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东海和黄海南部银鲳栖息地适宜性研究

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为了解东海和黄海南部银鲳(Pampus argenteus)的生态学特征,利用2016年5月(春季)、8月(夏季)、10月(秋季)和2017年1月(冬季)东海和黄海南部底拖网渔业资源调查资料,结合全球海洋环境数据集(GMED)和哥白尼海洋环境监测系统(CMEMS)中提取的水深、温度、盐度、叶绿素a和溶解氧等环境变量,开展东海和黄海南部银鲳栖息地季节性分布特征研究.利用增强回归树(boosted regression tree,BRT)方法确定各环境因子在HSI模型中的权重,通过赋予环境变量权重的算术平均值算法和几何平均值算法构建东海和黄海南部银鲳栖息地适宜性指数(habitat suitability index,HSI)模型,交叉验证的方法确定银鲳各季节最适的HSI模型.结果显示:春季,对HSI模型总偏差贡献最大的是水深(43.47%),最适范围为20~33 m;夏季,对HSI模型总偏差贡献最大的是叶绿素a(67.18%),最适范围为5.36~5.90 mg·m-3;秋季,对HSI模型总偏差贡献最大的是温度(33.96%),最适范围为21.16~23.81℃;冬季,对HSI模型总偏差贡献最大的是溶解氧(37.65%),最适范围为287.31~297.49 mmol·m-3.在HSI模型的算法选择中,根据赤池信息准则(Akaike information criterion,AIC)发现,4个季节银鲳HSI模型均以赋予环境因子权重的算术平均值算法为最适.研究表明,HSI模型能够较好地反映东海和黄海南部银鲳各季节资源分布和栖息地生境特征,对东海和黄海南部银鲳分布动态的掌握和预测有着至关重要的作用.
Study on the habitat suitability of Pampus argenteus in the East China Sea and southern Yellow Sea
To understand the ecological characteristics of Pampus argenteus in the East China Sea and southern Yellow Sea,we analyzed the seasonal characteristics in the habitat distribution of Pampus argenteus in the area,based on the bottom-trawl survey data collected from the East China Sea and the southern Yellow Sea in May(spring),August(summer),October(autumn)of 2016 and January(winter)of 2017 and the environmental data collected from Global Marine Environmental Datasets(GMED)and European Union Copernicus Marine Environmental Monitoring Service(CMEMS),including depth,temperature,salinity,chlorophyll-a and dissolved oxygen.The seasonal suitability index curves of Pampus argenteus for different environmental variables were ploted.Boosted regression tree(BRT)model was used to determine the weight of each factor in HSI.The habitat index model of Pampus argenteus in the aera was constructed using weighted arithmetic mean model(WAMM)and weighted geometric mean model(WGMM),and the optimal model was selected by cross validations.The results showed that the most significant contribution to the total deviation of the HSI model in spring was water depth,its contribution rate was 43.47%,and the optimum range of water depth was 20-33 m.The most significant contribution to the total deviation of HSI model in summer was chlorophyll-a,its contribution rate was 67.18%,and the optimum range was 5.36-5.90 mg·m-3.The most significant contribution to the total deviation of HSI model in autumn was temperature,its contribution rate was 33.96%,and the optimum range was 21.16-23.81℃.The most significant contribution to the total deviation of HSI model in winter was dissolved oxygen,its contribution rate was 37.65%,and the optimum range was 287.31-297.49 mmol·m-3.In the algorithm selection for the HSI model,according to Akaike information criterion(AIC),it was found that WAMM was the optimal for the HSI algorithm model of Pampus argenteus in all four seasons.This study showed that HSI model could better reflect the seasonal distribution and habitat characteristics of Pampus argenteus in the East China Sea and southern Yellow Sea,and was crucial for the understanding and prediction of the distribution dynamics of Pampus argenteus in the East China Sea and southern Yellow Sea.

East China Seasouthern Yellow SeaPampus argenteushabitatenvironmentdistribution

张辉、姜亚洲、刘尊雷、严利平、李建生、凌建忠、程家骅

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中国水产科学研究院东海水产研究所,农业农村部东海渔业资源开发利用重点实验室,上海 200090

东海 黄海南部 银鲳 栖息地 环境 分布

2024

海洋渔业
中国水产学会 中国水产科学研究院东海水产研究所

海洋渔业

CSTPCD北大核心
影响因子:1.063
ISSN:1004-2490
年,卷(期):2024.46(6)