A geospatial skeleton framework for unveiling the 3D structure and dynamics of marine heatwaves from earth observation data
文献类型:期刊论文
| 作者 | Yu, Jianing2,3; Zhang, Hengcai2,3; Wang, Peixiao2,3; Lu, Feng2,3; Ning, Jicai1 |
| 刊名 | GEO-SPATIAL INFORMATION SCIENCE
![]() |
| 出版日期 | 2025-08-23 |
| 页码 | 16 |
| 关键词 | Marine heatwaves (MHWs) 3D geospatial structure 4D spatio-temporal evolution geospatial skeletons graph algorithms Northeast Pacific MHW ENSO events ocean temperature anomalies |
| ISSN号 | 1009-5020 |
| DOI | 10.1080/10095020.2025.2547069 |
| 通讯作者 | Zhang, Hengcai(zhanghc@lreis.ac.cn) |
| 英文摘要 | Understanding the multi-dimensional structure and evolution of geospatial phenomena is a fundamental challenge in Earth system science. Marine heatwaves (MHWs), as critical 4D spatio-temporal events in the ocean, exhibit complex vertical heterogeneity and dynamic interactions across latitude, longitude, depth, and time. However, traditional geospatial methods often oversimplify such phenomena into 2D profiles or homogeneous 3D blobs, limiting their ability to capture intrinsic 3D structure and evolutionary patterns. To fill this gap, we propose a novel data-driven framework for constructing 3D skeleton representations of MHWs, enabling fine-grained analysis of their internal structure and spatio-temporal evolution. This framework represents MHW skeletons as graph structure, where nodes denote localized intensity centers and edges quantify morphological correlations of spatial aggregation between subsurface layers. The MHW skeletons are constructed using graph algorithms applied to each snapshot and tracked over time through five evolutionary operators. Applied to the 2014-2016 Northeast Pacific (NEP) and Tropical Pacific in the epipelagic zone (0-200 m), the proposed method reveals distinct vertical structures: ENSO-driven MHW skeletons exhibited greater vertical complexity than coastal MHWs, featuring steep longitudinal slopes (up to 120 degrees). Additionally, two foundational MHW skeleton structures, I-shape and Y-shape, were identified. Notably, dynamic merging and splitting process between subsurface MHWs were captured, highlighting the framework's capability to uncover hidden interactions in ocean systems. Beyond MHWs, this methodology provides a transferable paradigm for analyzing other 3D geospatial phenomena, enhancing our understanding of their structural complexity and dynamic evolution. |
| WOS关键词 | TEMPERATURE |
| WOS研究方向 | Remote Sensing |
| 语种 | 英语 |
| WOS记录号 | WOS:001560334700001 |
| 资助机构 | National Key Research and Development Program of China |
| 源URL | [http://ir.yic.ac.cn/handle/133337/40790] ![]() |
| 专题 | 烟台海岸带研究所_海岸带信息集成与综合管理实验室 |
| 通讯作者 | Zhang, Hengcai |
| 作者单位 | 1.Chinese Acad Sci, Yantai Inst Coastal Zone Res, CAS Key Lab Coastal Environm Proc & Ecol Remediat, Yantai, Peoples R China 2.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing, Peoples R China 3.Univ Chinese Acad Sci, Coll Resources & Environm, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Yu, Jianing,Zhang, Hengcai,Wang, Peixiao,et al. A geospatial skeleton framework for unveiling the 3D structure and dynamics of marine heatwaves from earth observation data[J]. GEO-SPATIAL INFORMATION SCIENCE,2025:16. |
| APA | Yu, Jianing,Zhang, Hengcai,Wang, Peixiao,Lu, Feng,&Ning, Jicai.(2025).A geospatial skeleton framework for unveiling the 3D structure and dynamics of marine heatwaves from earth observation data.GEO-SPATIAL INFORMATION SCIENCE,16. |
| MLA | Yu, Jianing,et al."A geospatial skeleton framework for unveiling the 3D structure and dynamics of marine heatwaves from earth observation data".GEO-SPATIAL INFORMATION SCIENCE (2025):16. |
入库方式: OAI收割
来源:烟台海岸带研究所
浏览0
下载0
收藏0
其他版本
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。

