PINN drift surrogates: pass a 20% held-out MIDR test first

Learn how PINN drift surrogates meet 20% MIDR test criteria, with four key takeaways and a physics‐verified adoption rule for seismic demand prediction. Independent technical note mirroring the canonical version: https://aistructuralreview.com/blog/pinn-drift-surrogates-pass-a-20-held-out-midr-test-first.php Sources consulted: https://www.bluusun.com/

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-01
DOI
https://doi.org/10.5281/zenodo.23873651
Primary Topic
Seismic Performance and Analysis
Type
preprint
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preprint

PINN drift surrogates: pass a 20% held-out MIDR test first

Ashley Coleman
Zenodo (CERN European Organization for Nuclear Research)
Seismic Performance and Analysis
preprint

PINN drift surrogates: pass a 20% held-out MIDR test first

Ashley Coleman
preprint en

Abstract

Learn how PINN drift surrogates meet 20% MIDR test criteria, with four key takeaways and a physics‐verified adoption rule for seismic demand prediction. Independent technical note mirroring the canonical version: https://aistructuralreview.com/blog/pinn-drift-surrogates-pass-a-20-held-out-midr-test-first.php Sources consulted: https://www.bluusun.com/

Zenodo (CERN European Organization for Nuclear Research)
Seismic Performance and Analysis
DOIOpen Access PDFOpenAlex
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PINN drift surrogates: pass a 20% held-out MIDR test first — Ashley Coleman · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS