Involving before Evolving: A Vision for Trustworthy Enterprise Digital Twin Engineering

📅 2026-09-11
📈 Citations: 0
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🤖 AI Summary
本文提出一种通过早期让利益相关者参与工作原型,再逐步实现联合和互操作性的方法,以解决企业数字孪生工程中的信任问题。
📝 Abstract
Enterprise Digital Twins (EDTs) promise data-driven decision support at organizational scale, but realizing them requires navigating siloed departments, tacit knowledge, and high-stakes decisions with long-horizon consequences. Existing approaches involve domain experts during model development but focus less on early organizational buy-in in EDTs. We present a vision for trustworthy EDT engineering grounded in an `involving before evolving' paradigm: rapidly involving stakeholders through a working prototype before evolving toward federation and full interoperability. Our three-stage approach combines foundation models for rapid prototyping, an ontological backbone for federated interoperability, and observability tooling for stakeholder trust. We ground our vision in an ongoing collaboration with Michelin, a multinational manufacturer, where an initial prototype has helped support stakeholder buy-in.
Problem

Research questions and friction points this paper is trying to address.

Enterprise Digital Twins
organizational buy-in
data-driven decision support
Innovation

Methods, ideas, or system contributions that make the work stand out.

involving before evolving
trustworthy enterprise digital twin
rapid prototyping
federated interoperability
observability tooling
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K
Kérian Fiter
Polytechnique Montréal
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Adil Lagrou
Polytechnique Montréal
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Franck Dervault
Michelin Canada
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Bentley Oakes
Polytechnique Montréal