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Parallel heterogeneous graph learning based internet of things multivariate time series anomaly detection and explanation via cross-channel feature fusion

Crossref DOI link: https://doi.org/10.1007/s11227-025-07717-6

Published Online: 2025-08-21

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Xi, Qinghui

Li, Xi

Chen, Peng

Chen, Juan

Niu, Xianhua

Xu, Lei
Funding

Funding for this research was provided by:

the National Natural Science Foundation of China under Grant (No.62376043)

Science and Technology Program of Sichuan Province under Grant (No.2024NSFTD0008)
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Text and Data Mining valid from 2025-08-21

Version of Record valid from 2025-08-21
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Article History

Accepted: 30 July 2025

First Online: 21 August 2025

Declarations

:

: The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

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