A dataset of storm surge reconstructions in the Western North Pacific using CNN
文献类型：期刊论文
| 作者 | Dang, Wen1; Feng, Jianlong1; Li, Delei2; Fan, Mengzhen1; Zhao, Liang1 |
| 刊名 | SCIENTIFIC DATA
 |
| 出版日期 | 2024-04-22 |
| 卷号 | 11期号:1页码:14 |
| DOI | 10.1038/s41597-024-03249-5 |
| 通讯作者 | Feng, Jianlong(fjl181988@tust.edu.cn) ; Li, Delei(deleili@qdio.ac.cn) |
| 英文摘要 | The relatively short duration of available tide gauge records poses challenges for conducting comprehensive statistical analyses of storm surges in the Western North Pacific. To address this issue, we employ a convolutional neural network model to reconstruct the maximum daily storm surge at 160 tide gauges from 1900 to 2010 in the Western North Pacific. The reconstructed dataset serves multiple purposes. Firstly, it facilitates the identification of regions where notable changes in the storm surges have occurred in the past. Additionally, the dataset enables long-term analyses of the storm surge climate, offering insights into historical patterns and variations. Furthermore, it provides a solid foundation for conducting robust extreme value analyses. To ensure accessibility, the data are publicly available through a repository, allowing for easy access and utilization by the broader scientific community and the general public. Overall, our research contributes to the field of oceanography by providing a dataset that aids in understanding the historical storm surge dynamics in the Western North Pacific region. |
| WOS关键词 | NEURAL-NETWORK |
| 资助项目 | National Natural Science Foundation of China (National Science Foundation of China)[42176198] ; National Natural Science Foundation of China (National Science Foundation of China)[42176203] ; National Natural Science Foundation of China[2023YFC3008200] ; National Key Research and Development Program of China[2022204] ; Youth Innovation Promotion Association CAS[tsqn202211252] ; Taishan Scholars Program |
| WOS研究方向 | Science & Technology - Other Topics |
| 语种 | 英语 |
| WOS记录号 | WOS:001206345600002 |
| 出版者 | NATURE PORTFOLIO |
| 源URL | [http://ir.qdio.ac.cn/handle/337002/185525]  |
| 专题 | 海洋研究所_海洋环流与波动重点实验室 |
| 通讯作者 | Feng, Jianlong; Li, Delei |
| 作者单位 | 1.Tianjin Univ Sci & Technol, Key Lab Marine Resource Chem & Food Technol TUST, Tianjin 300457, Peoples R China 2.Chinese Acad Sci, Inst Oceanol, Key Lab Ocean Observat & Forecasting, Key Lab Ocean Circulat & Waves, Qingdao, Peoples R China |
| 推荐引用方式 GB/T 7714 | Dang, Wen,Feng, Jianlong,Li, Delei,et al. A dataset of storm surge reconstructions in the Western North Pacific using CNN[J]. SCIENTIFIC DATA,2024,11(1):14. |
| APA | Dang, Wen,Feng, Jianlong,Li, Delei,Fan, Mengzhen,&Zhao, Liang.(2024).A dataset of storm surge reconstructions in the Western North Pacific using CNN.SCIENTIFIC DATA,11(1),14. |
| MLA | Dang, Wen,et al."A dataset of storm surge reconstructions in the Western North Pacific using CNN".SCIENTIFIC DATA 11.1(2024):14. |
入库方式： OAI收割
来源：海洋研究所
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