AUTHOR=Du Xing , Sun Yongfu , Song Yupeng , Chi Wanqing , Xiu Zongxiang , Zhao Xiaolong , Wang Dong 

TITLE=A novel strategy for fast liquefaction detection around marine pipelines: a finite element-machine learning approach

JOURNAL=Frontiers in Marine Science

VOLUME=12

YEAR=2025

URL=https://www.frontiersin.org/journals/marine-science/articles/10.3389/fmars.2025.1518679

DOI=10.3389/fmars.2025.1518679

ISSN=2296-7745