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Ontology and knowledge graph-based product data representation for sustainable buildings: A case of data integration and digital product passport
Jönköping University, School of Engineering, JTH, Construction Engineering and Lighting Science.ORCID iD: 0000-0002-9164-6485
2024 (English)Doctoral thesis, comprehensive summary (Other academic)
Sustainable development
00. Sustainable Development, 9. Industry, innovation and infrastructure
Abstract [en]

With the growing adoption of Building Information Modeling (BIM) in the architecture, engineering, and construction (AEC) industry, product providers are increasingly required to distribute their product specifications in digital models. Currently, proprietary formats, such as BIM objects supplemented by PDF documents, are predominantly used. However, these formats do not support flexible automated product searches and data integration. By semantically representing product data using ontologies and global standards, stakeholders can more efficiently search, integrate, and utilize product information across different platforms and tools, leading to improved collaboration, reduced errors, and enhanced decision-making throughout the product lifecycle.

This study explores the use of semantic web technologies for product data integration. In the semantic web domain, ontologies are vital for facilitating data integration and sharing. Recognizing the industry’s significant impact on resource consumption and waste production, this study aims to design a digital product passport (DPP) based on ontology and knowledge graphs. The DPP will serve as a comprehensive digital record of a product’s entire lifecycle to promote the shift towards a more sustainable, circular economy model.

The design science research (DSR) methodology is employed to develop and evaluate the DPP ontology and the associated method for product data integration. A modular ontological approach was adopted to systematically capture lifecycle information of products from origin to end-of-life to ensure the interoperability and reusability of the DPP ontology.

The research results include the development of reusable ontology modules to model DPPs for various use cases and a method that can be used for automated product search and integration in BIM platforms. The research outcome demonstrates the feasibility of using semantic web technologies and modular ontologies to manage complex product information to promote more sustainable management practices in the built environment sector.

Abstract [sv]

Den ökande användningen av byggnadsinformationsmodellering (BIM) ökar kraven på att produktleverantörer tillgängliggör sin produktdata digitalt. För närvarande används främst proprietära format som BIM-objekt och PDF-dokument. Dessa format stödjer inte automatiserad produktsökning och dataintegration. Genom att representera produktdata med hjälp av ontologier och globala standarder kan aktörerna i byggindustrin effektivt söka, integrera och använda produktinformation över olika plattformar och verktyg, vilket leder till förbättrat samarbete, minskat antal fel och förbättrat beslutsfattande under produktens livscykel.

Denna studie utforskar användningen av semantisk webbteknologi för produktdataintegration. Inom den semantiska webbdomänen är ontologier avgörande för att underlätta dataintegration och interoperabilitet. Då byggbranschen har en betydande inverkan på resursförbrukning och avfallsproduktion syftar studien också till att utforma ontologi- och kunskapsgrafbaserade digitala produktpass (DPP), som fungerar som heltäckande digitala register över en produkts hela livscykel, för att stödja övergången mot en mer hållbar, cirkulär ekonomimodell.

Forskningsmetodiken Design science research (DSR) har använts för att utveckla och utvärdera DPP-ontologin och den associerade metoden för produktdataintegration. En modulär ontologimodelleringsmetodik har använts för att systematiskt fånga livscykelinformation för produkter och säkerställa interoperabilitet och återanvändbarhet för DPP-ontologin.

Forskningen har resulterat i utvecklingen av återanvändbara ontologimoduler för att modellera DPP för olika användningsfall och en metod som kan användas för automatiserad produktsökning ochintegration i BIM-plattformar. Forskningens resultat visar hur semantiska webbteknologier och modulära ontologier kan användas för att hantera komplex produktinformation med målet att utveckla en mer hållbar bebyggda miljön.

Place, publisher, year, edition, pages
Jönköping: Jönköping University, School of Engineering , 2024. , p. 126
Series
JTH Dissertation Series ; 090
Keywords [en]
BIM, Information requirements, Product data, Semantic web technologies, Ontology, Knowledge graphs, Design science
Keywords [sv]
BIM, Informationskrav, Produktdata, Semantiska webbteknologi, Ontologi, Kunskapsgrafer, Designvetenskap
National Category
Construction Management Computer Sciences
Identifiers
URN: urn:nbn:se:hj:diva-65950ISBN: 978-91-89785-13-7 (print)ISBN: 978-91-89785-14-4 (electronic)OAI: oai:DiVA.org:hj-65950DiVA, id: diva2:1889458
Public defence
2024-09-20, Gjuterisalen, E1405, School of Engineering, Jönköping, 09:00 (English)
Opponent
Supervisors
Funder
Knowledge FoundationVinnovaAvailable from: 2024-08-15 Created: 2024-08-15 Last updated: 2024-08-15Bibliographically approved
List of papers
1. Semantic web for information exchange between the building and manufacturing industries: a literature review
Open this publication in new window or tab >>Semantic web for information exchange between the building and manufacturing industries: a literature review
2020 (English)In: Proceedings of the 37th International Conference of CIB W78, Sao Paulo - online, Brazil, 18-20 August, 2020, p. 248-265Conference paper, Published paper (Refereed)
Abstract [en]

Easy and solid information exchange constitutes an important part in BIM-based projects. To conduct reliable simulations and optimizations, information about products, such as luminaries, windows, doors, etc., need to be provided by the manufacturing industries to the building designers at the early design stage. Several studies and ongoing researches presented the Semantic Web (SW) and Linked Data (LD) technologies as an interoperable and flexible approach for providing product information from the manufacturers during the design and construction stage as well as gathering consumers data to the manufacturers during the operation stage. A systematic literature review has been conducted to investigate benefits and limitations of using the SW and LD technologies for developing product data templates for information exchanges between the building and product manufacturing industries in comparison with the conventional approach of information ex-changes using the openBIM standards. Results show that SW and LD could apport considerable benefits to the information exchange in the building sector. Moreover, SW and LD technologies enable the sharing of products’ information from manufacturers to designers who can search product information, compare different products and take informed design decisions during the very beginning of the design process.

Series
CIB W78, ISSN 2706-6568 ; 018
Keywords
Product Data Template, Semantic Web, Information Exchange
National Category
Building Technologies
Identifiers
urn:nbn:se:hj:diva-50965 (URN)10.46421/2706-6568.37.2020.paper018 (DOI)
Conference
37th International Conference of CIB W78, Sao Paulo - online, Brazil, 18-20 August
Available from: 2020-11-11 Created: 2020-11-11 Last updated: 2024-08-15Bibliographically approved
2. Integration of manufacturers' product data in BIM platforms using semantic web technologies
Open this publication in new window or tab >>Integration of manufacturers' product data in BIM platforms using semantic web technologies
2022 (English)In: Automation in Construction, ISSN 0926-5805, E-ISSN 1872-7891, Vol. 144, article id 104630Article in journal (Refereed) Published
Abstract [en]

As building information modeling (BIM) gains popularity in the architecture, engineering, and construction (AEC) industry, manufacturers are required to distribute their product specifications in digital product models. Currently, manufacturers mainly employ proprietary formats, such as BIM objects supplemented by PDF documents to represent their product data descriptions. However, these formats do not support flexible automated product search and data integration. This paperdescribes the use of Semantic Web technologies in combination with BIM-based visual programming language (VPL) to automatically integrate product data from external databases. To facilitate data integration, we introduced a method to semantically represent product data linked with the CEN/TS 17623:2021 standard using ontologies in web ontology language (OWL). The study has focused on the use case of a manufacturer of lighting products. Results show that building designers are able to execute a more efficient product search that satisfies their query requirements and returns suitable products of their choice from the manufacturer's database based on their requests. This approach eliminates the time-consuming and error-prone process of manually entering product data into BIM software.

Place, publisher, year, edition, pages
Elsevier, 2022
Keywords
BIM, Information exchange, Product Data, Semantic Web technologies, Linked Data, Dynamo, Visual programming language, Standards
National Category
Building Technologies Language Technology (Computational Linguistics)
Identifiers
urn:nbn:se:hj:diva-56002 (URN)10.1016/j.autcon.2022.104630 (DOI)000878542300002 ()2-s2.0-85140790514 (Scopus ID)HOA;;1642671 (Local ID)HOA;;1642671 (Archive number)HOA;;1642671 (OAI)
Note

Included in thesis in manuscript form.

Available from: 2022-03-07 Created: 2022-03-07 Last updated: 2024-08-15Bibliographically approved
3. Circular economy in the built environment: a framework for implementing digital product passports with knowledge graphs
Open this publication in new window or tab >>Circular economy in the built environment: a framework for implementing digital product passports with knowledge graphs
2023 (English)In: Proceedings of the 2023 European Conference on Computing in Construction and the 40th International CIB W78 Conference, European Council on Computing in Construction , 2023Conference paper, Published paper (Refereed)
Abstract [en]

The built environment is heavily dependent on wasteful linear economic models and needs to transition to the circular economy (CE). One of the key enablers of CE is Digital Product Passports (DPPs). However, determining the necessary information and selecting suitable technologies remains to be challenging in practical implementations. This research aims to present a framework for implementing DPPs using Knowledge Graphs (KGs). A literature review was conducted to identify the key components of the framework. The result shows that the key elements encompass use cases identification, data collection, modelling, integration, governance, access and querying, and maintenance and updating.

Place, publisher, year, edition, pages
European Council on Computing in Construction, 2023
Keywords
Knowledge Graphs, Digital Product Passport, Circular Economy
National Category
Civil Engineering Computer Sciences
Identifiers
urn:nbn:se:hj:diva-62179 (URN)10.35490/EC3.2023.245 (DOI)2-s2.0-85177183715 (Scopus ID)978-0-701702-73-1 (ISBN)
Conference
2023 European Conference on Computing in Construction and the 40th International CIB W78 Conference, Crete, Greece, 10-12 July, 2023
Available from: 2023-08-17 Created: 2023-08-17 Last updated: 2024-08-15Bibliographically approved
4. A modular ontology modeling approach to developing digital product passports to promote circular economy in the built environment
Open this publication in new window or tab >>A modular ontology modeling approach to developing digital product passports to promote circular economy in the built environment
2024 (English)In: Sustainable Production and Consumption, ISSN 2352-5509, Vol. 48, p. 248-268Article in journal (Refereed) Published
Abstract [en]

The significant impact of the built environment on resource consumption and waste production has led to calls for a shift towards a circular economy model that maximizes the efficient use of resources. This study explores the use of digital product passports (DPPs) to improve how we manage products throughout their lifecycle. However, dealing with the complexity and large volume of data in DPPs can be challenging in terms of effective information management and utilization. We address this issue by adopting a modular ontological approach to systematically capture product lifecycle information from its origin to its end-of-life phase. To ensure interoperability and reusability of the ontology, we annotate key concepts and relationships using International Organization for Standardization (ISO) standards that promote circular economy. Our research led to the development of several ontology modules derived from literature reviews and interviews conducted with industry and academia experts who specialize in sustainability. These modules were then integrated to create a digital product passport ontology. The study demonstrates the feasibility of using a modular ontology approach to manage the complex information inherent in DPPs paving the way for more sustainable management practices in the built environment sector. 

Place, publisher, year, edition, pages
Elsevier, 2024
Keywords
Built environment, Circular economy, Digital product passports, Information requirements, Modular ontology, Ontology design pattern, Information management, Life cycle, Product design, Reusability, Sustainable development, Design Patterns, Digital product passport, Digital products, Information requirement, Modular ontologies, Ontology design, Ontology's, Ontology
National Category
Civil Engineering Computer Sciences
Identifiers
urn:nbn:se:hj:diva-64726 (URN)10.1016/j.spc.2024.05.007 (DOI)001248707500001 ()2-s2.0-85194587124 (Scopus ID)HOA;;955018 (Local ID)HOA;;955018 (Archive number)HOA;;955018 (OAI)
Funder
Vinnova
Available from: 2024-06-07 Created: 2024-06-07 Last updated: 2024-08-15Bibliographically approved
5. Semantic interoperability using ontologies and standards for building product properties
Open this publication in new window or tab >>Semantic interoperability using ontologies and standards for building product properties
2024 (English)In: LDAC 2024, Linked Data in Architecture and Construction: Proceedings of the 12th Linked Data in Architecture and Construction Workshop, Bochum, Germany, June 13-14, 2024 / [ed] Pieter Pauwels, María Poveda-Villalón & Walter Terkaj, CEUR-WS , 2024, p. 23-35Conference paper, Published paper (Refereed)
Abstract [en]

Both standards and ontologies are among the important components to realize the vision of BIM (Building Information Modeling). They provide a community consensus for interpretation, communication and interoperability of building data. This consensus is pivotal in enabling diverse stakeholders and systems to seamlessly collaborate and share data across the entire building life cycle. In this paper we describe the development of ontologies for building product properties, aligning with standards, and demonstrate their usage in achieving semantic interoperability. First, a top-domain ontology, BPPO (Buiding Product Property Ontology), is developed for building product properties. This top-domain ontology is used to guide the development of domain ontologies for properties in different categories of products or groups of product categories. Subsequently, a domain ontology, LPPO (Lighting Product Property Ontology), is built for lighting product properties, with guidance from BPPO, in this work. The ontological terminologies of both BPPO and LPPO are aligned with the standards set forth by the BIM community. Furthermore, the ontologies have been used in an application to support and enhance the interoperability between the manufacturer’s product database and the BIM platform.

Place, publisher, year, edition, pages
CEUR-WS, 2024
Series
CEUR Workshop Proceedings, ISSN 1613-0073
Keywords
Ontology, Standard, Semantic Interoperability, BIM, Product Properties
National Category
Computer Sciences Construction Management
Identifiers
urn:nbn:se:hj:diva-65182 (URN)
Conference
12th Linked Data in Architecture and Construction Workshop, Bochum, Germany, June 13-14, 2024
Projects
Manufactured products’ information provision for light environments (MAP4Light)Prototype for products’ information flow (ProFlow)
Funder
Knowledge FoundationVinnova
Available from: 2024-06-20 Created: 2024-06-20 Last updated: 2024-08-15Bibliographically approved

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Kebede, Rahel Zeleke

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