中西太平洋鲣鱼空间聚类特征及其与ENSO的关系Spatial Clustering Characteristics of Katsuwonus pelamis in West and Central Pacific Ocean and Its Relationship with ENSO
蒋明峰,陈新军,许子安,林泓羽,吕泽华,雷林,贺海平,贾海滨,汪金涛
摘要(Abstract):
为了解在不同厄尔尼诺-南方涛动(ENSO)事件下中西太平洋鲣鱼(Katsuwonus pelamis)资源的变动规律,本研究根据中西太平洋渔业委员会(WCPFC)2008—2018年中西太平洋鲣鱼的生产数据,结合海洋尼诺指数(ONI),利用聚类分析和灰色关联分析,研究季时间尺度下鲣鱼的自由鱼群和随附鱼群的渔场空间特征及其与ENSO事件的关系。季尺度下渔场重心聚类分析表明,各簇所包含季度发生的异常气候事件具有一致性。拉尼娜时期,两种鱼群的主要渔场都有向西移动的趋势,厄尔尼诺时期则相反。在异常气候事件下,随附鱼群的迁移幅度小于自由鱼群,且随附鱼群渔场的经向分布更稳定。不同ENSO模态下,资源丰度的空间分布存在差异。对自由鱼群而言,在拉尼娜事件发生于第1、2季度时165°E以西海域的资源丰度最高,灰色关联度为0.650,在拉尼娜事件发生于第3、4季度时165°E—180°海域的资源丰度最高,灰色关联度为0.411,在厄尔尼诺时期,180°以东海域的资源丰度最高,灰色关联度为0.727。对随附鱼群而言,165°E以西海域及165°E—180°海域资源丰度最高时期为拉尼娜时期,灰色关联度分别为0.852和1.000, 180°以东海域资源丰度最高时期为厄尔尼诺时期,灰色关联度为1.000。研究结果可用于气候变化背景下鲣鱼渔情的预报。
关键词(KeyWords): 鲣鱼;聚类分析;灰色关联度;中西太平洋;厄尔尼诺-南方涛动
基金项目(Foundation): 国家重点研究发展计划项目(2019YFD0901404);; 国家自然科学基金项目(41876141);; 上海市科技创新行动计划项目(19DZ1207502)资助~~
作者(Author): 蒋明峰,陈新军,许子安,林泓羽,吕泽华,雷林,贺海平,贾海滨,汪金涛
DOI: 10.16441/j.cnki.hdxb.20220320
参考文献(References):
- [1] 黄锡昌,苗振清.远洋金枪鱼渔业[M].上海:上海科学技术文献出版社,2003:55-60.Huang X C,Miao Z Q.Distant Water Tuna Fishery[M].Shanghai:Shanghai Science and Technology Literature Press,2003:55-60.
- [2] Food and Agriculture Organization of the United Nations.The State of World Fisheries and Aquaculture[R].Rome:Food and Agriculture Organization of the United Nations,2020.
- [3] 方舟,陈洋洋,陈新军,等.中西太平洋鲣渔场时空分布研究[J].海洋渔业,2019,41(2):149-159.Fang Z,Chen Y Y,Chen X J,et al.Spatial and temporal distribution analysis of high catch fishing ground for Katsuwonus pelamis in the Western and Central Pacific[J].Marine Fisheries,2019,41(2):149-159.
- [4] Lehodey P,Bertignac M,Hampton J,et al.El Ni■o Southern Oscillation and tuna in the western Pacific[J].Nature,1997,389:715-718.
- [5] Ashida H,Tanabe T,Suzuki N.Difference on reproductive trait of skipjack tuna Katsuonus pelamis female between schools (free vs FAD school) in the tropical western and central Pacific Ocean[J].Environmental Biology of Fishes,2017,100(8):935-945.
- [6] Wang X,Xu L,Chen Y,et al.Impacts of fish aggregation devices on size structures of skipjack tuna Katsuwonus pelamis[J].Aquatic Ecology,2012,46(3):343-352.
- [7] 王韫沛,陈新军,余为.西北太平洋柔鱼渔场重心变化及其与环境的关系[J].上海海洋大学学报,2020,29(6):899-909.Wang Y P,Chen X J,Yu W.Variations of gravity centers of fishing ground for neon flying squid Ommastrephes bartramii in the northwest Pacific Ocean and its relation with marine environment[J].Journal of Shanghai Ocean University,2020,29(6):899-909.
- [8] Murtagh F,Legendre P.Ward’s hierarchical agglomerative clustering method:Which algorithms implement Ward’s criterion?[J].Journal of Classification,2014,31(3):274-295.
- [9] 薛薇.SPSS 统计分析方法及应用 [M].北京:电子工业出版社,2005:301-323.Xue W.Statistical Analysis and Application of SPSS[M].Beijing:Electronic Industry Press,2005:301-323.
- [10] 陈新军,许柳雄,田思泉.北太平洋柔鱼资源与渔场的时空分析[J].水产学报,2003,27(4):334-342.Chen X J,Xu L X,Tian S Q.Spatial and temporal analysis of Ommastrephe bartramii resources and its fishing ground in North Pacific Ocean[J].Journal of Fisheries of China,2003,27(4):334-342.
- [11] Charrad M,Ghazzali N,Boiteau V,et al.NbClust:An R package for determining the relevant number of clusters in a data set[J].Journal of Statistical Software,2014,61:1-36.
- [12] Kassambara A.Practical guide to principal component methods in R[DB/OL].(2017-08-10)[2022-06-02].http://www.sthda.com.
- [13] Yu G,Smith D K,Zhu H,et al.ggtree:An R package for visualization and annotation of phylogenetic trees with their covariates and other associated data[J].Methods in Ecology and Evolution,2017,8(1):28-36.
- [14] 李晓燕,翟盘茂.ENSO事件指数与指标研究[J].气象学报,2000(1):102-109.Li X Y,Zhai P M.On Indices and Indicators of ENSO Episodes[J].Acta Meteorologica Sinica,2000(1):102-109.
- [15] 晏然,陈新军,陈作志.拉尼娜期间中西太平洋鲣栖息地分布特征[J].海洋学报,2018,40(4):76-85.Yan R,Chen X J,Chen Z Z.Distribution characteristics of skipjack habitat in the western and central Pacific during the La Nina periods[J].Haiyang Xuebao,2018,40(4):76-85.
- [16] 王凡,刘传玉,胡石建,等.太平洋暖池冷舌交汇区盐度变异机制及气候效应研究[J].地球科学进展,2018,33(8):775-782.Wang F,Liu C Y,Hu S J,et al.Variability and climate effect of the salinity in the Pacific warm pool-cold tongue confluence region[J].Advances in Earth Science,2018,33(8):775-782.
- [17] Handayani C,Soepardjo A H,Aldrian E.Impact of a El-Ni■o Southern Oscillation (ENSO) to Fluctuation of Skipjack Catch Production in Southern East Java[C].[S.l.]:IOP Publishing,2019,1217(1):012170.
- [18] Kim J,Na H,Park Y G,et al.Potential predictability of skipjack tuna (Katsuwonus pelamis) catches in the Western Central Pacific[J].Scientific Reports,2020,10(1):1-8.
- [19] 沈建华,陈雪冬,崔雪森.中西太平洋金枪鱼围网鲣鱼渔获量时空分布分析[J].海洋渔业,2006(1):13-19.Shen J H,Chen X D,Cui X S.Analysis on spatial-temporal distribution of skipjack tuna catches by purse seine in the Western and Central Pacific Ocean[J].Marine Fisheries,2006(1):13-19.
- [20] Schaefer K M,Fuller D W.Vertical movement patterns of skipjack tuna (Katsuwonus pelamis) in the eastern equatorial Pacific Ocean,as revealed with archival tags[J].Fishery Bulletin,2007,105(3):379-389.
- [21] Matsumoto T,Satoh K,Semba Y,et al.Comparison of the behavior of skipjack (Katsuwonus pelamis),yellowfin (Thunnus albacares) and bigeye (T.obesus) tuna associated with drifting FADs in the equatorial central Pacific Ocean[J].Fisheries Oceanography,2016,25(6):565-581.
- [22] Harrison D E,Vecchi G A.El Ni■o and La Ni■a—equatorial Pacific thermocline depth and sea surface temperature anomalies,1986-98[J].Geophysical Research Letters,2001,28(6):1051-1054.
- [23] 王学昉,许柳雄,戴小杰,等.金枪鱼渔业中人工集鱼装置生态影响研究进展[J].中国水产科学,2015,22(6):1289-1298.Wang X F,Xu L X,Dai X J,et al.Review of the ecological impact of fish aggregation devices on tuna fisheries[J].Journal of Fishery Sciences of China,2015,22(6):1289-1298.
- [24] Fiedler P C,Bernard H J.Tuna aggregation and feeding near fronts observed in satellite imagery[J].Continental Shelf Research,1987,7(8):871-881.
- [25] Pitcher T J.The impact of pelagic fish behavior on fisheries[J].Scientia Marina,1995,59(3-4):295.
- [26] 杨晓明,戴小杰,王学昉,等.基于点格局的中西太平洋金枪鱼围网中鲣的空间格局特征[J].中国水产科学,2017,24(3):633-639.Yang X M,Dai X J,Wang X F,et al.Spatial distribution characters of the purse-seine skipjack fishery in the western and central Pacific based on point-pattern analysis[J].Journal of Fishery Sciences of China,2017,24(3):633-639.
- [27] Wang X,Chen Y,Truesdell S,et al.The large-scale deployment of fish aggregation devices alters environmentally-based migratory behavior of skipjack tuna in the Western Pacific Ocean[J].PLoS One,2014,9(5):e98226.
- [28] Castro J J,Santiago J A,Santana-Ortega A T.A general theory on fish aggregation to floating objects:An alternative to the meeting point hypothesis[J].Reviews in Fish Biology and Fisheries,2001,11(3):255-277.
- [29] Dagorn L,Holland K N,Filmalter J.Are drifting FADs essential for testing the ecological trap hypothesis?[J].Fisheries Research,2010,106(1):60-63.
- [30] Hidayat R,Zainuddin M,Mallawa A,et al.Comparing skipjack tuna catch and oceanographic conditions at FAD locations in the Gulf of Bone and Makassar Strait[C]//IOP Conference Series:Earth and Environmental Science.[S.l.]:IOP Publishing,2019:012038.
- [31] 周甦芳.厄尔尼诺-南方涛动现象对中西太平洋鲣鱼围网渔场的影响[J].中国水产科学,2005(6):73-78.Zhou S F.Impacts of the El Niňo Southern Oscillation on skipjack tuna purse-seine fishing grounds in the Western and Central Pacific Ocean[J].Journal of Fishery Sciences of China,2005(6):73-78.
- [32] Leroy B,Phillips J S,Nicol S,et al.A critique of the ecosystem impacts of drifting and anchored FADs use by purse-seine tuna fisheries in the Western and Central Pacific Ocean[J].Aquatic Living Resources,2013,26(1):49-61.
- [33] Western and Central Pacific Fisheries Commission.Western and Central Pacific Fisheries Commission tuna fishery yearbook[R].Pohnpei:Western and Central Pacific Fisheries Commission,2017.
- [34] Miller A M,Bush S R,Van Zwieten P A.Sub-regionalisation of fisheries governance:The case of the Western and Central Pacific Ocean tuna fisheries[J].Maritime Studies,2014,13(17):1-20.
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