摘要
单位捕捞努力量渔获量(CPUE)是渔业资源评估的前提和基础,为了更好地评估西北印度洋鸢乌贼(Sthenoteuthis oualaniensis)资源丰度,掌握鸢乌贼资源分布与时空因子及海洋环境因子之间的关系,利用广义线性模型(GLM)和用广义加性模型(GAM),结合时空因子及海洋环境因子对2015~2021年西北印度洋鸢乌贼灯光罩网渔业CPUE进行标准化研究,并评价各因子对CPUE的影响。GLM模型结果显示,6个变量对CPUE影响显著,依次为年份(Year)、月份(Month)、经度(lon)、纬度(lat)、海表面温度(SST)、叶绿素a浓度(chl a);依次加入六个显著变量构建GAM模型,并通过对不同GAM模型的AIC值进行比较,结果显示包含6个变量的GAM模型AIC值最小且模型最优,对CPUE偏差的解释率为37.80%。研究表明,西北印度洋鸢乌贼高CPUE主要出现在9月至翌年3月期间,13°N~20°N、58°E~66°E、SST为26.0~29.0°C、chl a为0.07~0.73 mg/m^(3)的海域内。整体而言,基于GLM模型和GAM模型对西北印度洋鸢乌贼灯光罩网渔业CPUE标准化研究,能够较好地反映鸢乌贼资源的丰度变化情况。
Catch Per Unit Effort(CPUE)is a fundamental premise and basis for fisheries resource assessment.To better evaluate the abundance of purpleback flying squid Sthenoteuthis oualaniensis in the Northwest Indian Ocean,understanding the relationships between squid resource distribution and spatio-temporal as well as marine environmental factors is crucial.Utilizing generalized linear models(GLM)and generalized additive models(GAM),this study standardized the CPUE for the Northwest Indian Ocean S.oualaniensis light purse seine fishery from 2015 to 2021,integrating these factors to assess their impact on CPUE.The GLM results indicated significant influences from six variables:Year,Month,Longitude,Latitude,Sea Surface Temperature(SST),and Chlorophyll a concentration(chl a).A GAM incorporating these six significant variables was constructed,and its optimality was confirmed by comparing the Akaike information criterion(AIC)values across different models,showing the lowest AIC and an explanatory rate of 37.80%for CPUE variability.The study reveals that high CPUE mainly occurs from September to March,between 13°N to 20°N and 58°E to 66°E,with SST ranging from 26.0 to 29.0°C and chl a from 0.07 to 0.73 mg/m^(3).Overall,the GLM and GAM-based standardization studies of CPUE for the S.oualaniensis light purse seine fishery in the Northwest Indian Ocean effectively reflect the fluctuations in squid resource abundance.
作者
叶思齐
陆化杰
张弼强
赵懋林
倪振宇
YE Si-Qi;LU Hua-Jie;ZHANG Bi-Qiang;ZHAO Mao-Lin;NI Zhen-Yu(College of Marine Living Resource Sciences and Management,Shanghai Ocean University,Shanghai 201306,China;National Distant-water Fisheries Engineering Research Center,Shanghai Ocean University,Shanghai 201306,China;Scientific Observing and Experimental Station of Oceanic Fishery Resources,Ministry of Agriculture and Rural Affairs,Shanghai Ocean University,Shanghai 201306,China)
出处
《海洋与湖沼》
CAS
CSCD
北大核心
2024年第5期1258-1267,共10页
Oceanologia Et Limnologia Sinica
基金
国家重点研发计划项目,2023YFD2401303号
国家自然科学基金项目,41506184号。
关键词
鸢乌贼
西北印度洋
灯光罩网渔业
CPUE标准化
广义线性模型
广义加性模型
Sthenoteuthis oualaniensis
northwest Indian ocean
large-scale lighting net
CPUE standardization
generalized linear model(GLM)
generalized additive model(GAM)