Front. Phys. Frontiers in Physics Front. Phys. 2296-424X Frontiers Media S.A. 1653152 10.3389/fphy.2025.1653152 Correction Correction: Research on the identification method of cable insulation defects based on Markov transition fields and transformer networks Zhao et al. 10.3389/fphy.2025.1653152 Zhao Ning * Writing – original draft Writing – review & editing Fang Yongyi Wang Siying Writing – original draft Li Qian Writing – original draft Wang Xiaonan Writing – original draft Feng Chi Writing – original draft State Grid Shijiazhuang Electric Power Supply Company, Shijiazhuang, Hebei, China Correspondence: Ning Zhao, moj6302@163.com 07 01 2026 2025 13 1653152 24 06 2025 29 08 2025 Copyright © 2026 Zhao, Fang, Wang, Li, Wang and Feng. 2026 Zhao, Fang, Wang, Li, Wang and Feng https://creativecommons.org/licenses/by/4.0/ 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) and the copyright owner(s) 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. A Correction on Research on the identification method of cable insulation defects based on Markov transition fields and transformer networks by Zhao N, Fang Y, Wang S, Li Q, Wang X and Feng C (2024). Front. Phys. 12:1432783. doi: 10.3389/fphy.2024.1432783 cable insulation defect Markov transition field transformer networks multi-head attention mechanism section-at-acceptance Physical Acoustics and Ultrasonics

The funding number in the conflict of interest statement was erroneously given as No. KJ2022-006. The correct conflict of interest statement is “Authors NZ, YF, SW, QL, XW, and CF were employed by State Grid Shijiazhuang Electric Power Supply Company. The authors declare that this study received funding from State Grid Hebei Electric Power Co., Ltd. (No. KJ2022-006). The funder was involved in the study design, collection, analysis, interpretation of data, the writing of this article, and the decision to submit it for publication”.

The original article has been updated.

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