Cloud-edge collaborative interpretable fault classification for helical tomotherapy systems via LLM–VLM reasoning
Crossref DOI link: https://doi.org/10.1186/s13677-026-00921-6
Published Online: 2026-05-30
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Yang, Haonan
Guo, Jie
Wang, Yan
Zhang, Xingkun
Text and Data Mining valid from 2026-05-30
Accepted Manuscript valid from 2026-05-30
Article History
Received: 3 April 2026
Accepted: 18 May 2026
First Online: 30 May 2026
Declarations
:
: The authors declare no competing interests.