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A transformer framework for ground-level Ozone concentration levels forecasting based on wavelet transform and non-stationary attention

Published Online: 2025-09-20

Published Print: 2025-10

Authors

Liu, Minyi

Cui, Bowen

Yang, Fang

Liu, Yamin

Liu, Ruijing

Liu, Hao

Wang, Yukun

Lin, Xiaoying
Funding

Funding for this research was provided by:

Fujian Science and Technology Program (2023H0016)

Scientific Research Development Project of Fujian University of Technology (GY-Z1817)

Fuzhou Smart Environmental Protection Industry Technology Innovation Center (KY310324)
License Information

Text and Data Mining valid from 2025-09-20

Version of Record valid from 2025-09-20
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Article History

Received: 21 January 2025

Accepted: 19 August 2025

First Online: 20 September 2025

Declarations

:

: The authors declare no competing interests.

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