Skip to main content

CORRECTION article

Front. Mar. Sci.
Sec. Ocean Observation
Volume 12 - 2025 | doi: 10.3389/fmars.2025.1548441

PGTransNet: A Physics-guided Transformer Network for 3D Ocean Temperature and Salinity Predicting in Tropical Pacific

Provisionally accepted
Song Wu Song Wu 1Senliang Bao Senliang Bao 2*Wei Dong Wei Dong 1*Senzhang Wang Senzhang Wang 3*Xiaojiang Zhang Xiaojiang Zhang 2Chengcheng Shao Chengcheng Shao 2*Junxing Zhu Junxing Zhu 2Xiaoyong Li Xiaoyong Li 2*
  • 1 College of Computer Science and Technology, National University of Defense Technology, Changsha, China
  • 2 College of Meteorology and Oceanography, National University of Defense Technology, Changsha, Anhui Province, China
  • 3 School of Computer Science and Engineering, Central South University, Changsha, Hunan Province, China

The final, formatted version of the article will be published soon.

    Text Correction In the published article, there was an error. \textbf{ I found that there is a paragraph and equation repeated in the publication version which need to be deleted. Thus, we need delete the content. Besides, if the equation 5 has been deleted, the remaining equation number (6) (7) (8) in the paper need to be modified into (5) (6) (7). A correction has been made to \textbf{section: Methodology}, \textbf{\textit{subsection: Physics-Guided Information Integrating}}, \textbf{Page 06: Paragraph 4 and 5}. This sentence previously stated:\par \textbf{It's noteworthy that the density of seawater $\rho$ is determined by the reciprocal of the pressure derivative of the Gibbs function~($\textsl{g}$) at constant absolute salinity~(SA) and in situ temperature $T$. Specifically, \begin{equation} \rho = \rho(S_{A},T,P) = (g_{P})^{-1} = (\partial \textsl{g} / \partial P|_{S_{A},T})^{-1} \end{equation} where, $0 \leq S_{A} \leq 120\,g/kg$, $-12\,^\circ\text{C} \leq T \leq 80\,^\circ\text{C}$, $1\,Pa \leq P \leq 100\,MPa$. Compared to the previous standard EOS-80 (Equation of State of Seawater 1980), the TEOS-10 offers broader applicability.}\par The corrected sentence appears below: \textbf{delete}\par

    Keywords: Physics-guided machine learning, Spatio-temporal data analysis, Ocean temperature prediction, ocean salinity prediction, Vit

    Received: 19 Dec 2024; Accepted: 07 Jan 2025.

    Copyright: © 2025 Wu, Bao, Dong, Wang, Zhang, Shao, Zhu and Li. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

    * Correspondence:
    Senliang Bao, College of Meteorology and Oceanography, National University of Defense Technology, Changsha, Anhui Province, China
    Wei Dong, College of Computer Science and Technology, National University of Defense Technology, Changsha, China
    Senzhang Wang, School of Computer Science and Engineering, Central South University, Changsha, 130012, Hunan Province, China
    Chengcheng Shao, College of Meteorology and Oceanography, National University of Defense Technology, Changsha, Anhui Province, China
    Xiaoyong Li, College of Meteorology and Oceanography, National University of Defense Technology, Changsha, Anhui Province, China

    Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.