Machine learning and BIM visualization for maintenance issue classification and enhanced data collection

McArthur, J.J.; Shahbazi, Nima; Fok, Ricky; Raghubar, Christopher; Bortoluzzi, Brandon; An, Aijun

doi:10.1016/j.aei.2018.06.007

Cited by 82 publications

(51 citation statements)

References 27 publications

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“…Other attempts focused on developing automated approaches to define possible causes and retrieve related information to facilitate the process of HVAC troubleshooting [75,76]. Other automated approaches focused on providing FM teams with visualizations of the work order categories to enhance the work order execution process [77], and to schedule FM work orders [78] to help prioritize assignment of maintenance activities.…”

Section: Category: Maintenance Managementmentioning

confidence: 99%

Building information modeling for facilities management: A literature review and future research directions

Matarneh¹,

Danso-Amoako²,

Al-Bizri³

et al. 2019

Journal of Building Engineering

123

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Section: Category: Maintenance Managementmentioning

confidence: 99%

Building information modeling for facilities management: A literature review and future research directions

Matarneh¹,

Danso-Amoako²,

Al-Bizri³

et al. 2019

Journal of Building Engineering

123

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“…The remaining articles adopted different attitudes like conducting precise steps for integration of the required BIM-FM information for owners’ need, improving indoor navigation, refurbishment goals, using BIM for management of electrical, plumbing, and mechanical systems in a various way such as multi-scale BIM model, using BIM Perspective Definition (BPD) to increase reusability in systems, using mobile automated BIM-FM systems for solving problems related to transferring data and Improving task efficiency in FM process [ 120 , 121 , 122 , 123 , 124 , 125 , 126 , 127 , 128 , 129 ]. Moreover, interoperability challenges in the FM process solved by researchers by connecting BIM elements and FM information [ 130 , 131 ].…”

Section: Content Analysismentioning

confidence: 99%

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

Panah

Kioumarsi

2021

Sensors

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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.

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“…Chan and Tsai developed a question-answering dialogue system for emergency operations through named entity recognition (NER) and question classification (QC) [47]. McArthur et al used supervised machine learning models to perform the classification for work orders generated from occupant complaints [48]. Although chatbots have been widely used in different fields, implementing it into facility management applications has rarely been discussed.…”

Section: Conversation-based Information Delivery System In Variuos Fieldsmentioning

confidence: 99%

Conversation-Based Information Delivery Method for Facility Management

Chen

Tsai

2021

Sensors

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Facility management platforms are widely used in the facility maintenance phase of the building life cycle. However, a large amount of complex building information affects facility managers’ efficiency and user experience in retrieving specific information on the facility management platform. Therefore, this research aims to develop a conversation-based method to improve the efficiency and user experience of facility management information delivery. The proposed method contains four major modules: decision mechanism, equipment dataset, intent analysis, and knowledge base. A chatbot prototype was developed based on the proposed method. The prototype was then validated through a feasibility test and field test at the Shulin Arts Comprehensive Administration Building in Taiwan. The results showed that the proposed method changes the traditional information delivery between users and the facility management platform. By integrating natural language processing (NLP), building information modelling (BIM), and ontological techniques, the proposed method can increase the efficiency of FM information retrieval.

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Machine learning and BIM visualization for maintenance issue classification and enhanced data collection

Cited by 82 publications

References 27 publications

Building information modeling for facilities management: A literature review and future research directions

Building information modeling for facilities management: A literature review and future research directions

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

Conversation-Based Information Delivery Method for Facility Management

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