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Requirements, opportunities and barriers
connected to implementations of a common
conceptual framework for spatial information in
different domains
Knut Jetlund
Norwegian University of Science and Technology
Norwegian Public Roads Administration
knut.jetlund@vegvesen.no
Twitter: @Jetgeo
LinkedIn: https://www.linkedin.com/in/knut-jetlund/
Photo: Werner Harstad, Statens vegvesen
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Breaking down the subject
«Requirements, opportunities and barriers connected to
implementations of a common conceptual framework for
spatial information in different domains»
• What is a conceptual framework, and why do we need it?
• What is special with a conceptual framework for spatial
information?
• Which domains are relevant for a common conceptual
framework for spatial information?
• Opportunities, barriers and requirements connected to
implementation
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Conceptual framework
Jabareen, Y. (2009):
“… a network … of interlinked concepts that
together provide a comprehensive understanding
of a phenomenon or phenomena”
Emans, R. (1970):
«a statement of central concepts and of the system
for organizing thinking about a complex
phenomena.»
Kresse, W., D. M. Danko and K. Fadaie (2012):
“a frame of concepts, ideas, terms, definitions, and
the interdependence between those.”
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Building blocks in a conceptual framework
ISO 19101-1:2014 Geographic Information — Reference model — Part 1: Fundamentals.
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• Semantic
• Syntactic
• Services
ISO 19101-1:2014
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• BIM – for AR and navigation inside the
Louvre and the Eiffel Tower
• Where is the Mona Lisa?
• Where are the steps?
• ITS and Smart Cities
• Where to drive and park
• Metro lines and schedules
• Meteorology
• The Louvre or the Eiffel Tower today?
• Social media
• Share the experience!
Other domains where spatial is a part
(examples)
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Everything happens somewhere…
Example from Lifecycle Assessment : Production and use of concrete
…and where it
happens matter!
Vardeman et al. 2017
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“The key problem lies in the
integration of data coming
from different sources in
different formats.”
Beetz, et al. (2020).
Enabling an Ecosystem of Digital Twins.
An ecosystem of digital twins
“The integration of multiple digital twins allows the creation of
an ecosystem of digital twins.“
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The British National Digital Twin
Hetherington, J. and M. West (2020).
The pathway towards an Information Management Framework. A ‘Commons’ for Digital Built Britain, Digital Built Britain.
“…requires information to be compatible
across the built and natural
environment, presented in consistent
formats to allow for sharing and
integration between different digital
twins.”
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“The integration of multiple digital twins allows the creation of
an ecosystem of digital twins.“
Evans, S., C. Savian, a. Burns and C. Cooper (2019).
Digital twins for the built environment.
“Long-term we’ll need interoperability
between digital twins, facilitated through a
common language and standards and a
robust governance framework.”
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A common conceptual framework for
spatial information
• Common generic concepts and their relations - semantics
– Generic spatial concepts, their representations, and mathematical descriptions
• Common use of languages for describing and implementing
concepts and data - syntactics
• Common generic concepts for services
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Spatial concepts in a common framework
for spatial information
• Location referencing – «where»
– Different levels of complexity
and accuracy
• Geometry – shape and extent
– Different levels of complexity
• Spatial relations – topology
• Spatial operations
– Intersects, buffer etc.
Photo: Knut Opeide, Statens vegvesen
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Opportunities
Photo: Anja Kristin Bakken, Statens vegvesen
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Opportunities
Integrated digital twins based on a
common conceptual framework
• More information accessible for all
– Compabillity and accessibillity
• Interpret and use data correctly
– Understanding
• Collect data once, use many times, by many
• Improved quality and consistency
– Share and improve data
• Combine information and gain new
knowledge
• Better informed decissions
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Photo: Anja Kristin Bakken, Statens vegvesen
Evans, S., C. Savian, a. Burns and C. Cooper (2019).
Digital twins for the built environment.
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“… give access to integrated data,
updated regularly, making information
visible that is currently unknown.
… the basis for better-informed
decisions that will lead to improved
outcomes and overall better quality
of life.”
Beetz, et al. (2020).
Enabling an Ecosystem of Digital Twins.
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Hetherington, J. and M. West (2020).
The pathway towards an Information Management Framework. A ‘Commons’ for Digital Built Britain, Digital Built Britain.
“… could provide insights that enable
investment and/or changes to
increase infrastructure resilience,
reduce disruption and delays,
optimise our use of resources and
boost quality of life for citizens.”
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Hubertus, P. et al. (2019). The Benefits of a Common Map Data Standard for Autonomous Driving.
• Data compatibility
• Ease of access
• Increased data quality
• Improved consistency of data
• Increased road safety
“When cars can communicate with each other
regardless of make, model or origin,
accidents can be prevented, our roads become
safer and everyone benefits, whether you
are a driver, passenger, cyclist or pedestrian.”
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Barriers
Photo: Anja Kristin Bakken, Statens vegvesen
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General barriers to
IT implementation
Stewart et al., 2004
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Classification of barriers
• Beatty and Gordon, 1988
– Structural, human and
technical
• Bond and Houston, 2003
– Technology and market,
strategy and structure,
social and cultural
• Bernhardsen 1992
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A fundamental barrier may
also be an opprotunity
• Existing applications and systems
– In each domain or more fragmented
– Con: Why change if it’s working within
the scope of the domain?
– Pro: Technological mature organizations
and persons
https://www.redbubble.com/
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Strategy and structure barriers
• Industry and organization
stakeholders:
– Standardization organizations,
software vendors, constructor clients,
constructors, consultants …
• Awareness and relation to the
world outside of the domain silo
– Understanding the benefits of
integration
– Willingness to adapt and invest in
integration
– Agree on a common
framework
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Social and cultural barriers
• Standardization experts,
developers and users
– High expertice within each domain
– Much effort put into the development of
optimized domain-specific frameworks.
– Willingness to adapt to other domains
• Agreeing on a common framework
– Different cultures and technologies
– Cooperation across domains
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Technical barriers
• The framework
– Flexibility for adaption in different technologies
• Existing applications and systems
– Flexibility for for adapting to change
• Domain-specific concepts
– Specific domains need specific
representations of the real world
• Geometry and location referencing
– How common can a framework be?
https://store.forskerfabrikken.no/
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Requirements
Photo: Silje Drevdal, Statens vegvesen
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Structural and human requirements
- Strategies to overcome barriers
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• Look across domain borders
– Understand the value of shared
information
• Culture for adapting to change
• Willingness to invest for integration
Stewart et al., 2004
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Hetherington, J. and M. West (2020)
Gilbert, T. et al. (2020)
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Hubertus, P. et al. (2019)
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Technical requirements for the
framework
• Content
– Semantic and syntactic
• Spatial concepts
– Common services – query from
multiple sources
• Must be proved useful
– Prototype implementations
• Generic and independent of
implementation technology
– General IT technology, not domain-
specific
https://store.forskerfabrikken.no/
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Generic technologies
“The main goal of the short term is to move from bespoke solutions and
technology to technologies and solutions that are scalable, widely adopted
and work in a broad range of tools.”
buildingSMART International (2020).
Technical Roadmap buildingSMART - Getting ready for the future
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Wrapping up
Photo: Tomas Rolland, Statens vegvesen
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Discussion
• Given the barriers, can a common conceptual
framework for spatial information be established and
implemented for use across multiple domains?
– Depends on the organizations
– Semantic web technologies
• Opportunities now
– Established joint work on standardization
– Planned modernization of core standards
– ITS and Smart Cities will push the integration of information
from multiple sources
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Concluding remarks
• Authority organizations like the NPRA have a multi-
domain responsibility.
– Will depend upon an ecosystem of digital twins
– Need to set requirements for software and specifications
• Software vendors have a key role
– Are they willing to look outside domain silos and invest in
integration?
Hetherington, J. and M. West (2020)
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• Beatty, CA, and Gordon, JRM, 1988. Barriers To The Implementation Of CAD/CAM Systems. Sloan Management Review, 29 (4):25.
• Beetz, J, van Berlo, L, Borrman, nA, et al., 2020. Enabling an Ecosystem of Digital Twins. A buildingSMART International Positioning Paper.
https://www.buildingsmart.org/wp-content/uploads/2020/05/Enabling-Digital-Twins-Positioning-Paper-Final.pdf.
• Bernhardsen, T, 1992. Geographic information systems. Arendal: Viak IT.
• Boje, C, Guerriero, A, Kubicki, S, et al., 2020. Towards a semantic Construction Digital Twin: Directions for future research. Automation in Construction,
114:103179, doi: 10.1016/j.autcon.2020.103179.
• Bond, EU, and Houston, MB, 2003. Barriers to Matching New Technologies and Market Opportunities in Established Firms. Journal of Product Innovation
Management, 20 (2):120-135, doi: 10.1111/1540-5885.2002005.
• buildingSMART International, 2020. Technical Roadmap buildingSMART - Getting ready for the future.
• Emans, R, 1970. A Schema for the Classification of Conceptual Frameworks Involving Reading. Journal of Literacy Research, 3 (2):15-21.
• Evans, S, Savian, C, Burns, a, et al., 2019. Digital twins for the built environment. https://www.theiet.org/media/4719/digital-twins-for-the-built-
environment.pdf.
• Gilbert, T, Rönsdorf, C, Plume, J, et al., 2020. Built environment data standards and their integration: an analysis of IFC, CityGML and LandInfra. Open
Geospatial Consortium: Wayland, MA, USA, buildingSMART International: London, UK,, https://www.ogc.org/docs/discussion-papers.
• Hetherington, J, and West, M, 2020. The pathway towards an Information ManagementFramework. A ‘Commons’ for Digital Built Britain. Digital Built
Britain.
• Hubertus, P, Schleicher, M, Klebert, F, et al., 2019. The Benefits of a Common Map Data Standard for Autonomous Driving. Navigation Data Standard
e. V.,.
• IEC, 2019. Semantic interoperability: challenges in the digital transformation age. International Electrotechnical Commission,
https://basecamp.iec.ch/download/iec-white-paper-semantic-interoperability-challenges-in-the-digital-transformation-age-en/.
• ISO/TC 211, 2014. ISO 19101-1:2014 Geographic Information — Reference model — Part 1: Fundamentals.
• Jabareen, Y, 2009. Building a Conceptual Framework: Philosophy, Definitions, and Procedure. International Journal of Qualitative Methods, 8 (4):49-62,
doi: 10.1177/160940690900800406.
• Kresse, W, Danko, DM, and Fadaie, K, 2012. Standardization. In Springer Handbook of Geographic Information, edited by Kresse and Danko, 245-271.
Berlin, Heidelberg: Springer Berlin Heidelberg.
• Liu, S, Xie, B, Tivendal, L, et al., 2015. Critical barriers to BIM implementation in the AEC industry. International Journal of Marketing Studies, 7 (6):162.
• Stewart, RA, Mohamed, S, and Marosszeky, M, 2004. An empirical investigation into the link between information technology implementation barriers and
coping strategies in the Australian construction industry. Construction Innovation, 4 (3):155-171, doi: 10.1108/14714170410815079.
• Tao, F, Cheng, J, Qi, Q, et al., 2018. Digital twin-driven product design, manufacturing and service with big data. The International Journal of Advanced
Manufacturing Technology, 94 (9-12):3563-3576, doi: 10.1007/s00170-017-0233-1.
• Vardeman, I, Charles, F, Krisnadhi, AA, et al., 2017. An Ontology Design Pattern and its use case for modeling material transformation. Semantic Web, 8
(5):719-731.
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Knut Jetlund
Norwegian University of Science and Technology
Norwegian Public Roads Administration
knut.jetlund@vegvesen.no
Twitter: @Jetgeo
LinkedIn: https://www.linkedin.com/in/knut-jetlund/
Thank you!
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Trial lecture

  • 1. Requirements, opportunities and barriers connected to implementations of a common conceptual framework for spatial information in different domains Knut Jetlund Norwegian University of Science and Technology Norwegian Public Roads Administration knut.jetlund@vegvesen.no Twitter: @Jetgeo LinkedIn: https://www.linkedin.com/in/knut-jetlund/ Photo: Werner Harstad, Statens vegvesen 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 2. Breaking down the subject «Requirements, opportunities and barriers connected to implementations of a common conceptual framework for spatial information in different domains» • What is a conceptual framework, and why do we need it? • What is special with a conceptual framework for spatial information? • Which domains are relevant for a common conceptual framework for spatial information? • Opportunities, barriers and requirements connected to implementation 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 3. Conceptual framework Jabareen, Y. (2009): “… a network … of interlinked concepts that together provide a comprehensive understanding of a phenomenon or phenomena” Emans, R. (1970): «a statement of central concepts and of the system for organizing thinking about a complex phenomena.» Kresse, W., D. M. Danko and K. Fadaie (2012): “a frame of concepts, ideas, terms, definitions, and the interdependence between those.” 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 4. Building blocks in a conceptual framework ISO 19101-1:2014 Geographic Information — Reference model — Part 1: Fundamentals. 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 5. 5 • Semantic • Syntactic • Services ISO 19101-1:2014 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 6. 6 • BIM – for AR and navigation inside the Louvre and the Eiffel Tower • Where is the Mona Lisa? • Where are the steps? • ITS and Smart Cities • Where to drive and park • Metro lines and schedules • Meteorology • The Louvre or the Eiffel Tower today? • Social media • Share the experience! Other domains where spatial is a part (examples) 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 7. 7 Everything happens somewhere… Example from Lifecycle Assessment : Production and use of concrete …and where it happens matter! Vardeman et al. 2017 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 8. “The key problem lies in the integration of data coming from different sources in different formats.” Beetz, et al. (2020). Enabling an Ecosystem of Digital Twins. An ecosystem of digital twins “The integration of multiple digital twins allows the creation of an ecosystem of digital twins.“ 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 9. 9 The British National Digital Twin Hetherington, J. and M. West (2020). The pathway towards an Information Management Framework. A ‘Commons’ for Digital Built Britain, Digital Built Britain. “…requires information to be compatible across the built and natural environment, presented in consistent formats to allow for sharing and integration between different digital twins.” 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1 “The integration of multiple digital twins allows the creation of an ecosystem of digital twins.“
  • 10. Evans, S., C. Savian, a. Burns and C. Cooper (2019). Digital twins for the built environment. “Long-term we’ll need interoperability between digital twins, facilitated through a common language and standards and a robust governance framework.” 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 11. 11 A common conceptual framework for spatial information • Common generic concepts and their relations - semantics – Generic spatial concepts, their representations, and mathematical descriptions • Common use of languages for describing and implementing concepts and data - syntactics • Common generic concepts for services 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 12. 12 Spatial concepts in a common framework for spatial information • Location referencing – «where» – Different levels of complexity and accuracy • Geometry – shape and extent – Different levels of complexity • Spatial relations – topology • Spatial operations – Intersects, buffer etc. Photo: Knut Opeide, Statens vegvesen 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 13. Opportunities Photo: Anja Kristin Bakken, Statens vegvesen 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 14. Opportunities Integrated digital twins based on a common conceptual framework • More information accessible for all – Compabillity and accessibillity • Interpret and use data correctly – Understanding • Collect data once, use many times, by many • Improved quality and consistency – Share and improve data • Combine information and gain new knowledge • Better informed decissions 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1 Photo: Anja Kristin Bakken, Statens vegvesen
  • 15. Evans, S., C. Savian, a. Burns and C. Cooper (2019). Digital twins for the built environment. 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 16. “… give access to integrated data, updated regularly, making information visible that is currently unknown. … the basis for better-informed decisions that will lead to improved outcomes and overall better quality of life.” Beetz, et al. (2020). Enabling an Ecosystem of Digital Twins. 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 17. 17 Hetherington, J. and M. West (2020). The pathway towards an Information Management Framework. A ‘Commons’ for Digital Built Britain, Digital Built Britain. “… could provide insights that enable investment and/or changes to increase infrastructure resilience, reduce disruption and delays, optimise our use of resources and boost quality of life for citizens.” 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 18. 18 Hubertus, P. et al. (2019). The Benefits of a Common Map Data Standard for Autonomous Driving. • Data compatibility • Ease of access • Increased data quality • Improved consistency of data • Increased road safety “When cars can communicate with each other regardless of make, model or origin, accidents can be prevented, our roads become safer and everyone benefits, whether you are a driver, passenger, cyclist or pedestrian.” 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 19. Barriers Photo: Anja Kristin Bakken, Statens vegvesen 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 20. 20 General barriers to IT implementation Stewart et al., 2004 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 21. 21 Classification of barriers • Beatty and Gordon, 1988 – Structural, human and technical • Bond and Houston, 2003 – Technology and market, strategy and structure, social and cultural • Bernhardsen 1992 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 22. 22 A fundamental barrier may also be an opprotunity • Existing applications and systems – In each domain or more fragmented – Con: Why change if it’s working within the scope of the domain? – Pro: Technological mature organizations and persons https://www.redbubble.com/ 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 23. Strategy and structure barriers • Industry and organization stakeholders: – Standardization organizations, software vendors, constructor clients, constructors, consultants … • Awareness and relation to the world outside of the domain silo – Understanding the benefits of integration – Willingness to adapt and invest in integration – Agree on a common framework 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 24. 24 Social and cultural barriers • Standardization experts, developers and users – High expertice within each domain – Much effort put into the development of optimized domain-specific frameworks. – Willingness to adapt to other domains • Agreeing on a common framework – Different cultures and technologies – Cooperation across domains 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 25. Technical barriers • The framework – Flexibility for adaption in different technologies • Existing applications and systems – Flexibility for for adapting to change • Domain-specific concepts – Specific domains need specific representations of the real world • Geometry and location referencing – How common can a framework be? https://store.forskerfabrikken.no/ 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 26. Requirements Photo: Silje Drevdal, Statens vegvesen 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 27. 27 Structural and human requirements - Strategies to overcome barriers 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1 • Look across domain borders – Understand the value of shared information • Culture for adapting to change • Willingness to invest for integration Stewart et al., 2004
  • 28. 28 Hetherington, J. and M. West (2020) Gilbert, T. et al. (2020) 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1 Hubertus, P. et al. (2019)
  • 29. 29 Technical requirements for the framework • Content – Semantic and syntactic • Spatial concepts – Common services – query from multiple sources • Must be proved useful – Prototype implementations • Generic and independent of implementation technology – General IT technology, not domain- specific https://store.forskerfabrikken.no/ 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 30. 30 Generic technologies “The main goal of the short term is to move from bespoke solutions and technology to technologies and solutions that are scalable, widely adopted and work in a broad range of tools.” buildingSMART International (2020). Technical Roadmap buildingSMART - Getting ready for the future 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 31. Wrapping up Photo: Tomas Rolland, Statens vegvesen 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 32. 32 Discussion • Given the barriers, can a common conceptual framework for spatial information be established and implemented for use across multiple domains? – Depends on the organizations – Semantic web technologies • Opportunities now – Established joint work on standardization – Planned modernization of core standards – ITS and Smart Cities will push the integration of information from multiple sources 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 33. 33 Concluding remarks • Authority organizations like the NPRA have a multi- domain responsibility. – Will depend upon an ecosystem of digital twins – Need to set requirements for software and specifications • Software vendors have a key role – Are they willing to look outside domain silos and invest in integration? Hetherington, J. and M. West (2020) 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 34. 34 • Beatty, CA, and Gordon, JRM, 1988. Barriers To The Implementation Of CAD/CAM Systems. Sloan Management Review, 29 (4):25. • Beetz, J, van Berlo, L, Borrman, nA, et al., 2020. Enabling an Ecosystem of Digital Twins. A buildingSMART International Positioning Paper. https://www.buildingsmart.org/wp-content/uploads/2020/05/Enabling-Digital-Twins-Positioning-Paper-Final.pdf. • Bernhardsen, T, 1992. Geographic information systems. Arendal: Viak IT. • Boje, C, Guerriero, A, Kubicki, S, et al., 2020. Towards a semantic Construction Digital Twin: Directions for future research. Automation in Construction, 114:103179, doi: 10.1016/j.autcon.2020.103179. • Bond, EU, and Houston, MB, 2003. Barriers to Matching New Technologies and Market Opportunities in Established Firms. Journal of Product Innovation Management, 20 (2):120-135, doi: 10.1111/1540-5885.2002005. • buildingSMART International, 2020. Technical Roadmap buildingSMART - Getting ready for the future. • Emans, R, 1970. A Schema for the Classification of Conceptual Frameworks Involving Reading. Journal of Literacy Research, 3 (2):15-21. • Evans, S, Savian, C, Burns, a, et al., 2019. Digital twins for the built environment. https://www.theiet.org/media/4719/digital-twins-for-the-built- environment.pdf. • Gilbert, T, Rönsdorf, C, Plume, J, et al., 2020. Built environment data standards and their integration: an analysis of IFC, CityGML and LandInfra. Open Geospatial Consortium: Wayland, MA, USA, buildingSMART International: London, UK,, https://www.ogc.org/docs/discussion-papers. • Hetherington, J, and West, M, 2020. The pathway towards an Information ManagementFramework. A ‘Commons’ for Digital Built Britain. Digital Built Britain. • Hubertus, P, Schleicher, M, Klebert, F, et al., 2019. The Benefits of a Common Map Data Standard for Autonomous Driving. Navigation Data Standard e. V.,. • IEC, 2019. Semantic interoperability: challenges in the digital transformation age. International Electrotechnical Commission, https://basecamp.iec.ch/download/iec-white-paper-semantic-interoperability-challenges-in-the-digital-transformation-age-en/. • ISO/TC 211, 2014. ISO 19101-1:2014 Geographic Information — Reference model — Part 1: Fundamentals. • Jabareen, Y, 2009. Building a Conceptual Framework: Philosophy, Definitions, and Procedure. International Journal of Qualitative Methods, 8 (4):49-62, doi: 10.1177/160940690900800406. • Kresse, W, Danko, DM, and Fadaie, K, 2012. Standardization. In Springer Handbook of Geographic Information, edited by Kresse and Danko, 245-271. Berlin, Heidelberg: Springer Berlin Heidelberg. • Liu, S, Xie, B, Tivendal, L, et al., 2015. Critical barriers to BIM implementation in the AEC industry. International Journal of Marketing Studies, 7 (6):162. • Stewart, RA, Mohamed, S, and Marosszeky, M, 2004. An empirical investigation into the link between information technology implementation barriers and coping strategies in the Australian construction industry. Construction Innovation, 4 (3):155-171, doi: 10.1108/14714170410815079. • Tao, F, Cheng, J, Qi, Q, et al., 2018. Digital twin-driven product design, manufacturing and service with big data. The International Journal of Advanced Manufacturing Technology, 94 (9-12):3563-3576, doi: 10.1007/s00170-017-0233-1. • Vardeman, I, Charles, F, Krisnadhi, AA, et al., 2017. An Ontology Design Pattern and its use case for modeling material transformation. Semantic Web, 8 (5):719-731. 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1
  • 35. Knut Jetlund Norwegian University of Science and Technology Norwegian Public Roads Administration knut.jetlund@vegvesen.no Twitter: @Jetgeo LinkedIn: https://www.linkedin.com/in/knut-jetlund/ Thank you! 34 33 32 31 30 29 28 27 26 25 24 23 22 21 20 19 18 17 16 15 14 13 12 11 10 9 8 7 6 5 4 3 2 1