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Establishing the rationale for a Digital Twin Framework in the built environment

Published online by Cambridge University Press:  12 February 2026

Astrid Bagireanu*
Affiliation:
Edinburgh Napier University, UK
Mila Duncheva
Affiliation:
Independent Researcher
Julio Bros-Williamson
Affiliation:
University of Edinburgh School of Arts Culture and Environment, UK
Kenneth Leitch
Affiliation:
Edinburgh Napier University, UK
*
Corresponding author: Astrid Bagireanu; Email: corinaastrid.bagireanu@napier.ac.uk
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Abstract

Digital twins (DT) have the potential to transform the Architecture, Engineering, Construction and Operation (AECO) industry by improving project efficiency, decision-making and long-term asset management, yet their adoption remains fragmented due to the absence of a structured framework aligned with industry-standard workflows. Existing methodologies, such as the Royal Institute of British Architects Plan of Work and associated Overlays, provide guidance for project delivery but do not explicitly integrate DT considerations. The role of collaborative procurement (CP) in enabling DT uptake remains underexplored despite its recognised contributions to improving project outcomes. This paper establishes the rationale for a dedicated DT framework tailored to the built environment by synthesising cross-industry insights, evaluating current methodologies and identifying key characteristics that support early-stage DT integration, data continuity and long-term stakeholder collaboration. A proactive approach, anchored in CP principles, ensures DT adoption is embedded from project inception, preventing fragmented implementation and unlocking its full potential. As climate resilience and net-zero targets become fundamental industry drivers, a structured DT framework ensures that digital innovation actively contributes to improved energy performance, life cycle efficiency and broader sustainability goals. This paper reinforces the need for a scalable and adaptable framework that supports coherent DT adoption and enhances efficiency, resilience and sustainability across the AECO sector.

Information

Type
Review
Creative Commons
Creative Common License - CCCreative Common License - BY
This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0), which permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited.
Copyright
© The Author(s), 2026. Published by Cambridge University Press
Figure 0

Table 1. Summary of RIBA plan of work (RIBA, 2020; Bagireanu et al., 2024)

Figure 1

Table 2. Stakeholder profile

Figure 2

Table 3. Stages in developing a DT framework to bridge existing research gaps

Figure 3

Table 4. Approaches required to address early-stage implementation

Figure 4

Table 5. Approaches required to address the complexity of stakeholder interactions

Figure 5

Table 6. Approaches required to address the crossover between CP and DT

Figure 6

Table 7. Approaches for implementation pathways

Figure 7

Table 8. Approaches for addressing scalability

Figure 8

Table 9. Approaches for dedicated preparatory stage

Figure 9

Table 10. Approaches addressing sustainability and net zero goals

Author comment: Establishing the rationale for a Digital Twin Framework in the built environment — R0/PR1

Comments

No accompanying comment.

Review: Establishing the rationale for a Digital Twin Framework in the built environment — R0/PR2

Conflict of interest statement

Reviewer declares none.

Comments

The paper il well structured and the topic is well explained.

just a suggestion:

in each paragraph of chapter 5 a critical description of possible problems can be added to explain better the issues that can be faced while working with different stakeholders. I imagine that each of these groups face different problems.

Review: Establishing the rationale for a Digital Twin Framework in the built environment — R0/PR3

Conflict of interest statement

Reviewer declares none.

Comments

A nice written paper, however, the novelty is weak. The needs and values of DT framework and examples of DT frameworks have been studied many times in the last 10 years. The authors did make a convincing argument that integrating the DT framework in the early design workflow can be essential for successful development and managing of DT in later product lifecycle.

Please note that https://www.digitaltwinconsortium.org/ has been leading the industry efforts of DT R&D, standards, and best practices. This should be cited and referenced to avoid reinvent the wheel!

The current building design workflow (including those from RIBA) focuses on delivering a physical building and sometimes a BIM model, rarely a requirement of a DT is included. With the DT as a required product in the AEC design contract, it is tricky to include its product specification and implementation in the design workflow. DT provider can be a new stakeholder and participant in the building project.

The title can be confusing as the major value is the argument of integrating DT in the early design process. Other components of DT framework has been well developed in the field. Suggest to change the title to reflect the content better.

One major value of DT is in the O&M phase of buildings. To achieve this, the DT design should start as part of the building design process. Much efforts and limitations could be seen if DT is sought after thought.

Can authors provide some examples of real world implementation of DTs? Particularly discussing their limitations (or failure) because they did not start as part of the early building design process.

Theoretically an international standard (such as ISO) on DT could be developed, which includes best practices of integrating DT in the building design, and O&M phases.

Review: Establishing the rationale for a Digital Twin Framework in the built environment — R0/PR4

Conflict of interest statement

Reviewer declares none.

Comments

The abstract should be consolidated into a single paragraph. Currently, it is fragmented and lacks flow.

Avoid having single-sentence paragraphs. Merge related ideas to improve coherence.

Citation Practices: Bulk citations should be avoided. Instead, integrate and discuss key references contextually.

Section 5 (Digital Twin Framework): This section appears disconnected from the literature reviewed earlier. Ensure it builds upon and references prior discussions for better continuity.

Check subsection numbering for consistency. Avoid restarting numbering (e.g., 1, 2) in later sections.

More importantly, the paper lacks critical components such as:

A clear motivation for the study. Why this? What was the reason?

Well-defined research objectives.

A conclusive outcome or takeaway message.

Beyond the importance of the above, these improvements would strengthen the paper’s clarity and flow

Recommendation: Establishing the rationale for a Digital Twin Framework in the built environment — R0/PR5

Comments

This submission attempts to bring Digital Twins and Collaborative Procurement as a matter for sustainability in the AECO industry.

But Reviewer 2 (R2) and Reviewer 3 (R3) seek major revisions. R2 says the novelty is weak, and the submission has a confusing title.

For the work to be ready R3 indicates a need for much criticality, clarity and flow. R3 mentions the need of motivation, research objectives and concluding message.

These are basic requirements and will require a complete overhaul of the submitted work.

Thus relating to a potential future contribution from the authors, that which could also align with the scope of the Energy Transition journal, we would welcome and encourage them to expand and develop just Section 5.8 from this article, for eg. along the lines of>

DIGITAL TWIN FRAMEWORK: Aligning with sustainability and net zero goals. Such an approach could make the work more focused and clear in motivation, and address some of current issues raised by both R2 and R3 above.

Decision: Establishing the rationale for a Digital Twin Framework in the built environment — R0/PR6

Comments

No accompanying comment.

Author comment: Establishing the rationale for a Digital Twin Framework in the built environment — R1/PR7

Comments

No accompanying comment.

Review: Establishing the rationale for a Digital Twin Framework in the built environment — R1/PR8

Conflict of interest statement

Reviewer declares none.

Comments

Abstract Formatting: The manuscript’s abstract remains formatted as two paragraphs. Standard practice requires a single, concise paragraph. Please revise it accordingly.

Paragraph Structure: The flow of the manuscript is still hindered by fragmented paragraphs. Specifically, sections contain multiple short paragraphs that discuss the same theme. These should be consolidated to improve readability and logical cohesion.

Citation Practices: The state-of-the-art section continues to rely heavily on “bulk citing”, which does not adequately articulate the specific contribution or context of each referenced work. It should be clearly stating what each cited work demonstrates and how it is related to the study.

Addressing Previous Feedback: I am concerned that the core issues raised in the initial review appear unaddressed. The points above (abstract, structure, citations) were previously highlighted, yet the revisions have not incorporated this feedback. A successful revision requires a comprehensive response to all prior comments, and I would like to see that.

Review: Establishing the rationale for a Digital Twin Framework in the built environment — R1/PR9

Conflict of interest statement

Reviewer declares none.

Comments

Authors have addressed reviewers' comments and the manuscript is much improved for clarity.

Recommendation: Establishing the rationale for a Digital Twin Framework in the built environment — R1/PR10

Comments

Handling Editor Round 02: Establishing the Rationale for a Digital Twin Framework in the Built Environment

The submitted article has undergone revisions and improvements based on the first-round reviews. In this second round, Reviewer 2 is satisfied with the changes, whereas Reviewer 1 identifies substantial areas for improvement and recommends further revision. Considering this balanced outcome, and based on Reviewer 1’s comments, this review (as Handling Editor) outlines the scope for improvement and revision required before acceptance.

The core idea and scoping of the submission - a Digital Twins Framework with Collaborative Procurement to transform the AECO sector for the Energy Transition - is important. However, as noted by Reviewer 1, critical issues in the paper’s presentation remain and must be addressed before acceptance.

1. Flow and Structure of the Abstract:

Improve the Abstract by enhancing its flow into a cohesive single paragraph. Note: Avoid using terms such as “Furthermore” within the Abstract; such linking expressions are more appropriate in the Discussion or Conclusion sections.

2. Impact Statement:

Although somewhat unusual, its content and structure are appreciated. Consider merging and editing the Abstract and Impact Statement to present the paper’s central idea more coherently.

3. Language Improvement:

A thorough language proofread is essential throughout the submission. Examples include:

o Line 43: The study contextualises (+s correction).

o Line 41: The wider impact of this work lies in framing DT +as+ an asset governance tool.

o Lines 71–73: Avoid using while and whilst in the same sentence.

o Line 107–108: There is a gap in knowledge regarding DT potential for the ‘early’ stages of a project.

o Lines 241–244: Sentences are overly long. For example:

These updates reflect a broader commitment to digital transformation. Although DT remain largely absent from structured methodologies within RIBA’s frameworks and Overlays, there is an implied acknowledgment of DT as part of the industry’s digital trajectory, awaiting dedicated guidance on implementation.

4. Formatting Issues:

o Reference formatting inconsistency, e.g.:

This variation has led to overlaps with Building Information Modelling (BIM), IoT systems, and other digital modelling technologies, further complicating standardisation (Brink & Rutland, 2020; Douglas et al., 2021; Park et al., 2019).

o Paragraph and document styles vary across the submission; ensure consistency throughout.

5. Integration of Energy and Net-Zero Aspects (Important throughout):

While the newer additions on net-zero potential are appreciated, they often appear inserted/forced rather than integrated. For example, lines 257–261 could be more seamlessly linked to the framework’s argument and rationale.

6. Framework Characteristics (Lines 351–505) (Important):

In this section, while tangible benefits for construction efficiency and sustainability standards are claimed, the authors do not explain HOW the proposed early-stage DT Framework influences energy use, efficiency, or net-zero outcomes in buildings or across the energy transition more broadly.

7. Title:

The title could be made more specific to better reflect the content and focus of the article.

Decision: Establishing the rationale for a Digital Twin Framework in the built environment — R1/PR11

Comments

No accompanying comment.

Author comment: Establishing the rationale for a Digital Twin Framework in the built environment — R2/PR12

Comments

No accompanying comment.

Recommendation: Establishing the rationale for a Digital Twin Framework in the built environment — R2/PR13

Comments

ETR-2025-0008.R2, entitled “Establishing the Rationale for a Digital Twin Framework in the Built Environment” has received in total three reviews and one supplementary review from the Handling Editor in the previous revisions. Two Reviewers are satisfied with the article and revisions. As Handling Editor after going through the latest revision, changes to the manuscript and the revision report, the submission is now ready for publication.

Decision: Establishing the rationale for a Digital Twin Framework in the built environment — R2/PR14

Comments

No accompanying comment.