论文

企业数字孪生工程可信性研究提出新范式

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

精选理由

这篇论文讲的是企业数字孪生工程的新思路,不是简单升级模型,而是强调从项目一开始就让各方参与进来,用原型快速获得共识,这样可能更有效。

论文提出企业数字孪生工程的新范式,强调在模型发展初期就快速让利益相关者参与,通过工作原型获得早期认可,而非先发展再融合。该方案结合了基础模型用于快速原型开发、本体论支持联邦互操作性和观测工具建立利益相关者信任。

原文 · arXiv cs.AI

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

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.