Institutional Repository of Key Laboratory of Ocean Circulation and Wave Studies, Institute of Oceanology, Chinese Academy of Sciences
Impacts of central-Pacific El Ni?o and physical drivers on eastern Pacific bigeye tuna | |
Lian, Peng1,2,3; Gao, Le1,2,3 | |
2024-05-09 | |
发表期刊 | JOURNAL OF OCEANOLOGY AND LIMNOLOGY |
ISSN | 2096-5508 |
页码 | 16 |
通讯作者 | Gao, Le([email protected]) |
摘要 | Bigeye tuna Thunnus obesus is an important migratory species that forages deeply, and El Ni & ntilde;o events highly influence its distribution in the eastern Pacific Ocean. While sea surface temperature is widely recognized as the main factor affecting bigeye tuna (BET) distribution during El Ni & ntilde;o events, the roles of different types of El Ni & ntilde;o and subsurface oceanic signals, such as ocean heat content and mixed layer depth, remain unclear. We conducted A spatial-temporal analysis to investigate the relationship among BET distribution, El Ni & ntilde;o events, and the underlying oceanic signals to address this knowledge gap. We used monthly purse seine fisheries data of BET in the eastern tropical Pacific Ocean (ETPO) from 1994 to 2012 and extracted the central-Pacific El Ni & ntilde;o (CPEN) indices based on Ni & ntilde;o 3 and Ni & ntilde;o 4 indexes. Furthermore, we employed Explainable Artificial Intelligence (XAI) models to identify the main patterns and feature importance of the six environmental variables and used information flow analysis to determine the causality between the selected factors and BET distribution. Finally, we analyzed Argo datasets to calculate the vertical, horizontal, and zonal mean temperature differences during CPEN and normal years to clarify the oceanic thermodynamic structure differences between the two types of years. Our findings reveal that BET distribution during the CPEN years is mainly driven by advection feedback of subsurface warmer thermal signals and vertically warmer habitats in the CPEN domain area, especially in high-yield fishing areas. The high frequency of CPEN events will likely lead to the westward shift of fisheries centers. |
关键词 | bigeye tuna central-Pacific El Ni & ntilde ocean heat content Argo explainable artificial intelligence (XAI) information flow o (CPEN) |
DOI | 10.1007/s00343-023-3051-3 |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Marine & Freshwater Biology ; Oceanography |
WOS类目 | Limnology ; Oceanography |
WOS记录号 | WOS:001220989500003 |
出版者 | SCIENCE PRESS |
WOS关键词 | THUNNUS-ALBACARES ; HABITAT ANALYSIS ; YELLOWFIN ; DYNAMICS ; FISHERY ; OBESUS ; TEMPERATURE ; VARIABILITY ; ECOSYSTEM ; MODEL |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.qdio.ac.cn/handle/337002/185737 |
专题 | 海洋环流与波动重点实验室 |
通讯作者 | Gao, Le |
作者单位 | 1.Chinese Acad Sci, Inst Oceanol, Key Lab Ocean Observat & Forecasting, Qingdao 266071, Peoples R China 2.Chinese Acad Sci, Inst Oceanol, Key Lab Ocean Circulat & Waves, Qingdao 266071, Peoples R China 3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China |
第一作者单位 | 中国科学院海洋研究所; 海洋环流与波动重点实验室 |
通讯作者单位 | 中国科学院海洋研究所; 海洋环流与波动重点实验室 |
推荐引用方式 GB/T 7714 | Lian, Peng,Gao, Le. Impacts of central-Pacific El Ni?o and physical drivers on eastern Pacific bigeye tuna[J]. JOURNAL OF OCEANOLOGY AND LIMNOLOGY,2024:16. |
APA | Lian, Peng,&Gao, Le.(2024).Impacts of central-Pacific El Ni?o and physical drivers on eastern Pacific bigeye tuna.JOURNAL OF OCEANOLOGY AND LIMNOLOGY,16. |
MLA | Lian, Peng,et al."Impacts of central-Pacific El Ni?o and physical drivers on eastern Pacific bigeye tuna".JOURNAL OF OCEANOLOGY AND LIMNOLOGY (2024):16. |
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