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A physically constrained and interpretable deep learning framework for PM2.5 inversion under sparse monitoring conditions in arid regions

Xinyue Zhang; Wen Ma; Jianli Ding; Pai Peng; Hongru Wang; Qianqian Man; Yanyi Yang; Nan Du
Environmental Pollution · Vol. 399 · pp. 128233 · 2026
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Bibliographic Information

JournalEnvironmental Pollution
PublisherElsevier
Publication Date2026-06-01
Publication Year2026
Volume399
Pages128233
Document TypeJournal Article
eISSN0269-7491
DOI10.1016/j.envpol.2026.128233
SubjectEnvironmental Science

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NARA Access Coverage1987-01-01~Current
Journal Homepagehttps://www.sciencedirect.com/science/journal/02697491
Publisher PageOpen Publisher Page
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