A probabilistic graphical model foundation for enabling predictive digital twins at scale

Volume: 1, Issue: 5, Pages: 337 - 347
Published: May 20, 2021
Abstract
A unifying mathematical formulation is needed to move from one-off digital twins built through custom implementations to robust digital twin implementations at scale. This work proposes a probabilistic graphical model as a formal mathematical representation of a digital twin and its associated physical asset. We create an abstraction of the asset-twin system as a set of coupled dynamical systems, evolving over time through their respective state...
Paper Details
Title
A probabilistic graphical model foundation for enabling predictive digital twins at scale
Published Date
May 20, 2021
Volume
1
Issue
5
Pages
337 - 347
Citation AnalysisPro
  • Scinapse’s Top 10 Citation Journals & Affiliations graph reveals the quality and authenticity of citations received by a paper.
  • Discover whether citations have been inflated due to self-citations, or if citations include institutional bias.