2017, Comput. Graph. Forum.

[87]  Paulo Carreira,et al.  Virtual reality as integration environments for facilities management , 2018 .

[88]  Suya You,et al.  Real-Time Object Tracking for Augmented Reality Combining Graph Cuts and Optical Flow , 2007, 2007 6th IEEE and ACM International Symposium on Mixed and Augmented Reality.

[89]  Peter E.D. Love,et al.  Integrating mobile Building Information Modelling and Augmented Reality systems: An experimental study , 2018 .

[90]  Gemma María Echevarría Sánchez,et al.  Using Virtual Reality for assessing the role of noise in the audio-visual design of an urban public space , 2017 .

[91]  Yunhao Liu,et al.  Mobility Increases Localizability , 2015, ACM Comput. Surv..

[92]  Annette Mossel,et al.  Streaming and Exploration of Dynamically Changing Dense 3D Reconstructions in Immersive Virtual Reality , 2016, 2016 IEEE International Symposium on Mixed and Augmented Reality (ISMAR-Adjunct).

[93]  Takuya Kawamura,et al.  Operability of a Control Method for Grasping Soft Objects in a Construction Teleoperation Robot Tested in Virtual Reality , 2012 .

[94]  Ferran Argelaguet,et al.  Towards BCI-Based Interfaces for Augmented Reality: Feasibility, Design and Evaluation , 2020, IEEE Transactions on Visualization and Computer Graphics.

[95]  Shigeki Sugano,et al.  A Basic Framework of Virtual Reality Simulator for Advancing Disaster Response Work Using Teleoperated Work Machines , 2014, J. Robotics Mechatronics.

[96]  Ruggiero Lovreglio,et al.  Prototyping Virtual Reality Serious Games for Building Earthquake Preparedness: The Auckland City Hospital Case Study , 2018, Adv. Eng. Informatics.

[97]  Phong Thanh Nguyen,et al.  Construction Hazard Investigation Leveraging Object Anatomization on an Augmented Photoreality Platform , 2019, Applied Sciences.

[98]  Yi-Kai Juan,et al.  Developing and Evaluating a Virtual Reality-Based Navigation System for Pre-Sale Housing Sales , 2018, Applied Sciences.

[99]  Vineet R. Kamat,et al.  Collaborative visualization of engineering processes using tabletop augmented reality , 2013, Adv. Eng. Softw..

[100]  Alcínia Zita Sampaio,et al.  The application of virtual reality technology in the construction of bridge: The cantilever and incremental launching methods , 2014 .

[101]  Rajit Gadh,et al.  GEOMETRIC MODELING AND COLLABORATIVE DESIGN IN A MULTI-MODAL MULTI-SENSORY VIRTUAL ENVIRONMENT , 2000 .

[102]  Tanja Schultz,et al.  Augmented Reality Interface for Smart Home Control using SSVEP-BCI and Eye Gaze , 2019, 2019 IEEE International Conference on Systems, Man and Cybernetics (SMC).

[103]  Paul Milgram,et al.  A Taxonomy of Real and Virtual World Display Integration , 1999 .

[104]  Diogo R. Ferreira Enterprise Systems Integration , 2013, Springer Berlin Heidelberg.

[105]  Eleftherios Siskos,et al.  Qualification roadmap empowering the Greek building sector workforce in the field of energy , 2016 .

[106]  Yangming Shi,et al.  Impact assessment of reinforced learning methods on construction workers' fall risk behavior using virtual reality , 2019, Automation in Construction.

[107]  Lois W. Sayrs Interviews : an introduction to qualitative research interviewing , 1996 .

[108]  Francisco Simões,et al.  Markerless tracking system for augmented reality in the automotive industry , 2017, Expert Syst. Appl..

[109]  Michael Weinmann,et al.  SLAMCast: Large-Scale, Real-Time 3D Reconstruction and Streaming for Immersive Multi-Client Live Telepresence , 2018, IEEE Transactions on Visualization and Computer Graphics.

[110]  Jim Hahn,et al.  Institutionalizing and Sustaining Virtual Reality Experiences , 2019, 2019 ACM/IEEE Joint Conference on Digital Libraries (JCDL).

[111]  Steven K. Ayer,et al.  Using Mixed Reality for electrical construction design communication , 2018 .

[112]  Jhareswar Maiti,et al.  Application of optimized machine learning techniques for prediction of occupational accidents , 2019, Comput. Oper. Res..

[113]  Carrie Sturts Dossick,et al.  Workflow in Virtual Reality Tool Development for AEC Industry , 2019 .

[114]  Hideo Saito,et al.  A survey of diminished reality: Techniques for visually concealing, eliminating, and seeing through real objects , 2017, IPSJ Transactions on Computer Vision and Applications.

[115]  D 4 AR – A 4-DIMENSIONAL AUGMENTED REALITY MODEL FOR AUTOMATING CONSTRUCTION PROGRESS MONITORING DATA COLLECTION , PROCESSING AND COMMUNICATION , 2022 .

[116]  Nobuyoshi Yabuki,et al.  Signage visibility analysis and optimization system using BIM-enabled virtual reality (VR) environments , 2017, Adv. Eng. Informatics.

[117]  Masoud Gheisari,et al.  A Review of Virtual and Mixed Reality Applications in Construction Safety Literature , 2019, Safety.

[118]  Kangsoo Kim,et al.  Augmented reality tour system for immersive experience of cultural heritage , 2009, VRCAI '09.

[119]  Charles T. Loop,et al.  Holoportation: Virtual 3D Teleportation in Real-time , 2016, UIST.

[120]  Christian Koch,et al.  Computationally Efficient Simulation in Urban Mechanized Tunneling Based on Multilevel BIM Models , 2019, J. Comput. Civ. Eng..

[121]  Pasquale Arpaia,et al.  A Wearable Brain–Computer Interface Instrument for Augmented Reality-Based Inspection in Industry 4.0 , 2020, IEEE Transactions on Instrumentation and Measurement.

[122]  Pei Li,et al.  Research on Visual Comfort of Underground Commercial Streets' Pavement in China on the Basis of Virtual Simulation , 2020, Int. J. Pattern Recognit. Artif. Intell..

[123]  Jing Du,et al.  Zero latency: Real-time synchronization of BIM data in virtual reality for collaborative decision-making , 2018 .

[124]  Rajit Gadh,et al.  Multi-sensory user interface for a virtual-reality-based computer-aided design system , 1997, Comput. Aided Des..

[125]  Mohammad Hosseini,et al.  Adaptive 360 VR Video Streaming: Divide and Conquer , 2016, 2016 IEEE International Symposium on Multimedia (ISM).

[126]  Soh-Khim Ong,et al.  A State-of-the-Art Review of Augmented Reality in Engineering Analysis and Simulation , 2017, Multimodal Technol. Interact..

[127]  Jérôme Frisch,et al.  Visualization of indoor thermal environment on mobile devices based on augmented reality and computational fluid dynamics , 2019, Automation in Construction.

[128]  Andrew Y. C. Nee,et al.  Augmented reality applications in design and manufacturing , 2012 .

[129]  Adrian Williams,et al.  The use of virtual reality and intelligent database systems for procedure planning, visualisation, and real-time component tracking in remote handling operations , 2009 .

[130]  Martha Grabowski,et al.  Impacts of Wearable Augmented Reality Displays on operator performance, Situation Awareness, and communication in safety-critical systems. , 2019, Applied ergonomics.

[131]  Yen-Pei Chen,et al.  Integrated BIM, game engine and VR technologies for healthcare design: A case study in cancer hospital , 2018, Adv. Eng. Informatics.

[132]  Nobuyoshi Yabuki,et al.  An indoor thermal environment design system for renovation using augmented reality , 2018, J. Comput. Des. Eng..

[133]  Tadayoshi Kohno,et al.  Security and privacy for augmented reality systems , 2014, Commun. ACM.

[134]  David Kirshner,et al.  Situated cognition : social, semiotic, and psychological perspectives , 2009 .

[135]  Xiangyu Wang,et al.  Research trends and opportunities of augmented reality applications in architecture, engineering, and construction , 2013 .

[136]  Paolo Gallina,et al.  Towards real-time human participation in virtual evacuation through a validated simulation tool , 2017 .

[137]  San Ao Xia Design and Implementation of Campus 3D Virtual Walkthrough System - Take Hunan Science and Technology University as an Example , 2012 .

[138]  Minh-Triet Tran,et al.  Applying Virtual Reality in City Planning , 2016, HCI.

[139]  Gene L. Theodori,et al.  Another Look at Likert Scales , 2016 .

[140]  Soh-Khim Ong,et al.  A tracking solution for mobile augmented reality based on sensor-aided marker-less tracking and panoramic mapping , 2014, Multimedia Tools and Applications.

[141]  Chairil Andri,et al.  Adoption of Mobile Augmented Reality as a Campus Tour Application , 2018 .

[142]  Miguel P Caldas,et al.  Research design: qualitative, quantitative, and mixed methods approaches , 2003 .

[143]  C. Khoo-Lattimore,et al.  New realities: a systematic literature review on virtual reality and augmented reality in tourism research , 2019 .

[144]  Klaus Marius Hansen,et al.  Software ecosystems - A systematic literature review , 2013, J. Syst. Softw..

[145]  D. Levac,et al.  Barriers, Facilitators and Interventions to Support Virtual Reality Implementation in Rehabilitation: A Scoping Review , 2018, PM & R : the journal of injury, function, and rehabilitation.

[146]  Shakil Ahmed,et al.  A Review on Using Opportunities of Augmented Reality and Virtual Reality in Construction Project Management , 2019, Organization, Technology and Management in Construction: an International Journal.

[147]  Renato Garcia,et al.  Augmented Reality Technology as a Tool for Better Usability of Medical Equipment , 2019 .

[148]  Jun Fang Zhang,et al.  Application of Virtual Reality Technology for Emergency Evacuation in High-Rise Buildings , 2012 .

[149]  Abbasali Izadi,et al.  An interactive augmented reality tool for constructing free-form modular surfaces , 2018 .

[150]  Wen Yi,et al.  A critical review of virtual and augmented reality (VR/AR) applications in construction safety , 2018 .

[151]  Pierre Dragicevic,et al.  Embedded Data Representations , 2017, IEEE Transactions on Visualization and Computer Graphics.

[152]  Behzad Esmaeili,et al.  Development and Usability Testing of a Panoramic Augmented Reality Environment for Fall Hazard Safety Training , 2018, Advances in Informatics and Computing in Civil and Construction Engineering.

[153]  Bruno Arnaldi,et al.  OpenBIM Based IVE Ontology: An Ontological Approach to Improve Interoperability for Virtual Reality Applications , 2018, Advances in Informatics and Computing in Civil and Construction Engineering.

[154]  KianLam Tan,et al.  Digital Heritage Gamification: An Augmented-Virtual Walkthrough to Learn and Explore Tangible Cultural Heritage , 2017 .

[155]  Christian Koch,et al.  Augmented reality supported work instructions for onsite facility maintenance , 2016 .

[156]  H. Kato,et al.  Outdoor augmented reality for direct display of hazard information , 2004, SICE 2004 Annual Conference.

[158]  H Herm Hofmeyer,et al.  Automated generation of structural solutions based on spatial designs , 2013 .

[159]  Paulo de Barros,et al.  Evaluation of Multi-sensory Feedback in Virtual and Real Remote Environments in a USAR Robot Teleoperation Scenario , 2014 .

[160]  P. Milgram,et al.  A Taxonomy of Mixed Reality Visual Displays , 1994 .

[161]  Xiangyu Wang,et al.  Design, strategies, and issues towards an augmented reality-based construction training platform , 2007, J. Inf. Technol. Constr..

[162]  Deniz Yuret,et al.  Transfer Learning for Low-Resource Neural Machine Translation , 2016, EMNLP.

[163]  Roberto Cipolla,et al.  Understanding RealWorld Indoor Scenes with Synthetic Data , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[164]  Michael K. Adams,et al.  ( IL ) , 2012 .

[165]  Vishwas G. Kini,et al.  Design and Realization of Sustainable Rural Housing Using Immersive Virtual Reality Platform , 2019, VRST.

[166]  Fu Xiao,et al.  A short-term building cooling load prediction method using deep learning algorithms , 2017 .

[167]  Amir H. Behzadan,et al.  Mobile augmented reality for teaching structural analysis , 2017, Adv. Eng. Informatics.

[168]  Lukumon O. Oyedele,et al.  Big Data Analytics System for Costing Power Transmission Projects , 2020 .

[169]  Toshio Tsuji,et al.  A virtual training system of a hydraulic excavator using a remote controlled excavator with augmented reality , 2017, 2017 IEEE/SICE International Symposium on System Integration (SII).

[170]  Petra M. Bosch-Sijtsema,et al.  Real-time visualization of building information models (BIM) , 2015 .

[171]  Lukumon O. Oyedele,et al.  Robotics and automated systems in construction: Understanding industry-specific challenges for adoption , 2019, Journal of Building Engineering.

[172]  I. Kahraman,et al.  A LOW-COST AND LIGHTWEIGHT 3D INTERACTIVE REAL ESTATE-PURPOSED INDOOR VIRTUAL REALITY APPLICATION , 2017 .

[173]  Naser El-Sheimy,et al.  Smartphone-Based Indoor Localization with Bluetooth Low Energy Beacons , 2016, Sensors.

[174]  Lincoln Forbes,et al.  Modern Construction : Lean Project Delivery and Integrated Practices , 2010 .

[175]  Krasić Sonja,et al.  APPLICATION OF AUGMENTED AND VIRTUAL REALITY IN RESIDENTIAL COMPLEX PRESENTATION, CASE STUDY: ENERGOPROJEKT SUNNYVILLE: , 2017 .

[176]  Tadayoshi Kohno,et al.  Towards Security and Privacy for Multi-user Augmented Reality: Foundations with End Users , 2018, 2018 IEEE Symposium on Security and Privacy (SP).

[177]  Daeyong Jung,et al.  Augmented-Reality Visualization of Aerodynamics Simulation in Sustainable Cloud Computing , 2018 .

[178]  Ivan Mutis,et al.  Challenges and enablers of augmented reality technology for in situ walkthrough applications , 2020, J. Inf. Technol. Constr..

[179]  Xiaowei Luo,et al.  Development and Evaluation of an Augmented Reality Learning Tool for Construction Engineering Education , 2018 .

[180]  Juan Manuel.,et al.  Vision network: Augmented reality and virtual reality for digital built Britain , 2019 .

[181]  K. Manley,et al.  The potential contribution of small firms to innovation in the built environment , 2008 .

[182]  Brendan Z. Allison,et al.  Brain-Computer Interface Research , 2019, SpringerBriefs in Electrical and Computer Engineering.

[183]  Peter E.D. Love,et al.  A conceptual framework for integrating building information modeling with augmented reality , 2013 .

[184]  Nashwan Dawood,et al.  On-demand monitoring of construction projects through a game-like hybrid application of BIM and machine learning , 2020, Automation in Construction.