Physics-guided cross-domain adaptation: a hierarchical hybrid transformer framework with contrastive learning for robust fault diagnosis under variable working conditions

L Lumin Liu C Chen Hao L Lin Xiong (School of Physical Science and Technology & Shanghai Key Laboratory of High-Resolution Electron Microscopy) X Xiang Lv

Article Details

Volume / Issue Vol. 1, Issue 1
Published June 16, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (4)

L

Lumin Liu

C

Chen Hao

L

Lin Xiong

School of Physical Science and Technology & Shanghai Key Laboratory of High-Resolution Electron Microscopy

X

Xiang Lv