Jia-Rui Lin

Jia-Rui Lin

Assistant Professor

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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.

Pages

Posts

Call for Papers: 3D Computer Vision and Smart Building and City

1 minute read

Published:

Together with Dr. Yu-Shen Liu, Dr. Ge Gao from Tsinghua University, Dr. Xiaoping Zhou from Beijing University of Civil Engineering and Architecture, Dr. Yi Fang and Dr. Anthony Tzes from New York University Abu Dhabi, we organized a topic related to 3D CV and BIM, multiple SCI-indexed journals including Drones, Sustainability, Sensors, Buildings, and Energies are involved. Please submit your manuscript before Jan 20, 2024

Open Position for Postdoctoral Fellow: Digital Infrastructure Twin

less than 1 minute read

Published:

The institute of disaster prevention and mitigation at Tsinghua University invites applications for the position of postdoctoral fellow in the field of digital infrastructure twin. Applicants should hold a Ph.D. degree (Civil Engineering or Construction Informatics) within last three years and under 35 years old. Please submit your application before December 31, 2020.

Portfolio

AHK Spotlight v1.6 released

Published:

AHK Spotlight v1.6 released, supports retangular spotlight, and zooming spotlight using mouse wheel

SODA: Site Object Detection dAtaset for Deep Learning in Construction

Published:

With collaboration with Dr. Yichuan Deng from South China University of Technology, we developed a large-scale image dataset for deep learning based site object detection, the dataset contains images taken from different view angles and ambient lighting conditions, and covers various objects such workers, equipments, materials, etc.

Projects

Publications

Research on IDM-based BIM Process Information Exchange Technology

Published in 14th International Conference on Computing in Civil and Building Engineering, 2012

This research proposes a method for IDM-based BIM data exchange.

Recommended citation: Zhang, J., Lin, J.*, Hu, Z., Yu, F. (2012). Research on IDM-based BIM Process Information Exchange Technology. Proceedings of the 14th International Conference on Computing in Civil and Building Engineering. Moscow, Russia. https://linjiarui.net/files/2012-06-27-idm-based-bim-information-exchange.pdf

Research and Development of BIM-based Housing Project Planning System

Published in the 16th National Conference of Computer Application in Civil Engineering, 2012

This paper proposes a BIM- and 4D-based planning and evaluation method and prototype system for planning of residential projects

Recommended citation: Lin, J.*, Zhang, J., He, T., Jia, W., Wu, Z. (2012). Research and Development of BIM-based Housing Project Planning System. Proceedings of the 16th National Conference of Computer Application in Civil Engineering, 355-362. China Civil Engineering Society. Guangzhou, China. (in Chinese) https://linjiarui.net/files/2012-11-22-bim-based-planning-platform-for-residential-projects.pdf

Research and Development of BIM-based Housing Project Planning System

Published in Journal of Information Technology in Civil Engineering and Architecture, 2013 cited by count

This paper proposes a BIM- and 4D-based planning and evaluation method and prototype system for planning of residential projects

Recommended citation: Lin, J.*, Zhang, J., He, T., Jia, W., Wu, Z. (2013). Research and Development of BIM-based Housing Project Planning System. Journal of Information Technology in Civil Engineering and Architecture, 5(1), 22-26. doi: 10.16670/j.cnki.cn11-5823/tu.2013.01.004 (in Chinese) http://doi.org/10.16670/j.cnki.cn11-5823/tu.2013.01.004

Web-oriented BIM 3D Viewing and Information Management

Published in Journal of Information Technology in Civil Engineering and Architecture, 2013 cited by count

This paper proposes a BIM visualization and management framework based on WebGL

Recommended citation: Wang, H., Hu, Z., Lin, J., Zhang, J.* (2013). Web-oriented BIM 3D Viewing and Information Management. Journal of Information Technology in Civil Engineering and Architecture, 5(3), 1-7. doi: 10.16670/j.cnki.cn11-5823/tu.2013.03.011 (in Chinese) http://doi.org/10.16670/j.cnki.cn11-5823/tu.2013.03.011

BIM Oriented Intelligent Data Mining and Representation

Published in 30th CIB W78 International Conference on Information technology for Construction, 2013

This paper presents a NLP-based method for intelligent data retrieval and representation from BIM database.

Recommended citation: Lin, J.*, Hu, Z. and Zhang, J. (2013). BIM Oriented Intelligent Data Mining and Representation. Proceedings of the 30th CIB W78 International Conference on Information Technology for Construction, 280-289. Beijing, China. http://itc.scix.net/cgi-bin/works/Show?w78-2013-paper-112

BIM-Based Plan Modeling System at Preliminary Stage for Residential Real Estate Projects

Published in Computing in Civil and Building Engineering, 2014 cited by count

This paper proposes an fast plan modeling system for residential design based standard BIM model library.

Recommended citation: He, T., Lin, J., Hu, Z., Zhang, J., Jia, W., Su, J. (2014). BIM-Based Plan Modeling System at Preliminary Stage for Residential Real Estate Projects. Computing in Civil and Building Engineering, 61, 488-495. https://ascelibrary.org/doi/10.1061/9780784413616.061

Integrated BIM Application in the Construction of Beijing Ikea Shopping Mall

Published in Research and Application of BIM in the Construction of Largescale Projects, 2014

This chapter introduces how BIM is applied in the construction management of Beijing Ikea shopping mall

Recommended citation: Duan, X.J., Zhang, J.P., Fang, X.W., Lin, J.R. (2014). Integrated BIM Application in the Construction of Beijing Ikea Shopping Mall. Research and Application of BIM in the Construction of Largescale Projects, 143-162. China Architecture & Building Press. Beijing, China.

Schedule-Resource Trade-off Based on Construction Process Simulation and Simulated Annealing

Published in the 17th National Conference on Computer Application in Civil Engineering, 2014

This paper proposes a integrated solution for schedule-resource tradeoff based on 4D-BIM and process simulation

Recommended citation: Lin, J.*, Zhang, J., Zhong, Y. (2014). Schedule-Resource Trade-off Based on Construction Process Simulation and Simulated Annealing. Proceedings of the 17th National Conference on Computer Application in Civil Engineering, 41-46. China Civil Engineering Society. Beijing, China. (in Chinese) https://linjiarui.net/files/2014-11-14-bim-des-based-schedule-resource-tradeoff.pdf

Schedule-resource Trade-off Modeling and Application based on 4D-BIM

Published in Journal of Information Technology in Civil Engineering and Architecture, 2014 cited by count

This research proposes an automatic schedule-resource tradeoff modeling and simulation approach for construction, which could avoid rework and improve work efficiency

Recommended citation: Lin, J.*, Zhang, J., Zhong, Y. (2014). Schedule-resource Trade-off Modeling and Application based on 4D-BIM. Journal of Information Technology in Civil Engineering and Architecture, 6(6), 44-49. doi: 10.16670/j.cnki.cn11-5823/tu.2014.06.009 (in Chinese) http://doi.org/10.16670/j.cnki.cn11-5823/tu.2014.06.009

A Natural‐Language‐Based Approach to Intelligent Data Retrieval and Representation for Cloud BIM

Published in Computer‐Aided Civil and Infrastructure Engineering, 2015 cited by count

This paper proposes a NLP-based user query understanding, BIM data query and visualization method for non-experts.

Recommended citation: Lin, J., Hu, Z.*, Zhang, J., Yu, F. (2016). A Natural‐Language‐Based Approach to Intelligent Data Retrieval and Representation for Cloud BIM. Computer‐Aided Civil and Infrastructure Engineering, 31, 18-33. doi: 10.1111/mice.12151 https://onlinelibrary.wiley.com/doi/full/10.1111/mice.12151

Visualization and Automatic Verification of a Schedule-Driven 4D Model

Published in 15th International Conference on Construction Applications of Virtual Reality, 2015

This paper presents a visualization and verification method of 4D model.

Recommended citation: Lin, J.*, Zhang, J., He, T., Hu, Z., Yao, F. (2015). Visualization and Automatic Verification of a Schedule-Driven 4D Model. Proceedings of the 15th International Conference on Construction Applications of Virtual Reality. Banff, Alberta, Canada. https://linjiarui.net/files/2015-10-05-visualization-and-verification-of-4d-model.pdf

Leveraging BIM in Settlement Monitoring and Impact Management for Subway Excavation

Published in 32nd CIB W78 International Conference on Information technology for Construction, 2015

This paper presents a BIM-based method for settlement monitoring and impact management.

Recommended citation: Lin, J.*, Zhang, J., Wen, Q., Wang, F. (2015). Leveraging BIM in Settlement Monitoring and Impact Management for Subway Excavation. Proceedings of the 32nd CIB W78 International Conference on Information Technology for Construction, 469-477. Eindhoven, the Netherlands. http://itc.scix.net/cgi-bin/works/Show?w78-2015-paper-049

Building Layout Optimization based on BIM and Sunlight Simulation

Published in the 1st National Conference on Building Information Modeling, 2015

This paper proposes an improved genetic algorithm for building layour optimization based on BIM and sunlight simulation

Recommended citation: Ruan, Y., He, T.*, Zhang, J., Lin, J. (2015). Building Layout Optimization based on BIM and Sunlight Simulation. Proceedings of the 1st National Conference on Building Information Modeling. Beijing, China. (in Chinese) https://linjiarui.net/files/2015-10-31-bim-based-layout-optimization-for-residential-projects.pdf

BIM-based Safety Management for the Construction of Shi-ji Yellow River Bridge

Published in Railway Technical Innovation, 2015 cited by count

This paper proposes a BIM-based safety analysis, monitoring and management approach for bridge construction

Recommended citation: Zhang, X., Lin, J.*, Fang, J., Du, S., Hu, Z., Zhang, J., Liang, C. (2015). BIM-based Safety Management for the Construction of Shi-ji Yellow River Bridge. Railway Technical Innovation, 6, 74-76. doi: 10.19550/j.issn.1672-061x.2015.06.016 (in Chinese) http://doi.org/10.19550/j.issn.1672-061x.2015.06.016

Simulation Model Generation and Application Based on BIM for Ｒesource Allocation

Published in Construction Technology, 2016

This paper proposes a method for automatic generation of DES model for resource allocation based on BIM

Recommended citation: Lin, J.*, Zhang, J. (2016). Simulation Model Generation and Application Based on BIM for Ｒesource Allocation. Construction Technology, 45(18), 1-6. doi: 10.7672/sgjs2016180001 (in Chinese) https://linjiarui.net/files/2016-04-25-simulation-model-generation-for-resource-allocation.pdf

Data Conversion and Sharing for Building Performance Analyses based on IFC

Published in Journal of Tsinghua University (Science & Technology), 2016 cited by count

This paper proposes an algorithm converting IFC to gbXML for building performance analyses

Recommended citation: Lin, J., Zhang, J.* (2016). Data Conversion and Sharing for Building Performance Analyses based on IFC. Journal of Tsinghua University (Science & Technology), 56(9), 997-1002. doi: 10.16511/j.cnki.qhdxxb.2016.21.057 (in Chinese) http://doi.org/10.16511/j.cnki.qhdxxb.2016.21.057

Towards BIM-based Model Integration and Safety Analysis for Bridge Construction

Published in 16th International Conference on Computing in Civil and Building Engineering, 2016

This research proposes an approach to integrating BIM with structural model for safety analysis during bridge constructiion.

Recommended citation: Zhang, X., Lin, J.*, Hu, Z., Zhang, J., Fang, J., Du, S. (2016). Towards BIM-based Model Integration and Safety Analysis for Bridge Construction. Proceedings of the 16th International Conference on Computing in Civil and Building Engineering, 1091-1097. Osaka, Japan. https://linjiarui.net/files/2016-07-06-bim-based-model-integration-and-safety-analysis-for-bridge.pdf

A Relativity Evaluation Approach to Unstructured Document Integration and Retrieval for Building Information Modeling

Published in 16th International Conference on Computing in Civil and Building Engineering, 2016

This research proposes a relativity evaluation method for linking unstructured documents with BIM facilitating the retrieval process.

Recommended citation: Zhang, Y., Zhang, J.*, Liu, Q., Lin, J. (2016). A Relativity Evaluation Approach to Unstructured Document Integration and Retrieval for Building Information Modeling. Proceedings of the 16th International Conference on Computing in Civil and Building Engineering, 936-942. Osaka, Japan. https://linjiarui.net/files/2016-07-06-relativity-evaluation-for-unstrucutred-document-integration-and-retrieval.pdf

A Topological and Hierarchical Information Integration Approach for Standard-unit-based Residential Planning

Published in 16th International Conference on Computing in Civil and Building Engineering, 2016

This paper proposes an approach to the integration of topological and hierarchical data for residential design.

Recommended citation: He, T., Zhang, J., Lin, J.*, Jia, W., Hu, Z. (2016). A Topological and Hierarchical Information Integration Approach for Standard-unit-based Residential Planning. Proceedings of the 16th International Conference on Computing in Civil and Building Engineering, 381-388. Osaka, Japan. https://linjiarui.net/files/2016-07-06-topological-and-hierarchical-information-integration-for-residential-design.pdf

BIM Application in Owner and EPC Contractor Collaborative Management of a Large-Scale Public Building Project

Published in 33rd CIB W78 International Conference on Information technology for Construction, 2016

This paper describes a detailed BIM application for collaboration of owners and general contractors.

Recommended citation: Wen, Q., Lin, J., Zhang, J.*, Wang, X., Qiu, C. (2016). BIM Application in Owner and EPC Contractor Collaborative Management of a Large-Scale Public Building Project. Proceedings of the 33rd CIB W78 International Conference on Information Technology for Construction. Brisbane, Australia. http://itc.scix.net/cgi-bin/works/Show?w78-2016-paper-020

A BIM-based Safety Monitoring and Analysis System for a High-speed Railway Bridge

Published in 33rd CIB W78 International Conference on Information technology for Construction, 2016

This paper proposes a BIM-based safety monitoring and structural analysis system for bridges.

Recommended citation: Zhou, Y., Hu, Z.*, Zhang, X., Lin, J. (2016). A BIM-based Safety Monitoring and Analysis System for a High-speed Railway Bridge. Proceedings of the 33rd CIB W78 International Conference on Information Technology for Construction. Brisbane, Australia. http://itc.scix.net/cgi-bin/works/Show?w78-2016-paper-024

Material Management for Bridge Construction Utilizing BIM- and IoT-based Platform

Published in the 2nd National Conference on Building Information Modeling, 2016

This research proposes an approach to material management based on BIM and IoT platform for bridge construction

Recommended citation: He, T., Yao, F., Lin, J.*, Zhang, J., Chen, H. (2016). Material Management for Bridge Construction Utilizing BIM- and IoT-based Platform. Proceedings of the 2nd National Conference on Building Information Modeling, 185-189. China Architecture&Building Press. Guangzhou, China. (in Chinese) https://linjiarui.net/files/2016-11-12-bim-iot-based-material-management-for-bridges.pdf

Architecture Design of Multi-level BIM Platform for Companies

Published in the 2nd National Conference on Building Information Modeling, 2016

This paper proposes an platform architecture to share information for collaboration of multi-level organizations of a company

Recommended citation: Lin, J.*, Yang, M., Zhou, Y., Zhang, Y., Zhang, X., Zhang, J. (2016). Architecture Design of Multi-level BIM Platform for Companies. Proceedings of the 2nd National Conference on Building Information Modeling, 195-199. China Architecture&Building Press. Guangzhou, China. (in Chinese) https://linjiarui.net/files/2016-11-12-bim-platform-architecture-for-companies.pdf

Architecture of BIM-based Lifecycle Management Platform for Hydroelectric Projects

Published in the 2nd National Conference on Building Information Modeling, 2016

This paper establishes an architecture for lifecycle management of hydroelectric projects by integrating BIM, Cloud Computing, and IoT

Recommended citation: Zhang, Z., Wen, Q., Zhang, Y., Feng, Y., Lin, J.*, Zhang, J. (2016). Architecture of BIM-based Lifecycle Management Platform for Hydroelectric Projects. Proceedings of the 2nd National Conference on Building Information Modeling, 190-194. China Architecture&Building Press. Guangzhou, China. (in Chinese) https://linjiarui.net/files/2016-11-12-bim-platform-architecture-for-hydroelectric-projects.pdf

Information Classification System for Lifecycle Management of Hydroelectric Projects

Published in Journal of Engineering Management, 2017 cited by count

This research established an information classification system for lifecycle management of hydroelectric projects

Recommended citation: Zhang, Z., Wang, H., Lin, J., Feng, Y., Zhang, J.* (2017). Information Classification System for Lifecycle Management of Hydroelectric Projects. Journal of Engineering Management, 31(4), 131-136. doi: 10.13991/j.cnki.jem.2017.04.024 http://doi.org/10.13991/j.cnki.jem.2017.04.024

How Information Technology Can Improve Construction Management for General Contractor: A Case Study

Published in 3rd International Conference on Civil and Building Engineering Informatics & 2017 Conference on Computer Applications in Civil and Hydraulic Engineering, 2017

This paper discusses how information technologies can improve construction management.

Recommended citation: Zhang, Y., Lin, J.*, Zhang J. Fang, D., Hu, Z. (2017). How Information Technology Can Improve Construction Management for General Contractor: A Case Study. Proceedings of the 3rd International Conference on Civil and Building Engineering Informatics & 2017 Conference on Computer Applications in Civil and Hydraulic Engineering (ICCBEI&CCACHE 2017), 22-25. Taipei, Taiwan. https://linjiarui.net/files/2017-04-19-how-ict-can-improve-cm-case-study.pdf

A Multi-Server Information-Sharing Environment for Cross-Party Collaboration on a Private Cloud

Published in Automation in Construction, 2017 cited by count

This paper proposes a multi-server environment for cross-party collaboration with special concern on data ownership and privacy.

Recommended citation: Zhang, J., Liu, Q., Hu, Z., Lin, J.*, Yu, F. (2017). A Multi-Server Information-Sharing Environment for Cross-Party Collaboration on a Private Cloud. Automation in Construction, 81, 180-195. doi: 10.1016/j.autcon.2017.06.021 https://doi.org/10.1016/j.autcon.2017.06.021

Operation-level 4D Modeling and Visualization for Modular Building based on Standard Activity Library

Published in 2017 Lean & Computing in Construction Congress (LC3), 2017 cited by count

This paper presents a operational-level 4D modeling and visualization method for modular construction based on standard activity library.

Recommended citation: Wang, H., Lin, J.*, Zhang, J. (2017). Operation-level 4D Modeling and Visualization for Modular Building based on Standard Activity Library. LC3 2017: Proceedings of the Joint Conference on Computing in Construction (JC3), 841-848. Heraklion, Crete, Greece. https://doi.org/10.24928/JC3-2017/0287 http://itc.scix.net/cgi-bin/works/Show?_id=lc3-2017-287

A Hybrid Data Mining Approach on BIM-based Building Operation and Maintenance

Published in Building and Environment, 2017 cited by count

This paper proposes a BIM-based hybrid data mining approach for building operation and maintenance.

Recommended citation: Peng, Y., Lin, J.R., Zhang, J.P., Hu, Z.Z.* (2017). A Hybrid Data Mining Approach on BIM-based Building Operation and Maintenance. Building and Environment, 126, 483-495. doi: 10.1016/j.buildenv.2017.09.030 https://www.sciencedirect.com/science/article/pii/S0360132317304444

BIM-based Fire Simulation

Published in the 3rd National Conference on Building Information Modeling, 2017

This research extends a few parameters of BIM for fire simulation, and an algorithm to automatically generate FDS file is proposed

Recommended citation: Leng, S., Lin, J.*, He, T., Zhang, J. (2017). BIM-based Fire Simulation. Proceedings of the 3rd National Conference on Building Information Modeling, 366-371. China Architecture&Building Press. Shanghai, China. (in Chinese) https://linjiarui.net/files/2017-11-04-bim-based-fire-simulation.pdf

Cloud-based Integration and Mangement of Building Information

Published in the 3rd National Conference on Building Information Modeling, 2017

This paper proposes an approach to integrate and manage heterogeneous building information based on cloud computing with the consideration of data privacy

Recommended citation: Zhang, Y., Liu, Q., Lin, J.*, Zhang, J. (2017). Cloud-based Integration and Mangement of Building Information. Proceedings of the 3rd National Conference on Building Information Modeling, 399-403. China Architecture&Building Press. Shanghai, China. (in Chinese) https://linjiarui.net/files/2017-11-04-cloud-based-bim-integration-and-management.pdf

Integrated Lifecycle Management of Construction Projects based on Cloud BIM

Published in Key Technologies and Engineering Applications of Smart Construction, 2017

This chapter introduces how cloud BIM platform is utilized in the lifecycle management of the Beijing Huaifang water plant

Recommended citation: Zhang, J.P., Lin, J.R.， Zhang, Y.Y. (2017). Integrated Lifecycle Management of Construction Projects based on Cloud BIM. Key Technologies and Engineering Applications of Smart Construction, 31-50. China Architecture & Building Press. Beijing, China.

Space and MEP Topology Extraction and Application based on BIM

Published in Journal of Tsinghua University (Science & Technology), 2018 cited by count

This paper proposes a BIM-based method for space and MEP topological information extraction and application for path finding and facility management

Recommended citation: Zhang, J., He, T., Lin, J.*, et al. (2018). Space and MEP Topology Extraction and Application based on BIM. Journal of Tsinghua University (Science & Technology), 58(6), 587-592. doi: 10.16511/j.cnki.qhdxxb.2018.26.018 (in Chinese) http://doi.org/10.16511/j.cnki.qhdxxb.2018.26.018

Towards the Applicability of IFC for Green Building Evaluation in China

Published in Journal of Graphics, 2018 cited by count

This research extracts the information requirements and analyzes the applicability of IFC for green building evaluation in China, which is helpful for creating and updating building codes

Recommended citation: Lin, J.*, Zhang, J. (2018). Towards the Applicability of IFC for Green Building Evaluation in China. Journal of Graphics, 39(4), 765-770. doi: 10.11996/JG.j.2095-302X.2018040765 (in Chinese) http://www.txxb.com.cn/EN/10.11996/JG.j.2095-302X.2018040765

Review and Exploratory Text Mining of Building Information Modeling Policies in China

Published in Construction Technology, 2018

This paper reviews BIM policies from 2013-2017 of China, and shows that BIM has been deeply applied in the industry

Recommended citation: Lin, J.*, Zhang, J. (2018). Review and Exploratory Text Mining of Building Information Modeling Policies in China. Construction Technology, 47(6), 73-78. doi: 10.7672/sgjs2018060073 (in Chinese) https://linjiarui.net/files/2018-03-06-bim-policies-in-china.pdf

Multiaspect Similarity Evaluation of BIM-Based Standard Dwelling Units for Residential Design

Published in Journal of Computing in Civil Engineering, 2018 cited by count

This paper proposes a method that evaluates the similarity of BIM-based standard dwelling unit from the aspects of attribute, topology, and shape.

Recommended citation: He, T., Zhang, J., Lin, J.*, Li, Y. (2018). Multiaspect Similarity Evaluation of BIM-Based Standard Dwelling Units for Residential Design. Journal of Computing in Civil Engineering, 32(5), 04018032. doi: 10.1061/(ASCE)CP.1943-5487.0000774 https://ascelibrary.org/doi/10.1061/%28ASCE%29CP.1943-5487.0000774

Monitoring Framework for Utility Tunnels based on BIM and IoT Technology

Published in 17th International Conference on Computing in Civil and Building Engineering, 2018

This research presents a BIM- and IoT-based monitoring framework for utility tunnels.

Recommended citation: Kang, K., Lin, J.*, Zhang, J. (2018). Monitoring Framework for Utility Tunnels based on BIM and IoT Technology. Proceedings of the 17th International Conference on Computing in Civil and Building Engineering. Tampere, Finland. http://programme.exordo.com/icccbe2018/delegates/presentation/346/

Application Framework for On-Site Safety and Quality Inspection based on WeChat

Published in 17th International Conference on Computing in Civil and Building Engineering, 2018

This paper proposes a framework for on-site inspection based wechat.

Recommended citation: Lin, J.*, Zhang, J., Wu, D., Li, B., Gao, H. (2018). Application Framework for On-Site Safety and Quality Inspection based on WeChat. Proceedings of the 17th International Conference on Computing in Civil and Building Engineering. Tampere, Finland. http://programme.exordo.com/icccbe2018/delegates/presentation/285/

Ontology-Based Semantic Retrieval Method of Energy Consumption Management

Published in Advances in Informatics and Computing in Civil and Construction Engineering, 2018 cited by count

This paper presents an ontology-based method for the retrieval of energy consumption data.

Recommended citation: Xiao, Y., Hu, Z.*, Lin, J. (2019). Ontology-Based Semantic Retrieval Method of Energy Consumption Management. Advances in Informatics and Computing in Civil and Construction Engineering, 231-238. Springer International Publishing. Chicago,Illinois, US. https://link.springer.com/chapter/10.1007/978-3-030-00220-6_28

Present and Future of Integrated Applications of BIM, Cloud Computing, Big Data and Internet of Things

Published in Journal of Graphics, 2018 cited by count

This paper reviews studies on the integration of BIM, IoT, Cloud Computing, and future trends and challenges are summarized

Recommended citation: Zhang, Y., Lin, J.*, Zhang, J. (2018). Present and Future of Integrated Applications of BIM, Cloud Computing, Big Data and Internet of Things. Journal of Graphics, 39(5), 806-816. doi: 10.11996/JG.j.2095-302X.2018050806 http://www.txxb.com.cn/EN/10.11996/JG.j.2095-302X.2018050806

Space Detection and Reconstruction of BIM for Facility Management

Published in the 4th National Conference on Building Information Modeling, 2018

This paper proposes a 3D-voxelization-based approach to detecting and reconstructing spaces from BIM models without space information for facility management

Recommended citation: Lin, J.*, Zhang, J. (2018). Space Detection and Reconstruction of BIM for Facility Management. Proceedings of the 4th National Conference on Building Information Modeling, 289-293. China Architecture&Building Press. Hefei, China. (in Chinese) https://linjiarui.net/files/2018-11-24-automatic-space-detection-for-maintenance.pdf

Framework of Building Performance Data Sensing and Service Platform

Published in the 4th National Conference on Building Information Modeling, 2018

This research proposes a scalable framework for building performance data sensing and service

Recommended citation: Zhang, Y., Lin, J.*, Kang, K., Zhang, J. (2018). Framework of Building Performance Data Sensing and Service Platform. Proceedings of the 4th National Conference on Building Information Modeling, 331-335. China Architecture&Building Press. Hefei, China. (in Chinese) https://linjiarui.net/files/2018-11-24-framework-for-building-performance-monitoring-and-data-management.pdf

Automating Closed-Loop Structural Safety Management for Bridge Construction through Multisource Data Integration

Published in Advances in Engineering Software, 2019 cited by count

This paper proposes an integrated framework automates closed-loop management of structural safety during bridge construction.

Recommended citation: Lin, J., Zhang, J., Zhang, X., Hu, Z.* (2019). Automating Closed-Loop Structural Safety Management for Bridge Construction through Multisource Data Integration. Advances in Engineering Software, 128, 152-168. doi: 10.1016/j.advengsoft.2018.11.013 https://www.sciencedirect.com/science/article/pii/S0965997818306689

Visualization of Indoor Thermal Environment on Mobile Devices based on Augmented Reality and Computational Fluid Dynamics

Published in Automation in Construction, 2019 cited by count

This research proposes an approach to AR-based CFD visualization on mobile devices for indoor thermal environment. Comparing to the widely used vtk format, a data compression ratio of 63.4% and a loading time saving ratio of 89.3% are achieved. Source code and test data are available on github.

Recommended citation: Lin, J.*, Cao, J., Zhang, J., van Treeck, C., Frisch, J. (2019). Visualization of Indoor Thermal Environment on Mobile Devices based on Augmented Reality and Computational Fluid Dynamics. Automation in Construction, 103, 26-40. doi: 10.1016/j.autcon.2019.02.007 https://doi.org/10.1016/j.autcon.2019.02.007

Classification and Exemplary BIM Models Development of Design Changes

Published in 2019 Proceedings of the 36th ISARC, 2019 cited by count

This research provides a new method on classifying design changes from an engineers view, and estalished a few exemplary BIM models for validation relevant design change detection methods

Recommended citation: Lin, J.R.*, Zhou, Y.C., Zhang, J.P., Hu, Z.Z. (2019). Classification and Exemplary BIM Models Development of Design Changes. 2019 Proceedings of the 36th ISARC, 122-127. Banff, Alberta, Canada. doi: 10.22260/ISARC2019/0017 https://doi.org/10.22260/ISARC2019/0017

Lifecycle Management of Modular Buildings based on Information and communication Technologies

Published in Report on the Application of ICTs in the Construction Area of China: Developments and Applications in Modular Construction, 2019

This chapter summarizes the features, system architecture, key technologies, and applications of cloud platform for the lifecycle management of modular buildings

Recommended citation: Lin, J.R., Wang, C.Y., Zhou, C., Zhang, J.P., et al. (2019). Lifecycle Management of Modular Buildings based on Information and communication Technologies. Report on the Application of ICTs in the Construction Area of China: Developments and Applications in Modular Construction, 287-320. China Electric Power Press. Beijing, China.

A Review on 3D Spatial Data Analytics for Building Information Models

Published in Archives of Computational Methods in Engineering, 2019 cited by count

This paper provides a systematic review on 3D spatial data analytics for BIM, state-of-the-art, challenges and potential directions are provided

Recommended citation: Zhou, Y.W., Hu, Z.Z., Lin, J.R.*, Zhang, J.P. (2020). A Review on 3D Spatial Data Analytics for Building Information Models. Archives of Computational Methods in Engineering, 27(5), 1449-1463. doi: 10.1016/10.1007/s11831-019-09356-6 https://doi.org/10.1007/s11831-019-09356-6

Workpackage-based Information Modeling for Resource-Constrained Scheduling of Construction Projects

Published in Automation in Construction, 2019 cited by count

This work proposes a workpackage based information modeling approach for resource-constrained scheduling , which covers most of the information requirements for resouce-schedule optimization and is useful for last planner system.

Recommended citation: Wang, H.W., Lin, J.R.*, Zhang, J.P. (2020). Workpackage-based Information Modeling for Resource-Constrained Scheduling of Construction Projects. Automation in Construction, 109, 102958. doi: 10.1016/j.autcon.2019.102958 https://doi.org/10.1016/j.autcon.2019.102958

Automatic MEP Knowledge Acquisition Based on Documents and Natural Language Processing

Published in 36th CIB W78 2019 Conference, 2019

This paper proposes an automatic approach to knowledge graph construction based on NLP and deep learning

Recommended citation: Leng, S., Hu, Z.Z.*, Luo, Z., Zhang, J.P., Lin, J.R. (2019). Automatic MEP Knowledge Acquisition Based on Documents and Natural Language Processing. Proceedings of the 36th CIB W78 2019 Conference, 800-809. Newcastle, United Kingdom. https://linjiarui.net/files/2019-09-18-automatic-mep-knowledge-acquisition-based-on-nlp.pdf

Resource-Constrained Project Scheduling Problem Considering Productivity and Construction Methods

Published in Journal of Tsinghua University (Science & Technology), 2019 cited by count

This research proposes a novel method that considers productivity and construction methods in modeling and solving resource-constrained project problem

Recommended citation: Wang, H., Lin, J.*, Zhang, J. (2020). Resource-Constrained Project Scheduling Problem Considering Productivity and Construction Methods. Journal of Tsinghua University (Science & Technology), 60(3), 271-277. doi: 10.16511/j.cnki.qhdxxb.2019.21.035 http://doi.org/10.16511/j.cnki.qhdxxb.2019.21.035

Automatic Compliance Checking in Building and Construction Area

Published in Journal of Tsinghua University (Science & Technology), 2019 cited by count

This paper reviews state-of-the-art of BIM-based compliance checking, and provides suggestions for future research

Recommended citation: Lin, J.*, Guo J. (2020). Automatic Compliance Checking in Building and Construction Area. Journal of Tsinghua University (Science & Technology), 60(10), 873-879. doi: 10.16511/j.cnki.qhdxxb.2020.25.013 http://doi.org/10.16511/j.cnki.qhdxxb.2020.25.013

Building Information Modeling–based Cyber-Physical Platform for Building Performance Monitoring

Published in International Journal of Distributed Sensor Networks, 2020 cited by count

This research presents a scalable BIM-based cyber-physical platform for building performance monitoring.

Recommended citation: Zhang, Y.Y., Kang, K., Lin, J.R.*, Zhang, J.P., Zhang, Y. (2020). Building Information Modeling–based Cyber-Physical Platform for Building Performance Monitoring. International Journal of Distributed Sensor Networks, 16(2), 1-21. doi: 10.1177/1550147720908170 http://doi.org/10.1177/1550147720908170

Semantic Classification and Hash Code Accelerated Detection of Design Changes in BIM Models

Published in Automation in Construction, 2020 cited by count

This research proposes a semantic classification and hash-code-accelerated detection of design changes in BIM models

Recommended citation: Lin, J.R.*, Zhou, Y.C. (2020). Semantic Classification and Hash Code Accelerated Detection of Design Changes in BIM Models. Automation in Construction, 115, 103212. doi: 10.1016/j.autcon.2020.103212 http://doi.org/10.1016/j.autcon.2020.103212

A Bibliometric Review of Visual Computing in Construction Industry

Published in Visual Computing for Industry, Biomedicine, and Art, 2020 cited by count

This paper conducts a bibliometric review of visual computing techniques including BIM, CV, laser scanning, AR in the construction industry

Recommended citation: Wang, H.W., Hu, Z.Z., Lin, J.R.* (2020). A Bibliometric Review of Visual Computing in Construction Industry. Visual Computing for Industry, Biomedicine, and Art, 3, 14. doi: 10.1186/s42492-020-00050-0 http://doi.org/10.1186/s42492-020-00050-0

A Hybrid Data Mining Method for Tunnel Engineering Based on Real-Time Monitoring Data from Tunnel Boring Machines

Published in IEEE Access, 2020 cited by count

This paper proposes a hybrid data mining method for the safety management of TBM construction

Recommended citation: Leng, S., Lin, J.R., Hu, Z.Z.*, Shen, X. (2020). A Hybrid Data Mining Method for Tunnel Engineering Based on Real-Time Monitoring Data from Tunnel Boring Machines. IEEE Access, 8, 90430-90449. doi: 10.1109/ACCESS.2020.2994115 http://doi.org/10.1109/ACCESS.2020.2994115

Current Status and Trends of BIM in China based on Big Data and Search Engine

Published in Construction Technology, 2020

By analyzing baidu search index of BIM from 2011 to 2019, it is concluded that there exists significant differences of BIM development between different provinces of China, and new strategies to eliminate regional differences, development of BIM software and personnel trainning are suggested

Recommended citation: Lin, J.R.*, Cheng, G.F. (2020). Current Status and Trends of BIM in China based on Big Data and Search Engine. Construction Technology, 49(9), 96-99. doi: 10.7672/sgjs2020090096 http://dx.chinadoi.cn/10.7672/sgjs2020090096

An Agent-based Approach for Modeling Human-robot Collaboration in Bricklaying

Published in 2020 Proceedings of the 37th ISARC, 2020 cited by count

This research proposes an agent-based modeling approach to simulate human-robot collaboration in bricklaying, result shows that communication model and human factors have a significant impact on construction productivity

Recommended citation: Wu, M.H., Lin, J.R.* (2020). An Agent-based Approach for Modeling Human-robot Collaboration in Bricklaying. 2020 Proceedings of the 37th ISARC, 797-804. Kitakyshu, Japan. doi: 10.22260/ISARC2020/0110 https://doi.org/10.22260/ISARC2020/0110

OpenBridgeGraph: Integrating Open Government Data for Bridge Management

Published in 2020 Proceedings of the 37th ISARC, 2020 cited by count

This research investigates how to integrate the bridge information and the environmental data opened by the government based on graph modeling for bridge maintenance

Recommended citation: Lin, J.R.* (2020). OpenBridgeGraph: Integrating Open Government Data for Bridge Management. 2020 Proceedings of the 37th ISARC, 1255-1262. Kitakyshu, Japan. doi: 10.22260/ISARC2020/0172 https://doi.org/10.22260/ISARC2020/0172

Understanding On-Site Inspection of Construction Projects based on Keyword Extraction and Topic Modeling

Published in IEEE Access, 2020 cited by count

This paper proposed a novel text mining approach to identify key concerns and their dynamics of on-site issues based on keyword extraction and topic modeling. With the proposed method, decision-makers could extract key concerns (i.e. categories of on-site issues) and their changes with time. Therefore, a more efficient on-site inspection and data-centric decision-making process is possible.

Recommended citation: Lin, J.R.*, Hu, Z.Z., Li, J.L., Chen, L.M. (2020). Understanding On-Site Inspection of Construction Projects based on Keyword Extraction and Topic Modeling. IEEE Access, 8, 98503-198517. doi: 10.1109/ACCESS.2020.3035214 http://doi.org/10.1109/ACCESS.2020.3035214

Study on the Reliability of Apartment Network System in Tsinghua University

Published in The 11th National Conference on Structural Design Basis and Reliability, 2020

The time-varying reliability of each pipe and the upper and lower bound of system reliability is investigated to improve maintenance strategy

Recommended citation: Zheng, Y.D., Zhang, Y., Lin, J.R. (2020). Study on the Reliability of Apartment Network System in Tsinghua University. Proceedings of the 11th National Conference on Structural Design Basis and Reliability, 107-121. Wuhan University of Technology Press. Wuhan, China. https://linjiarui.net/files/2020-11-06-reliability-of-apartment-pipeline-network-of-tsinghua.pdf

Data Cleaning for Building Performance Monitoring

Published in the 6th National Conference on Building Information Modeling, 2020 cited by count

This research explores how to clean monitoring data of building performance for better data prediction

Recommended citation: Chen, W., Zhang, Y., Lin, J. (2020). Data Cleaning for Building Performance Monitoring. Proceedings of the 6th National Conference on Building Information Modeling, 321-325. China Architecture&Building Press. Taiyuan, China. (in Chinese) https://linjiarui.net/files/2020-11-07-data-cleaning-for-building-performance-monitoring.pdf

Towards Knowledge Graph for Intelligent Regulations such as Fire Protection Codes

Published in the 6th National Conference on Building Information Modeling, 2020 cited by count

This research explores how to use knowledge graph to represent building regulations such as fire protections codes for intelligent search, collision detection and compliance checking

Recommended citation: Lin, J.*, Liao, P. (2020). Towards Knowledge Graph for Intelligent Regulations such as Fire Protection Codes. Proceedings of the 6th National Conference on Building Information Modeling, 74-78. China Architecture&Building Press. Taiyuan, China. (in Chinese) https://linjiarui.net/files/2020-11-07-knowledge-graph-for-intelligent-regulations-such-as-fire-protection-code.pdf

A Framework to Automate Reliability-based Structural Optimization based on Visual Programming and OpenSees

Published in Proceedings of the 8th International Conference on Construction Engineering and Project Management (ICCEPM 2020), 2020 cited by count

This research proposes an approach to generate various design candidates and load samples, run OpenSees simulation, and evaluate structural reliability automatically based on visual programming, which could save lots of model creation and simulation time, enabling exploration of large parameter space

Recommended citation: Lin, J.R.*, Xiao, J., Zhang, Y. (2020). A Framework to Automate Reliability-based Structural Optimization based on Visual Programming and OpenSees Proceedings of the 8th International Conference on Construction Engineering and Project Management (ICCEPM 2020), 225-234. Hong Kong. https://doi.org/10.13140/RG.2.2.23831.73126

Ontology-based Risk Assessment and Solution During Shield Tunnel Construction

Published in Proceedings of the 8th International Conference on Innovative Production and Construction (IPC 2020), 2020 cited by count

This research proposes an ontology-based approach to modeling and sharing risk management knowledge related shield tunnel construction

Recommended citation: Zhou, Y.C., Lin, J.R. (2020). "Ontology-based Risk Assessment and Solution During Shield Tunnel Construction. Proceedings of the 8th International Conference on Innovative Production and Construction (IPC 2020), 167-177. Hong Kong. https://doi.org/10.13140/RG.2.2.17120.84481

A Framework for the Automatic Integration and Diagnosis of Building Energy Consumption Data

Published in Sensors, 2021 cited by count

This paper presents a unified framework for the automatic integration of building energy consumption data from heterogeneous building management systems, and identification of anomalous energy usages

Recommended citation: Yuan, S., Hu, Z.Z., Lin, J.R., Zhang Y.Y.* (2021). A Framework for the Automatic Integration and Diagnosis of Building Energy Consumption Data. Sensors, 21(4), 1395. doi: 10.3390/s21041395 http://doi.org/10.3390/s21041395

Linking Data Model and Formula to Automate KPI Calculation for Building Performance Benchmarking

Published in Energy Reports, 2021 cited by count

This research proposes a framework that links data silos and formula to automate KPI calculation process, enabling performance comparison of buildings based on data with defferent levels of details

Recommended citation: Zhang, Y.Y., Hu, Z.Z., Lin, J.R.*, Zhang J.P. (2021). Linking Data Model and Formula to Automate KPI Calculation for Building Performance Benchmarking. Energy Reports, 7, 1326-1337. doi: 10.1016/j.egyr.2021.02.044 http://doi.org/10.1016/j.egyr.2021.02.044

An Approach to Twinning and Mining Collaborative Network of Construction Projects

Published in Automation in Construction, 2021 cited by count

This reseach proposes an integrated framework for twinning and mining of collaborative networks, hidden patterns such as key players, frequently collaborating users, information flow patterns could be identified, thereby improving efficiency of collaboration and communication

Recommended citation: Lin, J.R.*, Wu D.P. (2021). An Approach to Twinning and Mining Collaborative Network of Construction Projects. Automation in Construction, 125, 103643. doi: 10.1016/j.autcon.2021.103643 http://doi.org/10.1016/j.autcon.2021.103643

Knowledge Extraction and Discovery Based on BIM: A Critical Review and Future Directions

Published in Archives of Computational Methods in Engineering, 2021 cited by count

This paper conducted a systematic review of the current status and future directions of knowledge graph in the construction industry

Recommended citation: Hu, Z.Z.*, Leng, S., Lin, J.R., Li, S.W., Xiao, Y.Q. (2021). Knowledge Extraction and Discovery Based on BIM: A Critical Review and Future Directions. Archives of Computational Methods in Engineering, 29(1), 335-356. doi: 10.1007/s11831-021-09576-9 http://doi.org/10.1007/s11831-021-09576-9

Parameterized FEA Model Generation and Simulation of Underground Structures Based on BIM: A Case Study

Published in Proceedings of the ASCE 2021 International Conference on Computing in Civil Engineering (i3CE 2021), 2021 cited by count

This work proposes an parameterized finite element model generation and simulation method based on visual programming and OpenSees. The proposed method provides an automatic BIM-to-FEA conversion way that can efficiently generate FEA construction simulation models with various working conditions, and realizes a time-saving construction simulation framework based on BIM technology

Recommended citation: Song, S.Y., Lin, J.R.*, Zhou, Y.C., Ding, W.Q. (2021). Parameterized FEA Model Generation and Simulation of Underground Structures Based on BIM: A Case Study. Proceedings of the ASCE 2021 International Conference on Computing in Civil Engineering (i3CE 2021), 408-416. Orlando, Florida, USA. https://doi.org/10.1061/9780784483893.051

Framing and Evaluating the Best Practices of IFC-Based Automated Rule Checking: A Case Study

Published in Buildings, 2021 cited by count

By reviewing recent progresses in ARC, we proposes a framework for the development of ARC systems, aming to achieve proactive bottom-up solutions building upon the requirements and resources of end-users.

Recommended citation: Sobhkhiz, S., Zhou, Y.C., Lin, J.R.*, El-Diraby, T.E. (2021). Framing and Evaluating the Best Practices of IFC-Based Automated Rule Checking: A Case Study. Buildings, 11(10), 456. doi: 10.3390/buildings11100456 https://www.mdpi.com/2075-5309/11/10/456

Automatic Construction of Building Code Graph for Regulation Intelligence

Published in Proceedings of the 2021 International Conference on Construction and Real Estate Management (ICCREM 2021), 2021 cited by count

Tish research proposes a method to automatically collect and formalize building codes and transform them into a knowledge graph representation for regulatory intelligence. By converting regulatory texts into XML-based documents and neo4j graphs based on NLP techniques, it is possible to search relationships and identify potential conflicts between different codes, even design compliance review could be improved with the generated building code graph

Recommended citation: Zhou, Y.C., Lin, J.R.*, She, Z.T. (2021). Automatic Construction of Building Code Graph for Regulation Intelligence. Proceedings of the 2021 International Conference on Construction and Real Estate Management (ICCREM 2021), 248-254. Beijing, China. https://doi.org/10.1061/9780784483848.028

A Data Integration and Simplification Framework for Improving Site Planning and Building Design

Published in IEEE Access, 2021 cited by count

This paper provides a feasible way to integrate planning and design data from different sources to enhance the evaluation and delivery of the results. Validation shows that the proposed method could integrate and visualize multi-source site planning and building design data efficiently, and a seamless database facilitates understanding of planning and design results and improves communication significantly.

Recommended citation: Leng, S., Lin, J.R., Li, S.W., Hu, Z.Z.* (2021). A Data Integration and Simplification Framework for Improving Site Planning and Building Design. IEEE Access, 9, 148845-148861. doi: 10.1109/ACCESS.2021.3124010 http://doi.org/10.1109/ACCESS.2021.3124010

Deep Learning-based Instance Segmentation for Indoor Fire Load Recognition

Published in IEEE Access, 2021 cited by count

This research proposes a computer vision-based method to automatically detect indoor fire loads using deep learning-based instance segmentation; an image dataset of indoor scenes with various fire load instances annotated is also developed. Although instance segmentation has been applied for several years, this is a pioneering research on using it for automated indoor fire load recognition, which paves the foundation to automatic fire load estimation and resilience assessment for the built environment.

Recommended citation: Zhou, Y.C., Hu, Z.Z., Yan, K.X., Lin, J.R.* (2021). Deep Learning-based Instance Segmentation for Indoor Fire Load Recognition. IEEE Access, 9, 148771-148782. doi: 10.1109/ACCESS.2021.3124831 http://doi.org/10.1109/ACCESS.2021.3124831

Data Cleaning for Prediction and its Evaluation of Building Energy Consumption

Published in 2021 Proceedings of the 38th ISARC, 2021 cited by count

This paper proposed a data cleaning method combing threshold and cluster method, an index to evaluate the accuracy improvement on big data prediction was also introduced.

Recommended citation: Zhang, Y.Y, Hu, Z.Z., Lin, J.R., Zhang, J.P.(2021). Data Cleaning for Prediction and its Evaluation of Building Energy Consumption. 2021 Proceedings of the 38th ISARC, 427-434. Dubai, UAE. doi: 10.22260/ISARC2021/0059 https://doi.org/10.22260/ISARC2021/0059

Review on Intelligent Performance Evaluation of Construction Supervisors

Published in Journal of Graphics, 2021 cited by count

This paper systematically reviews state-of-the-art research on intelligent performance evaluation of construction supervisors, and potential future challenges and directions are also presented

Recommended citation: Zheng, W., Lin, J.R.*, Yang, C., Yan, K.X., Cheng, Y. (2021). Review on Intelligent Performance Evaluation of Construction Supervisors. Journal of Graphics, 42(6), 1002-1010. doi: 10.11996/JG.j.2095-302X.2021061002 http://www.txxb.com.cn/EN/10.11996/JG.j.2095-302X.2021061002

Named Entity Recognition for Automatic Compliance Checking

Published in the 7th National Conference on Building Information Modeling, 2021 cited by count

In this work, we developed a few semantic labels and regulatory datasets for automatic compliance checking, with which deep learning-based named entity recognition algorithm based on deep learning is introduced for rule interpretation

Recommended citation: Zhou, Y.C., Zheng, Z., Lin, J.R.*, Yang, Z.Y., Lu, X.Z. (2021). Named Entity Recognition for Automatic Compliance Checking. the 7th National Conference on Building Information Modeling, 469-473. China Architecture&Building Press. Chongqing, China. https://linjiarui.net/files/2021-12-25-NER-for-automatic-compliance-checking.pdf

Data Management Framework for Building Energy Consumption

Published in the 7th National Conference on Building Information Modeling, 2021 cited by count

This research proposes a framework for the management of building energy consumption data, and summarizes required key techniques when developing corresponding platform

Recommended citation: Zhang, Y.Y.*, Hu, Z.Z., Lin, J.R., Zhang, J.P. (2021). Data Management Framework for Building Energy Consumption. the 7th National Conference on Building Information Modeling, 536-540. China Architecture&Building Press. Chongqing, China. https://linjiarui.net/files/2021-12-25-data-management-framework-for-energy-consumption.pdf

Performanced-based Compliance Checking of Fire Protection Design based on Knowledge Graph

Published in the 7th National Conference on Building Information Modeling, 2021 cited by count

This work proposes a performance-based compliance checking method based on knowledge graph, which could infer and generate potential simulation scenarios for automatic checking of performance metrics

Recommended citation: Zheng, Z., Zhou, Y.C., Lin, J.R.*, Huang, K.J., Lu, X.Z. (2021). Performanced-based Compliance Checking of Fire Protection Design based on Knowledge Graph. the 7th National Conference on Building Information Modeling, 474-478. China Architecture&Building Press. Chongqing, China. https://linjiarui.net/files/2021-12-25-performance-based-compliance-checking-based-on-knowledge-graph.pdf

Review on Enabling Information Technology for Intelligent Supervision

Published in the 7th National Conference on Building Information Modeling, 2021 cited by count

This research reviews corresponding enabling information technologies for intelligent supervision, and divided them into different categories according to different tasks involved in construction project supervision

Recommended citation: Lin, C., Cheng, Y., Hu, Z.Z.*, Zhou, H., Lin, J.R., Wang, G.R. (2021). Review on Enabling Information Technology for Intelligent Supervision. the 7th National Conference on Building Information Modeling, 484-488. China Architecture&Building Press. Chongqing, China. https://linjiarui.net/files/2021-12-25-review-on-enabling-information-technology-for-intelligent-supervision.pdf

Rule-based Information Extraction for Mechanical-Electrical-Plumbing-Specific Semantic Web

Published in Automation in Construction, 2022 cited by count

We proposed a rule-based approach for automatic construction of semantic web or knowledge graph related to the MEP domain, both snowball strategy for large-scale corpora collection and methods for named entity recognition and relationship extraction are introduced. The proposed method outperforms existing methods with 40% improvement.

Recommended citation: Wu, L.T, Lin, J.R., Leng, S., Li, J.L., Hu, Z.Z. (2022). Rule-based Information Extraction for Mechanical-Electrical-Plumbing-Specific Semantic Web. Automation in Construction, 135, 104108. doi: 10.1016/j.autcon.2021.104108 http://doi.org/10.1016/j.autcon.2021.104108

How Human-robot Collaboration Impacts Construction Productivity: An Agent-based Multi-fidelity Modeling Approach

Published in Advanced Engineering Informatics, 2022 cited by count

Taken robot-based bricklaying as an example, this research proposes an agent-based multi-fidelity modeling and simulation approach to understand human-robot collaboration (HRC) in construction and its impacts on productivity. The proposed approach is feasible to simulate simulate various scenarios with different workers and robots. Experiments also show that the HRC is complex and proactive interaction could improve construction productivity significantly

Recommended citation: Wu, M.H., Lin, J.R.*, Zhang, X.H. (2022). How Human-robot Collaboration Impacts Construction Productivity: An Agent-based Multi-fidelity Modeling Approach. Advanced Engineering Informatics, 52, 101589. doi: 10.1016/j.aei.2022.101589 http://doi.org/10.1016/j.aei.2022.101589

Digital Twin-Based Investigation of a Building Collapse Accident

Published in Advances in Civil Engineering, 2022 cited by count

In this paper, we propose a novel method for investigation of complex building collapse accidents based on digital twin technology.

Recommended citation: Zheng, Z., Liao, W., Lin, J., Zhou, Y., Zhang, C., Lu, X.* (2022). Digital Twin-Based Investigation of a Building Collapse Accident. Advances in Civil Engineering, 2022, 9568967. doi: 10.1155/2022/9568967 http://doi.org/10.1155/2022/9568967

Exploiting the Power of Human-Robot Collaboration: Coupling and Scale Effects in Bricklaying

Published in ICRA Workshop 2022, 2022 cited by count

This pioneer research introduces an agent-based modeling approach to investigate the coupling effect and scale effect of HRC in the bricklaying process, and can be taken as a stepstone for developing and evaluating new robots, optimizing HRC processes, and even training future industrial workers in the construction industry.

Recommended citation: Lin, J.R.*, Wu, M. (2022). Exploiting the Power of Human-Robot Collaboration: Coupling and Scale Effects in Bricklaying. ICRA Workshop 2022, May 23, 2022, Philadelphia, United States. doi: 10.13140/RG.2.2.15951.15522 http://doi.org/10.13140/RG.2.2.15951.15522

Pretrained Domain-Specific Language Model for Natural Language Processing Tasks in the AEC Domain

Published in Computers in Industry, 2022 cited by count

This research develops the first domain corpora and proposes the first domain-specific pretrained language model for AEC, experiments showed that the proposed model outperforms existing methods in all typical NLP tasks, with maximum improvements of 8.1% in the F1-score.

Recommended citation: Zheng, Z., Lu, X.Z., Chen, K.Y., Zhou, Y.C., Lin, J.R.* (2022). Pretrained Domain-Specific Language Model for Natural Language Processing Tasks in the AEC Domain. Computers in Industry, 142, 103733. doi: 10.1016/j.compind.2022.103733 http://doi.org/10.1016/j.compind.2022.103733

Disaster Tweets Classification Method based on Pretrained BERT Model

Published in Journal of Graphics, 2022 cited by count

this study constructed a text classification model based on pretrained BERT model, which outperforms the traditional Naive Bayesian classification model and the common fine-tuning model, with the recognition rate up to 85%

Recommended citation: Lin, J.R.*, Cheng, Z.G., Han, Y., Yin, Y.P. (2022). Disaster Tweets Classification Method based on Pretrained BERT Model. Journal of Graphics, 43(3), 530-536. doi: 10.11996/JG.j.2095-302X.2022030530 http://www.txxb.com.cn/EN/10.11996/JG.j.2095-302X.2022030530

Integrating NLP and Context-Free Grammar for Complex Rule Interpretation towards Automated Compliance Checking

Published in Computers in Industry, 2022 cited by count

This research integrates natural language processing (NLP) and context-free grammar (CFG) to propose a novel generalized rule interpretation approach, which outperforms the state-of-the-art methods and achieves 99.6% and 91.0% accuracies for parsing single- and multi-requirement sentences. This research also publishes the first regulation dataset for future exploration, validation, and benchmarking in the ARC area

Recommended citation: Zheng, Z., Zhou, Y.C., Lin, J.R.*, Lu, X.Z. (2022). Integrating NLP and Context-Free Grammar for Complex Rule Interpretation towards Automated Compliance Checking. Computers in Industry, 142, 103746. doi: 10.1016/j.compind.2022.103746 http://doi.org/10.1016/j.compind.2022.103746

SODA: A Large-scale Open Site Object Detection Dataset for Deep Learning in Construction

Published in Automation in Construction, 2022 cited by count

We developed and opened a new large-scale image dataset called Site Object Detection dAtaset (SODA) for construction, which contains 15 object classes and more than 20,000 images. Analysis shows that the dataset is well developed in terms of diversity and volume and improves the performance of YOLO to a maximum mAP of 81.47%

Recommended citation: Duan, R., Deng, H., Tian, M., Deng, Y.C., Lin, J.R. (2022). SODA: A Large-scale Open Site Object Detection Dataset for Deep Learning in Construction. Automation in Construction, 142, 104499. doi: 10.1016/j.autcon.2022.104499 http://doi.org/10.1016/j.autcon.2022.104499

Knowledge-Informed Semantic Alignment and Rule Interpretation for Automated Compliance Checking

Published in Automation in Construction, 2022 cited by count

We proposed a knowledge-informed approach to bridge the semantic gaps between regulatory documents and design models for automated compliance checking, enabling interpretation and reasoning of complex rules with implicit properties and high-order logic descriptions. The proposed approach achieves a 90.1% accuracy and substantially outperforms the commonly used keyword matching method, and boosts the performance of rule interpretation by 5 times

Recommended citation: Zheng, Z., Zhou, Y.C., Lu, X.Z., Lin, J.R.* (2022). Knowledge-Informed Semantic Alignment and Rule Interpretation for Automated Compliance Checking. Automation in Construction, 142, 104524. doi: 10.1016/j.autcon.2022.104524 http://doi.org/10.1016/j.autcon.2022.104524

Transforming Knowledge Management in the Construction Industry through Information and Communications Technology: A 15-year Review

Published in Automation in Construction, 2022 cited by count

In this research, we conducted a comprehensive review of the development of knowledge management in the construction industry as information and communication technology evlves in the past fifteen years, and potential directions and challenges both from the research and practice perspectives are discussed

Recommended citation: Deng, H., Xu, Y.W., Deng, Y.C., Lin, J.R. (2022). Transforming Knowledge Management in the Construction Industry through Information and Communications Technology: A 15-year Review. Automation in Construction, 142, 104530. doi: 10.1016/j.autcon.2022.104530 http://doi.org/10.1016/j.autcon.2022.104530

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