Application of Building Information Modelling (BIM) in the Health Monitoring and Maintenance Process: A Systematic Review

Improvements in the science of health monitoring and maintenance have facilitated the observation of damage and defects in existing structures and infrastructures, such as bridges and railways. The need to extend sensing technology through the use of wireless sensors as well as the lack of description tools for understanding, visualizing, and documenting sensor outputs has encouraged researchers to use powerful tools such as Building Information Modelling (BIM) systems. BIM has become important because of conducting tools widely used in the Architecture, Engineering, and Construction (AEC) industry to present and manage information on structural systems and situations. Since combining health monitoring and maintenance results with BIM models is a new field of study, and most projects utilize various aspects of it, we have conducted a review of important work related to this subject published from 2010 to November of 2020. After reviewing 278 journal articles, research trends, approaches, methods, gaps, and future agenda related to BIM in monitoring and maintenance were highlighted. This paper, through a bibliometric and content analysis, concludes that besides main improvements, some limitations now exist which affect the modeling and maintenance process. These limitations are related to extending the IFC schema, optimizing sensor data, interoperability among various BIM platforms, optimization of various sensing technologies for fault detection and management of huge amounts of data, besides consideration of environmental effects on monitoring hazards and underground objects. Finally, this paper aims to help to solve the mentioned limitation through a comprehensive review of existing research.

[1]  Walid Y. Thabet,et al.  A pilot model for a proof of concept healthcare facility information management prototype , 2013, J. Inf. Technol. Constr..

[3]  Muhammad Arslan,et al.  Real-time environmental monitoring, visualization and notification system for construction H&S management , 2014, J. Inf. Technol. Constr..

[4]  Ricardo Mateus,et al.  Optimising building sustainability assessment using BIM , 2019, Automation in Construction.

[6]  Vijayan Sugumaran,et al.  Automated structural defects diagnosis in underground transportation tunnels using semantic technologies , 2019, Automation in Construction.

[7]  Filip Fedorik,et al.  Improving the thermal performance of concrete-sandwich envelopes in relation to the moisture behaviour of building structures in boreal conditions , 2015 .

[8]  Zeeshan Aziz,et al.  Leveraging BIM and Big Data to deliver well maintained highways , 2017 .

[9]  Daniel Tonelli,et al.  Structural Health Monitoring Based on Acoustic Emissions: Validation on a Prestressed Concrete Bridge Tested to Failure , 2020, Sensors.

[10]  Azrul A Mutalib,et al.  Case Study to Analyse Problems and Issues in IBS Building Maintenance , 2016 .

[11]  Tanyel Bulbul,et al.  An object-oriented model to support healthcare facility information management , 2013 .

[12]  Rafael Sacks,et al.  ROADELS: discrete information objects for production planning and control of road construction , 2020, J. Inf. Technol. Constr..

[13]  Shih-Hsu Wang,et al.  Applying building information modeling to support fire safety management , 2015 .

[14]  Christian Cremona,et al.  Structural Health Monitoring as a Big-Data Problem , 2018, Structural Engineering International.

[15]  Walid Y. Thabet,et al.  A 6-step systematic process for model-based facility data delivery , 2017, J. Inf. Technol. Constr..

[16]  Ayan Sadhu,et al.  System Identification-Enhanced Visualization Tool for Infrastructure Monitoring and Maintenance , 2020, Frontiers in Built Environment.

[17]  Sergej Muhic,et al.  SeeBridge as next generation bridge inspection: Overview, Information Delivery Manual and Model View Definition , 2018, Automation in Construction.

[18]  B. Ferreira,et al.  Expansion of IFC model with structural sensors , 2013 .

[19]  David J. Edwards,et al.  Automated planning of concrete joint layouts with 4D-BIM , 2019, Automation in Construction.

[20]  Giulia Carbonari,et al.  Improving FM task efficiency through BIM: a proposal for BIM implementation , 2018 .

[21]  Pardis Pishdad-Bozorgi,et al.  Planning and developing facility management-enabled building information model (FM-enabled BIM) , 2018 .

[22]  F. Re Cecconi,et al.  Maintenance service optimization in smart buildings through ultrasonic sensors network , 2020, Intelligent Buildings International.

[23]  Eric M. Wetzel,et al.  The use of a BIM-based framework to support safe facility management processes , 2015 .

[24]  Simone Baldi,et al.  A Message Passing Algorithm for Automatic Synthesis of Probabilistic Fault Detectors from Building Automation Ontologies , 2017 .

[25]  Meng-Han Tsai,et al.  V3DM+: BIM interactive collaboration system for facility management , 2016 .

[26]  Yan Li,et al.  Retracted: Using BIM to Improve the Design and Construction of Bridge Projects: A Case Study of a Long-Span Steel-Box Arch Bridge Project , 2014 .

[27]  Vid Petrovic,et al.  Terrestrial laser scanning for the comprehensive structural health assessment of the Baptistery di San Giovanni in Florence, Italy: an integrative methodology for repeatable data acquisition, visualization and analysis , 2018 .

[28]  K. Smarsly,et al.  Monitor – An IFC schema extension for modeling structural health monitoring systems , 2018 .

[29]  Heng Li,et al.  Building information modeling in combination with real time location systems and sensors for safety performance enhancement , 2018 .

[30]  Zhiliang Ma,et al.  Data-driven decision-making for equipment maintenance , 2020 .

[31]  Jingdao Chen,et al.  Point-to-point Comparison Method for Automated Scan-vs-BIM Deviation Detection , 2018 .

[32]  Caroline M. Clevenger,et al.  Bridge Information Modeling for Inspection and Evaluation , 2016 .

[33]  Paulo Carreira,et al.  BIMSL: A generic approach to the integration of building information models with real-time sensor data , 2017 .

[34]  Adil K. Al-Tamimi,et al.  The combined use of BIM, IR thermography and HFS for energy modelling of existing buildings and minimising heat gain through the building envelope: a case-study from a UAE building , 2019, Advances in Building Energy Research.

[35]  Chang-Su Shim,et al.  Development of BIM-based bridge maintenance system for cable-stayed bridges , 2017 .

[36]  Mohamed Al-Hussein,et al.  A BIM-based framework for operation and maintenance of utility tunnels , 2020 .

[37]  Jamal A. Abdalla,et al.  A semi-automated method for integrating textural and material data into as-built BIM using TIS , 2020 .

[38]  J. J. McArthur,et al.  Machine learning and BIM visualization for maintenance issue classification and enhanced data collection , 2018, Adv. Eng. Informatics.

[39]  Azrul A Mutalib,et al.  BIM Technologies Applications in IBS Building Maintenance , 2015 .

[40]  Hesham A. Almomani,et al.  Life-Cycle Maintenance Management Strategies for Bridges in Kuwait , 2020 .

[41]  Xuesong Zhang,et al.  Automatic underground space security monitoring based on BIM , 2020, Comput. Commun..

[42]  Jenni Korpela,et al.  The challenges and potentials of utilizing building information modelling in facility management: the case of the Center for Properties and Facilities of the University of Helsinki , 2015 .

[43]  Raja R. A. Issa,et al.  Design for maintenance accessibility using BIM tools , 2014 .

[44]  Baresi Luciano,et al.  Office building occupancy monitoring through image recognition sensors , 2019, International Journal of Safety and Security Engineering.

[45]  Sisi Zlatanova,et al.  A BIM-Oriented Model for supporting indoor navigation requirements , 2013, Comput. Environ. Urban Syst..

[46]  Andre Filiatrault,et al.  Potential of Building Information Modelling for Seismic Risk Mitigation in Buildings , 2014 .

[47]  Yu-Cheng Lin,et al.  Developing WSN/BIM-Based Environmental Monitoring Management System for Parking Garages in Smart Cities , 2020 .

[48]  Walid Y. Thabet,et al.  Asset Data Handover for a Large Educational Institution: Case-Study Approach , 2017 .

[49]  Michael Theiler,et al.  IFC Monitor - An IFC schema extension for modeling structural health monitoring systems , 2018, Adv. Eng. Informatics.

[50]  Jonghyeob Kim,et al.  Development of A BIM-Based Maintenance Decision-Making Framework for the Optimization between Energy Efficiency and Investment Costs , 2018, Sustainability.

[51]  Rodrigo F. Herrera,et al.  Using BIM for the Assessment of the Seismic Performance of Educational Buildings , 2020 .

[52]  J. J. McArthur,et al.  Automating the creation of building information models for existing buildings , 2019, Automation in Construction.

[53]  Yong K. Cho,et al.  Framework of Automated Construction-Safety Monitoring Using Cloud-Enabled BIM and BLE Mobile Tracking Sensors , 2017 .

[54]  Ying Jiang,et al.  Overview of Applications of the Sensor Technologies for Construction Machinery , 2020, IEEE Access.

[55]  Raja R. A. Issa,et al.  Nongeometric Building Information Needs Assessment for Facilities Management , 2016 .

[56]  Fawad Qayum,et al.  Modeling and representation of built cultural heritage data using semantic web technologies and building information model , 2018, Computational and Mathematical Organization Theory.

[57]  Sebastiano Maltese,et al.  Leveraging BIM for digital built environment asset management , 2017, Innovative Infrastructure Solutions.

[58]  Matteo Del Giudice,et al.  TOWARDS A MULTI-FUNCTIONAL HBIM MODEL , 2019 .

[59]  Azrul A Mutalib,et al.  A Case Study of Maintenance Management Systems in Malaysian Complex and High-rise Industrialized Building System Buildings , 2016 .

[60]  Jörg Blankenbach,et al.  BIM – TOWARDS THE ENTIRE LIFECYCLE , 2018 .

[61]  Haris Stamatopoulos,et al.  Structural Vulnerability Assessment of Heritage Timber Buildings: A Methodological Proposal , 2020 .

[62]  Shiuh-Chuan Her,et al.  Non-Destructive Evaluation of Depth of Surface Cracks Using Ultrasonic Frequency Analysis , 2014, Sensors.

[63]  Alexandra Cemesova,et al.  PassivBIM: Enhancing interoperability between BIM and low energy design software , 2015 .

[64]  Predictive Maintenance for Monitoring Heritage Buildings and Digitization of Structural Information , 2019 .

[65]  Chih-Chen Chang,et al.  A framework for dimensional and surface quality assessment of precast concrete elements using BIM and 3D laser scanning , 2015 .

[66]  Osama Moselhi,et al.  Automated Data Acquisition in Construction with Remote Sensing Technologies , 2020, Applied Sciences.

[67]  Qian Wang,et al.  An Application Oriented Scan-to-BIM Framework , 2019, Remote. Sens..

[68]  Derek D. Lichti,et al.  Extraction of pipes and flanges from point clouds for automated verification of pre-fabricated modules in oil and gas refinery projects , 2019, Automation in Construction.

[69]  Wenbin Li,et al.  Automatic Indoor as-Built Building Information Models Generation by Using Low-Cost RGB-D Sensors , 2020, Sensors.

[70]  Jun Wang,et al.  Defining a conceptual framework for the integration of modelling and advanced imaging for improving the reliability and efficiency of bridge assessments , 2016 .

[71]  Ruwini Edirisinghe,et al.  BIM-based performance monitoring for smart building management , 2020 .

[72]  Patrícia Pereira Oliveira,et al.  Digital twin development for airport management , 2020 .

[73]  Derek D. Lichti,et al.  ROBUST CLASSIFICATION AND SEGMENTATION OF PLANAR AND LINEAR FEATURES FOR CONSTRUCTION SITE PROGRESS MONITORING AND STRUCTURAL DIMENSION COMPLIANCE CONTROL , 2015 .

[74]  Tomohiro Fukuda,et al.  Integrating 4D thermal information with BIM for building envelope thermal performance analysis and thermal comfort evaluation in naturally ventilated environments , 2017 .

[75]  Xiangyu Wang,et al.  Integrating BIM and LiDAR for Real-Time Construction Quality Control , 2015, J. Intell. Robotic Syst..

[76]  Chimay J. Anumba,et al.  Case Analysis to Identify Information Links between Facility Management and Healthcare Delivery Information in a Hospital Setting , 2013 .

[77]  Aivars Alt,et al.  Combined 3D building surveying techniques – terrestrial laser scanning (TLS) and total station surveying for BIM data management purposes , 2013 .

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

[79]  Nashwan Dawood,et al.  BIM for facilities management: evaluating BIM standards in asset register creation and service life , 2015, J. Inf. Technol. Constr..

[80]  Alcínia Zita Sampaio,et al.  Maintenance of Buildings Using BIM Methodology , 2015 .

[81]  Giuseppina Vacca,et al.  BIM-3D GIS: an integrated system for the knowledge process of the buildings , 2020, Journal of Spatial Science.

[82]  Zhansheng Liu,et al.  Development of Intelligent Prefabs Using IoT Technology to Improve the Performance of Prefabricated Construction Projects , 2019, Sensors.

[83]  Mathias Bonduel,et al.  Scan-to-graph: Semantic enrichment of existing building geometry , 2020 .

[84]  L. Madrazo,et al.  Connecting building component catalogues with BIM models using semantic technologies: an application for precast concrete components , 2015 .

[85]  Hoon Sohn,et al.  An information modeling framework for bridge monitoring , 2017, Adv. Eng. Softw..

[86]  David J. Edwards,et al.  BIM and sensor-based data management system for construction safety monitoring , 2017 .

[87]  B. Giel,et al.  Using Laser Scanning to Access the Accuracy of As-Built BIM , 2011 .

[88]  Guofeng Ma,et al.  Optimization on the intellectual monitoring system for structures based on acoustic emission and data mining , 2020 .

[89]  Fabrizio M. Amoruso,et al.  Development of a Building Information Modeling-Parametric Workflow Based Renovation Strategy for an Exemplary Apartment Building in Seoul, Korea , 2018, Sustainability.

[90]  Marin Litoiu,et al.  Building automation system - BIM integration using a linked data structure , 2020, Automation in Construction.

[91]  Daniela Pasini,et al.  Connecting BIM and IoT for addressing user awareness toward energy savings , 2018, Journal of Structural Integrity and Maintenance.

[92]  Jorge García Valldecabres,et al.  Integrating HBIM models in the management of the public use of heritage buildings , 2020 .

[93]  Wensi Wang,et al.  A Framework for an Indoor Safety Management System Based on Digital Twin , 2020, Sensors.

[94]  Yunfeng Zhang,et al.  Rapid structural condition assessment using radio frequency identification (RFID) based wireless strain sensor , 2015 .

[95]  New Perspectives for BIM Usage in Transportation Infrastructure Projects , 2020, Applied Sciences.

[96]  Yang Peng,et al.  A hybrid data mining approach on BIM-based building operation and maintenance , 2017 .

[97]  Wenbin Li,et al.  Improving Plane Fitting Accuracy with Rigorous Error Models of Structured Light-Based RGB-D Sensors , 2020, Remote. Sens..

[98]  Marcel Hertogh,et al.  Sustainable Infrastructure Design Framework through Integration of Rating Systems and Building Information Modeling , 2018, Advances in Civil Engineering.

[99]  Henrique Lorenzo,et al.  From BIM to Scan Planning and Optimization for Construction Control , 2019, Remote. Sens..

[100]  Frank Schultmann,et al.  Building Information Modeling (BIM) for existing buildings — Literature review and future needs , 2014 .

[101]  Wei Zhao,et al.  Energy-Efficient and Robust In-Network Inference in Wireless Sensor Networks , 2015, IEEE Transactions on Cybernetics.

[102]  Ralf Klein,et al.  An auto-deployed model-based fault detection and diagnosis approach for Air Handling Units using BIM and Modelica , 2018, Automation in Construction.

[103]  Bisheng Yang,et al.  An efficient global energy optimization approach for robust 3D plane segmentation of point clouds , 2018 .

[104]  Peter E.D. Love,et al.  A systems information model for managing electrical, control, and instrumentation assets , 2015 .

[105]  Nai-Hsin Pan,et al.  Facility Maintenance Traceability Information Coding in BIM-Based Facility Repair Platform , 2020 .

[106]  Shao Da,et al.  Maintenance Engineering for Urban Utility Tunnel using 3D Simulation , 2020 .

[107]  Raja R. A. Issa,et al.  Survey: Common Knowledge in BIM for Facility Maintenance , 2016 .

[108]  Antonio Costanzo,et al.  Combined Use of Terrestrial Laser Scanning and IR Thermography Applied to a Historical Building , 2014, Sensors.

[109]  Sakdirat Kaewunruen,et al.  University of Birmingham Sustainability-based lifecycle management for bridge infrastructure using 6D BIM , 2020 .

[110]  Min-Yuan Cheng,et al.  Optimal path planning in real time for dynamic building fire rescue operations using wireless sensors and visual guidance , 2019, Automation in Construction.

[111]  Ömer Akin,et al.  Augmented reality-based computational fieldwork support for equipment operations and maintenance , 2011 .

[112]  Miroslava Kavgic,et al.  Integrating Building Information Modeling (BIM) and sensor technology for Facility Management , 2019, J. Inf. Technol. Constr..

[113]  Lauri Koskela,et al.  Deploying Geometric Dimensioning and Tolerancing in Construction , 2020, Buildings.

[114]  Hazem Elzarka,et al.  Building Information Modeling enabled Cascading Formwork Management Tool , 2017 .

[115]  Justo García-Sanz-Calcedo,et al.  A quantitative analysis on the feasibility of 4D Planning Graphic Systems versus Conventional Systems in building projects , 2017 .

[116]  Kelly C. Strong,et al.  Developing building information models (BIM) for building handover, operation and maintenance , 2019, Journal of Facilities Management.

[117]  E. Bernardo,et al.  Road Infrastructure Heritage: From Scan to InfraBIM , 2020, WSEAS TRANSACTIONS ON ENVIRONMENT AND DEVELOPMENT.

[118]  Francisco Troncoso-Pastoriza,et al.  Generalized Vision-Based Detection, Identification and Pose Estimation of Lamps for BIM Integration , 2018, Sensors.

[119]  Frédéric Bosché,et al.  Automating surface flatness control using terrestrial laser scanning and building information models , 2014 .

[120]  Jens Sandager Jensen,et al.  Innovative and sustainable operation and maintenance of bridges , 2018, Structure and Infrastructure Engineering.

[121]  Weisheng Lu,et al.  An Internet of Things-enabled BIM platform for modular integrated construction: A case study in Hong Kong , 2019, Adv. Eng. Informatics.

[122]  Andrew Ross,et al.  Enhancing the value of facilities information management (FIM) through BIM integration , 2018, Engineering, Construction and Architectural Management.

[123]  Luís Bragança,et al.  Integrating BIM-Based LCA and Building Sustainability Assessment , 2020, Sustainability.

[124]  Keyu Chen,et al.  A BIM-based location aware AR collaborative framework for facility maintenance management , 2019, J. Inf. Technol. Constr..

[125]  Mohamed Marzouk,et al.  Applications of bridge information modeling in bridges life cycle , 2014 .

[126]  J. J. McArthur,et al.  Lean-Agile FM-BIM: a demonstrated approach , 2018, Facilities.

[127]  Zul-Atfi Ismail How BIM systems affect maintaining IBS building , 2020 .

[128]  Pierluigi Rea,et al.  The Heritage Management and Preservation Using the Mechatronic Survey , 2017 .

[129]  Semiha Ergan,et al.  Owner requirements in as-built BIM deliverables and a system architecture for FM-specific BIM representation , 2020 .

[130]  Enrico Macii,et al.  Energy saving in existing buildings by an intelligent use of interoperable ICTs , 2013, Energy Efficiency.

[131]  Min-Yuan Cheng,et al.  BIM integrated smart monitoring technique for building fire prevention and disaster relief , 2017 .

[132]  Adolfo Crespo,et al.  Building Information Modeling as Assest Management Tool , 2016 .

[133]  Xiang Xie,et al.  Visualised inspection system for monitoring environmental anomalies during daily operation and maintenance , 2020 .

[134]  Manuel Cabaleiro,et al.  HBIM for storing life-cycle data regarding decay and damage in existing timber structures , 2020 .

[135]  Mojtaba Hosseinalipour,et al.  An application framework for development of a maintenance management system based on building information modeling and radio-frequency identification: case study of a stadium building , 2020 .

[136]  Jorge Furtado Falorca,et al.  Main functions for building maintenance management: an outline application , 2019, International Journal of Building Pathology and Adaptation.

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

[138]  K. Amano,et al.  Integration of point cloud data and hyperspectral imaging as a data gathering methodology for refurbishment projects using building information modelling (BIM) , 2019, Journal of Facilities Management.

[139]  Pin-Chan Lee,et al.  A Risk Management System for Deep Excavation Based on BIM-3DGIS Framework and Optimized Grey Verhulst Model , 2020 .

[140]  Liang Zhao,et al.  Improvement of the inspection-repair process with building information modelling and image classification , 2019, Facilities.

[141]  Zoubeir Lafhaj,et al.  Natural Language Processing Model for Managing Maintenance Requests in Buildings , 2020, Buildings.

[142]  Yu-Cheng Lin,et al.  A Real-Time Construction Safety Monitoring System for Hazardous Gas Integrating Wireless Sensor Network and Building Information Modeling Technologies , 2018, Sensors.

[143]  Derek D. Lichti,et al.  Automatic Recognition of Common Structural Elements from Point Clouds for Automated Progress Monitoring and Dimensional Quality Control in Reinforced Concrete Construction , 2019, Remote. Sens..

[144]  Hugo Rodrigues,et al.  Building life cycle applied to refurbishment of a traditional building from Oporto, Portugal , 2018 .

[145]  Andreas Donaubauer,et al.  Multi‐Scale Geometric‐Semantic Modeling of Shield Tunnels for GIS and BIM Applications , 2015, Comput. Aided Civ. Infrastructure Eng..

[146]  Xiangyu Wang,et al.  A 6D CAD Model for the Automatic Assessment of Building Sustainability , 2014 .

[147]  Asif Usmani,et al.  BIM Integrated Workflow Management and Monitoring System for Modular Buildings , 2013, Int. J. 3 D Inf. Model..

[148]  Karen Kensek Integration of Environmental Sensors with BIM: Case studies using Arduino, Dynamo, and the Revit API , 2014 .

[149]  Ricardo Jardim-Goncalves,et al.  Value proposition on interoperability of BIM and collaborative working environments , 2010 .

[150]  S. Travis Waller,et al.  Hazard-based model for concrete pouring duration using construction site and supply chain parameters , 2016 .

[151]  Jakub Markiewicz,et al.  The Quality Assessment of Different Geolocalisation Methods for a Sensor System to Monitor Structural Health of Monumental Objects , 2020, Sensors.

[152]  Christopher B. Jones,et al.  How can century-old architectural hierarchies for the design of public libraries be re-interpreted and re-used? , 2018, Journal of Cultural Heritage Management and Sustainable Development.

[153]  Craig Dubler,et al.  Aligning BIM with FM: streamlining the process for future projects , 2011 .

[154]  Siavash H. Khajavi,et al.  Digital Twin: Vision, Benefits, Boundaries, and Creation for Buildings , 2019, IEEE Access.

[155]  Zhen-Zhong Hu,et al.  Construction and facility management of large MEP projects using a multi-Scale building information model , 2016, Adv. Eng. Softw..

[156]  Andrej Tibaut,et al.  A Methodology for a Performance Information Model to Support Facility Management , 2019 .

[157]  Fabrizio M. Amoruso,et al.  Integrated BIM-Parametric Workflow-Based Analysis of Daylight Improvement for Sustainable Renovation of an Exemplary Apartment in Seoul, Korea , 2019, Sustainability.

[158]  Reem Zeibak-Shini,et al.  Information modeling of earthquake-damaged reinforced concrete structures , 2015, Adv. Eng. Informatics.

[159]  Mojtaba Hosseinalipour,et al.  Improving maintenance performance by developing an IFC BIM/RFID-based computer system , 2020, J. Ambient Intell. Humaniz. Comput..

[160]  Jinyoung Kim,et al.  Three-Dimensional Location-Based O&M Data Management System for Large Commercial Office Buildings , 2019 .

[161]  Javier Irizarry,et al.  Extending BIM interoperability to preconstruction operations using geospatial analyses and semantic web services , 2015 .

[162]  Lauri Koskela,et al.  Tolerance Management in Construction: A Conceptual Framework , 2020 .

[163]  Jin Wei,et al.  A 5D simulation method on post-earthquake repair process of buildings based on BIM , 2020, Earthquake Engineering and Engineering Vibration.

[164]  Hyun-Sang Choi,et al.  BIM perspective definition metadata for interworking facility management data , 2015, Adv. Eng. Informatics.

[165]  S. Travis Waller,et al.  Fusion based learning approach for predicting concrete pouring productivity based on construction and supply parameters , 2016 .

[166]  Giulio Di Gravio,et al.  A BIM-based PSS Approach for the Management of Maintenance Operations of Building Equipment , 2019, Buildings.

[167]  Gichun Cha,et al.  A study on data visualization of embedded sensors for building energy monitoring using BIM , 2016, International Journal of Precision Engineering and Manufacturing.

[168]  Tatjana Baroš THE APPLICATION OF BIM TECHNOLOGY AND ITS RELIABILITY IN THE STATIC LOAD ANALYSIS , 2016 .

[169]  Mohamed Marzouk,et al.  BIM-Based Facility management for water treatment plants using laser scanning , 2019 .

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

[171]  Mojtaba Maghrebi,et al.  Extending BIM Interoperability for Real-Time Concrete Formwork Process Monitoring , 2020 .

[172]  Muhammad Arslan,et al.  CoSMoS: A BIM and wireless sensor based integrated solution for worker safety in confined spaces , 2014 .

[173]  Raja R. A. Issa,et al.  Guidelines for Using Building Information Modeling for Energy Analysis of Buildings , 2015 .

[174]  Vineet R. Kamat,et al.  Automated building information modeling for fault detection and diagnostics in commercial HVAC systems , 2016 .

[175]  Luciano Lavagno,et al.  Leveraging BIM Interoperability for UWB-Based WSN Planning , 2015, IEEE Sensors Journal.

[176]  Nour Smaoui,et al.  Respirable Dust Monitoring in Construction Sites and Visualization in Building Information Modeling Using Real-time Sensor Data , 2018, Sensors and Materials.

[177]  Mahdi Kioumarsi,et al.  Ultimate Flexural Capacity of Reinforced Concrete Elements Damaged by Corrosion , 2019, Buildings.

[178]  Brenda McCabe,et al.  IFC-Based Development of As-Built and As-Is BIMs Using Construction and Facility Inspection Data: Site-to-BIM Data Transfer Automation , 2018, J. Comput. Civ. Eng..

[179]  Ammar Zakaria,et al.  3D TERRESTRIAL LASER SCANNER FOR MANAGING EXISTING BUILDING , 2015 .

[180]  Jun Wang,et al.  An integrated system for building structural health monitoring and early warning based on an Internet of things approach , 2017, Int. J. Distributed Sens. Networks.

[181]  Emanuele Piaia,et al.  BIM-based Cultural Heritage Asset Management Tool. Innovative Solution to Orient the Preservation and Valorization of Historic Buildings , 2020 .

[182]  Hyun-Joo Kim,et al.  Integration of ifc objects and facility management work information using Semantic Web , 2018 .

[183]  Sheryl Staub-French,et al.  Developing owner information requirements for BIM-enabled project delivery and asset management , 2017 .

[184]  Ren-Jye Dzeng,et al.  An Automated IoT Visualization BIM Platform for Decision Support in Facilities Management , 2018, Applied Sciences.

[185]  D. Heesom,et al.  Implementing 5D BIM on construction projects: contractor perspectives from the UK construction sector , 2020 .

[186]  Hanbin Luo,et al.  A BIM-based Code Compliance Checking Process of Deep Foundation Construction Plans , 2015, J. Intell. Robotic Syst..

[187]  Ghang Lee,et al.  A BIM- and sensor-based tower crane navigation system for blind lifts , 2012 .

[188]  Ya-Qi Xiao,et al.  Automatically Generating a MEP Logic Chain from Building Information Models with Identification Rules , 2019, Applied Sciences.

[189]  Yi-Jao Chen,et al.  BIM-based augmented reality inspection and maintenance of fire safety equipment , 2020 .

[190]  Jiarui Lin,et al.  BIM- and IoT-based monitoring framework for building performance management , 2018 .

[191]  Abbas M. Abd,et al.  As built case studies for BIM as conflicts detection and documentation tool , 2017 .

[192]  Tae Wook Kang,et al.  Sensor Fusion Based Pipeline Inspection for the Augmented Reality System , 2019, Symmetry.

[193]  Jochen Teizer,et al.  Fusing passive RFID and BIM for increased accuracy in indoor localization , 2015 .

[194]  Hugo Rodrigues,et al.  Development of a Web Application for Historical Building Management through BIM Technology , 2019, Advances in Civil Engineering.

[195]  Väino Tarandi,et al.  On the use of open bim and 4d visualisation in a predictive life cycle management system for construction works , 2011, J. Inf. Technol. Constr..

[196]  K. Umut Gökçe,et al.  Integrated System Platform for Energy Efficient Building Operations , 2014 .

[197]  K. Umut Gökçe,et al.  Multi dimensional energy monitoring, analysis and optimization system for energy efficient building operations , 2014 .

[198]  Anil Sawhney,et al.  Utilising Building Component Data from BIM for Formwork Planning , 2017 .

[199]  Mandava Geetha Bhargava,et al.  A Study on Potential of Big Visual Data Analytics in Construction Arena , 2018 .

[200]  Karzan Wakil,et al.  Practical use of computational building information modeling in repairing and maintenance of hospital building- case study , 2018 .

[201]  Abiola Akanmu,et al.  Automated checking of building component accessibility for maintenance , 2020 .

[202]  Imad A. Khalek,et al.  Augmented Reality for Identifying Maintainability Concerns during Design , 2019, Advances in Civil Engineering.

[203]  Pin-Chan Lee,et al.  An integrated system framework of building information modelling and geographical information system for utility tunnel maintenance management , 2018, Tunnelling and Underground Space Technology.

[204]  Kyungki Kim,et al.  Automated and Optimized Sensor Deployment using Building Models and Electromagnetic Simulation , 2018, KSCE Journal of Civil Engineering.

[205]  Yu-Cheng Lin,et al.  Developing Mobile- and BIM-Based Integrated Visual Facility Maintenance Management System , 2013, TheScientificWorldJournal.

[206]  Ying Wang,et al.  Engagement of Facilities Management in Design Stage through BIM: Framework and a Case Study , 2013 .

[207]  Nawaf Almasri,et al.  Toward Compressed Sensing of Structural Monitoring Data Using Discrete Cosine Transform , 2020, J. Comput. Civ. Eng..

[208]  Xiangyu Wang,et al.  Applicability of 4D modeling for resource allocation in mega liquefied natural gas plant construction , 2015 .

[209]  Zaid Alwan A proposal for a BIM performance framework for the maintenance and refurbishment of housing stock , 2016 .

[210]  Sevilay Demirkesen,et al.  Improving Tolerance Control on Modular Construction Project with 3D Laser Scanning and BIM: A Case Study of Removable Floodwall Project , 2020 .

[211]  Nisha Puri,et al.  TOWARD AUTOMATED DIMENSIONAL QUALITY CONTROL OF PRECAST CONCRETE ELEMENTS USING DESIGN BIM , 2017 .

[212]  Jack Chin Pang Cheng,et al.  Data-driven predictive maintenance planning framework for MEP components based on BIM and IoT using machine learning algorithms , 2020 .

[213]  Lukumon O. Oyedele,et al.  BIM data model requirements for asset monitoring and the circular economy , 2020 .

[214]  Jacynthe Pouliot,et al.  Identification of the Best 3D Viewpoint within the BIM Model: Application to Visual Tasks Related to Facility Management , 2019, Buildings.

[215]  You-liang Ding,et al.  Development of a Bridge Management System Based on the Building Information Modeling Technology , 2019, Sustainability.

[216]  Enrique Valero,et al.  Assessment of compliance of dimensional tolerances in concrete slabs using TLS data and the 2D continuous wavelet transform , 2018, Automation in Construction.

[217]  Edoardo Cosenza,et al.  BIM-based approach for the cost-optimization of seismic retrofit strategies on existing buildings , 2019, Automation in Construction.

[218]  S. Park,et al.  A Terrestrial LiDAR-Based Detection of Shape Deformation for Maintenance of Bridge Structures , 2019 .

[219]  Semiha Ergan,et al.  BIM for FM: Information Requirements to Support HVAC-Related Corrective Maintenance , 2017 .

[220]  Yen-Pei Chen,et al.  Developing Mobile BIM/2D Barcode-Based Automated Facility Management System , 2014, TheScientificWorldJournal.

[221]  Qian Wang,et al.  BIM-based framework for automatic scheduling of facility maintenance work orders , 2018, Automation in Construction.

[222]  Sarel Lavy,et al.  Effects of BIM and COBie Database Facility Management on Work Order Processing Times: Case Study , 2019 .

[223]  Rafaela Bortolini,et al.  Site logistics planning and control for engineer-to-order prefabricated building systems using BIM 4D modeling , 2019, Automation in Construction.

[224]  Vijayan Sugumaran,et al.  BIM+ Topology Diagram-Driven Multiutility Tunnel Emergency Response Method , 2019 .

[225]  A. Sadhu,et al.  Multicomponent energy assessment of buildings using building information modeling , 2019, Sustainable Cities and Society.

[226]  Mohamed Marzouk,et al.  BIM-based framework for managing performance of subway stations , 2014 .

[227]  Michael Theiler,et al.  Semantic Description of Structural Health Monitoring Algorithms Using Building Information Modeling , 2018, EG-ICE.

[228]  Ayan Sadhu,et al.  Improved visualization of infrastructure monitoring data using building information modeling , 2019, Structure and Infrastructure Engineering.

[229]  Angelo Corallo,et al.  Process modeling for historical buildings restoration: an innovation in the management of cultural heritage , 2018, ACTA IMEKO.

[230]  Carlos A. León-Robles,et al.  Cultural Heritage Conservation and Sustainability Based on Surveying and Modeling: The Case of the 14th Century Building Corral del Carbón (Granada, Spain) , 2018 .

[231]  Massimiliano Pepe,et al.  An Efficient Pipeline to Obtain 3D Model for HBIM and Structural Analysis Purposes from 3D Point Clouds , 2020, Applied Sciences.

[232]  Joanna Hull,et al.  Conservation data parameters for BIM-enabled heritage asset management , 2020 .

[233]  Jingdao Chen,et al.  Self-corrective knowledge-based hybrid tracking system using BIM and multimodal sensors , 2017, Adv. Eng. Informatics.

[234]  Dryver Huston,et al.  Structural Health Monitoring And Maintenance Aided By Building Information Modelling And Repair Information Tools , 2016 .

[235]  Maisarah Ali,et al.  HERITAGE BUILDING PRESERVATION THROUGH BUILDING INFORMATION MODELLING: REVIVING CULTURAL VALUES THROUGH LEVEL OF DEVELOPMENT EXPLORATION , 2018, PLANNING MALAYSIA JOURNAL.

[236]  Bin Wang,et al.  BIM based collaborative and interactive design process using computer game engine for general end-users , 2015, Visualization in Engineering.

[237]  Sakdirat Kaewunruen,et al.  Digital Twin for Sustainability Evaluation of Railway Station Buildings , 2018, Front. Built Environ..

[238]  Salam Al-Bizri,et al.  Building information modeling for facilities management: A literature review and future research directions , 2019, Journal of Building Engineering.

[239]  Nawari O. Nawari BIM Standard in Off-Site Construction , 2012 .

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

[241]  Nashwan Dawood,et al.  Supporting building owners and facility managers in the validation and visualisation of asset information models (AIM) through open standards and open technologies , 2016, J. Inf. Technol. Constr..

[242]  Adrian K. Clear,et al.  Assessing building performance in residential buildings using BIM and sensor data , 2019, International Journal of Building Pathology and Adaptation.

[243]  Jimmy Murphy,et al.  Design of a BIM Integrated Structural Health Monitoring System for a Historic Offshore Lighthouse , 2020 .

[244]  Zijian Zhang,et al.  Exploration of Indoor Barrier-Free Plane Intelligent Lofting System Combining BIM and Multi-Sensors , 2020, Remote. Sens..

[245]  Esa Halmetoja,et al.  The conditions data model supporting building information models in facility management , 2019, Facilities.

[246]  Mohamed Marzouk,et al.  Monitoring thermal comfort in subways using building information modeling , 2014 .

[247]  Zimao Peng,et al.  An Operation and Maintenance Strategy of Intelligent Building Information Model Data Based on Cloud Computing , 2020, Ingénierie des Systèmes d Inf..

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

[249]  Hussam Mahmoud,et al.  Implementing BIM on Infrastructure: Comparison of Two Bridge Construction Projects , 2015 .

[250]  Yan-Chyuan Shiau,et al.  Development of Building Fire Control and Management System in BIM Environment , 2013 .

[251]  Francesco Abbondati,et al.  BIM Approach for Modeling Airports Terminal Expansion , 2020 .

[252]  Adrian Gerard Saldanha Applications of building information modelling for planning and delivery of rapid transit , 2019 .

[253]  Zul-Atfi Ismail,et al.  Maintenance management practices for green building projects: towards hybrid BIM system , 2020, Smart and Sustainable Built Environment.

[254]  Carlos A. León-Robles,et al.  Heritage Building Information Modeling (H-BIM) Applied to A Stone Bridge , 2019, ISPRS Int. J. Geo Inf..

[255]  Javier Irizarry,et al.  Ambient intelligence environments for accessing building information , 2014 .

[256]  Tae Wook Kang,et al.  BIM-based Data Mining Method considering Data Integration and Function Extension , 2018 .

[257]  Eugenio Pellicer,et al.  Protocol to Manage Heritage-Building Interventions Using Heritage Building Information Modelling (HBIM) , 2018 .

[258]  Ashutosh Bagchi,et al.  Development of a BIM-Based Data Management System for Structural Health Monitoring with Application to Modular Buildings: Case Study , 2019, J. Comput. Civ. Eng..

[259]  Juan Enrique Nieto-Julián,et al.  Implementation and Management of Structural Deformations into Historic Building Information Models , 2019, International Journal of Architectural Heritage.

[260]  Kay Smarsly,et al.  A Semantic Model for Wireless Sensor Networks in Cognitive Buildings , 2019, Computing in Civil Engineering 2019.

[261]  Jeremy Morley,et al.  Software Systems Approach to Multi-Scale GIS-BIM Utility Infrastructure Network Integration and Resource Flow Simulation , 2018, ISPRS Int. J. Geo Inf..

[262]  Anthony Okakpu,et al.  A proposed framework to investigate effective BIM adoption for refurbishment of building projects , 2018, Architectural Science Review.

[263]  Andrej Tibaut,et al.  Building performance and maintenance information model based on IFC schema , 2020 .

[264]  Myungdo Lee,et al.  Practical Analysis of BIM Tasks for Modular Construction Projects in South Korea , 2020, Sustainability.

[265]  Charles M. Eastman,et al.  Requirements for BIM platforms in the concrete reinforcement supply chain , 2013 .

[266]  Paul A. Beata,et al.  Real-Time Fire Monitoring and Visualization for the Post-Ignition Fire State in a Building , 2018 .

[267]  Duzgun Agdas,et al.  Comparison of visual inspection and structural-health monitoring as bridge condition assessment methods , 2016 .

[268]  Ting-Kwei Wang,et al.  Development of BIM-AR-Based Facility Risk Assessment and Maintenance System , 2019 .

[269]  Jia-Ruey Chang,et al.  Underground Pipeline Management Based on Road Information Modeling to Assist in Road Management , 2016 .

[270]  Xiangyu Wang,et al.  Supporting Facility Management Processes through End-Users' Integration and Coordinated BIM-GIS Technologies , 2018, ISPRS Int. J. Geo Inf..

[271]  André Borrmann,et al.  Exchange of parametric bridge models using a neutral data format , 2013 .

[272]  Yan-Chyuan Shiau,et al.  APPLYING QR CODES TO BUILDING FACILITY MANAGEMENT SYSTEM , 2015 .