Analyzing fishery data and exploring the resource status of Antarctic krill based on its environmental dependence

IF 1.9 2区 农林科学 Q2 FISHERIES
Rui Wang, Shigang Liu, Ran Zhang, Hai Li, Puqing Song, Yuan Li, Longshan Lin
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引用次数: 0

Abstract

Antarctic krill Euphausia superba is a key species in the Southern Ocean ecosystem and has important ecological value. It is also one of the main fishery resources in the Southern Ocean with high economic value. In recent years, with the development of krill fishery and rapid climate change, the conservation and management of krill resources have faced unprecedented challenges. The krill resource is different from the general fishery resources. Due to the krill schooling characteristics, fishery data has some advantages over scientific survey data. Reviewing and analyzing the krill fishery data is necessary. Therefore, in this study, four fishery resource indices (FRIs) were calculated based on Antarctic krill fishery data, and based on the environmental dependence of Antarctic krill, the FRI with the strongest environmental dependence was screened by using the Gradient Forest Model, and the step changes of the FRI with strongest environmental dependence was examined by using the sequential t-test analyses of regime shifts (STARS). The generalized additive model (GAM) to analyze the correlation between the FRI with the strongest environmental dependence and the main environmental factors, and then explore the resource status of Antarctic krill in the study area. The model results showed that the “FRI_hual” had the strongest environmental dependence and was a better indicator of the status of the Antarctic krill in the study area than the others. In the 2009–2010 year, “FRI_hual” had an obvious regime shift. The interaction of environmental factors “ice_area_2” and “SSH_1” has a great impact on “FRI_hual”. Methods used and results obtained in the study can provide new ideas and a scientific reference for future work, including integrated stock assessment of krill and krill resource monitoring, conservation, and management based on the ecosystem.

根据南极磷虾的环境依赖性分析渔业数据并探索其资源状况
南极磷虾(Euphausia superba)是南大洋生态系统中的关键物种,具有重要的生态价值。它也是南大洋的主要渔业资源之一,具有很高的经济价值。近年来,随着磷虾渔业的发展和气候变化的加快,磷虾资源的保护和管理面临着前所未有的挑战。磷虾资源不同于一般的渔业资源。由于磷虾的游动特性,渔业数据与科学调查数据相比具有一定的优势。对磷虾渔业数据进行回顾和分析很有必要。因此,本研究基于南极磷虾渔业数据计算了四个渔业资源指数(FRI),并根据南极磷虾的环境依赖性,利用梯度森林模型筛选出环境依赖性最强的渔业资源指数,利用制度变迁的连续 t 检验分析(STARS)检验了环境依赖性最强的渔业资源指数的阶跃变化。利用广义加法模型(GAM)分析环境依赖性最强的 FRI 与主要环境因子的相关性,进而探讨研究区南极磷虾的资源状况。模型结果表明,"FRI_hual "的环境依赖性最强,与其他指标相比更能反映研究区南极磷虾的资源状况。在 2009-2010 年,"FRI_hual "出现了明显的制度转变。环境因素 "冰区_2 "和 "SSH_1 "的相互作用对 "FRI_hual "有很大影响。该研究采用的方法和取得的结果可为今后基于生态系统的磷虾综合种群评估和磷虾资源监测、保护和管理等工作提供新的思路和科学参考。
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来源期刊
Fisheries Oceanography
Fisheries Oceanography 农林科学-海洋学
CiteScore
5.00
自引率
7.70%
发文量
50
审稿时长
>18 weeks
期刊介绍: The international journal of the Japanese Society for Fisheries Oceanography, Fisheries Oceanography is designed to present a forum for the exchange of information amongst fisheries scientists worldwide. Fisheries Oceanography: presents original research articles relating the production and dynamics of fish populations to the marine environment examines entire food chains - not just single species identifies mechanisms controlling abundance explores factors affecting the recruitment and abundance of fish species and all higher marine tropic levels
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