The research group on Design of Physical and Computer Experiments will meet every second Thursday from 11:30 am to 12:30 pm EST in CH 212 and on Zoom. The topic for this semester will be Statistical Foundations of Digital Twins. The first half of the meeting will consist of a presentation of the week’s paper, and the rest will consist of a discussion. Below are the papers we will read:
9/12/2024 – Niederer, S.A., Sacks, M.S., Girolami, M. et al. Scaling digital twins from the artisanal to the industrial. Nat Comput Sci 1, 313–320 (2021). https://doi.org/10.1038/s43588-021-00072-5
9/26/2024 – Kapteyn, M.G., Pretorius, J.V.R. & Willcox, K.E. A probabilistic graphical model foundation for enabling predictive digital twins at scale. Nat Comput Sci 1, 337–347 (2021). https://doi.org/10.1038/s43588-021-00069-0
10/24/2024 – Duffin, C., Cripps, E., Stemler, T., & Girolami, M. Statistical finite elements for misspecified models. Proc Natl Acad Sci U S A (2021), 118(2), e2015006118. https://doi.org/10.1073/pnas.2015006118
11/7/2024 – Cowles, B., Backman, D. & Dutton, R. Verification and validation of ICME methods and models for aerospace applications. Integr Mater Manuf Innov 1, 3–18 (2012). https://doi.org/10.1186/2193-9772-1-2
11/21/2024 – Jacob, P.E., Murray, L.M., Holmes, C.C & Robert, C.P. Better together? Statistical learning in models made of modules. arXiv preprint (2017). https://arxiv.org/abs/1708.08719