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Analyzing fishery data and exploring the resource status of Antarctic krill based on its environmental dependence 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
IF 1.9 2区 农林科学 Q2 FISHERIES Pub Date : 2024-03-29 DOI: 10.1111/fog.12674
Rui Wang, Shigang Liu, Ran Zhang, Hai Li, Puqing Song, Yuan Li, Longshan Lin

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.

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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引用次数: 0
Mesoscale mosaics of interannual variations in surface temperature, chlorophyll a concentration, and their relation in a coastal fishing ground 沿海渔场地表温度、叶绿素 a 浓度年际变化及其关系的中尺度镶嵌图
IF 1.9 2区 农林科学 Q2 FISHERIES Pub Date : 2024-03-14 DOI: 10.1111/fog.12673
Mitsuhide Sato, Takaki Tsubono, Jun Yamaguchi, Shigenobu Takeda

To test the potential of high-resolution satellite image analysis for assessing and predicting the mesoscale (<10 km in this study) effects of climate and environmental change on temperature and primary productivity in fishing grounds, we conducted satellite image analysis around an island in a coastal strait west of Japan from 2018 to 2023. We observed a distinct north–south gradient in sea surface temperature (SST) and chlorophyll a concentration (CHL) over approximately 20 km of the transect, which was likely affected by the current system. The model configuration suggests that the frequency of southward currents during winter–spring can control the magnitude of spring phytoplankton blooms. In the study region, an increase in SST at a rate of 0.06–0.13°C y−1 occurred during the study period, accompanied by a decrease in CHL. The north–south gradient in the rate of change suggests that the variation in the temperature and flow rate of the Kuroshio Current into the study area was due to these abrupt changes. The relationship between the annual mean SST and CHL was also spatially heterogeneous, showing a higher sensitivity of CHL to SST in the southwest of the island than in the north. In addition to the intrusion of warm and oligotrophic Kuroshio waters, the spread of less saline and more eutrophic coastal waters likely influenced this spatial heterogeneity. The satellite image analysis in the present study successfully revealed mesoscale mosaics of environmental conditions in coastal fishery grounds.

为了测试高分辨率卫星图像分析在评估和预测气候与环境变化对渔场温度和初级生产力的中尺度(本研究中为 10 公里)影响方面的潜力,我们从 2018 年到 2023 年在日本西部沿海海峡的一个岛屿周围进行了卫星图像分析。我们在约 20 千米的横断面上观测到了明显的海面温度(SST)和叶绿素 a 浓度(CHL)的南北梯度,这很可能是受海流系统的影响。模型配置表明,冬春季节南下洋流的频率可控制春季浮游植物大量繁殖的程度。在研究期间,研究区域的 SST 以 0.06-0.13°C y-1 的速率上升,同时 CHL 下降。变化率的南北梯度表明,进入研究区域的黑潮温度和流速的变化是由这些突变造成的。年平均海温与 CHL 之间的关系在空间上也存在差异,表明该岛西南部 CHL 对海温的敏感性高于北部。除了黑潮暖流和低营养水体的侵入外,盐度较低和富营养化程度较高的沿岸水体的扩散也可能影响了这种空间异质性。本研究的卫星图像分析成功地揭示了沿岸渔场环境条件的中尺度马赛克。
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引用次数: 0
Neural network approach for detecting spatial changes in catch probability of Engraulis ringens during El Niño-Southern Oscillation events in northern Chile 用神经网络方法检测智利北部厄尔尼诺-南方涛动事件期间 Engraulis ringens 捕获概率的空间变化
IF 2.6 2区 农林科学 Q2 FISHERIES Pub Date : 2024-03-03 DOI: 10.1111/fog.12672
Elier Armas, Hugo Arancibia, Sergio Neira, María Carla Marín

Engraulis ringens (anchovy) is a small pelagic fish of the Family Engraulidae that inhabits the neretic-coastal zone from northern Peru to south-central Chile. It is the main resource species of industrial fishing of northern Chile, representing 80% of the annual landings of the purse seine fleet. The history of this fishery (1985–2023) shows a strong decrease in annual industrial landings, especially during extreme El Niño–Southern Oscillation (ENSO) events. The greatest decrease in landings in two decades occurred in 2020, coinciding with a cold La Niña event, which had not been observed in previous La Niña events. We evaluated whether the current decrease in annual landings of E. ringens is associated with oceanographic changes in northern Chile during El Niño or La Niña events. We applied a neuronal network model to identify the spatial and temporal distribution of E. ringens using the catch probability of each boat of the industrial purse seine fleet. The selected oceanographic variables (sea surface temperature, salinity, depth of the mixed layer, sea height and currents) for the 2003–2020 period were obtained from the Copernicus Marine Environment Monitoring Service (CMEMS program) and used as predictor variables of the monthly landings of E. ringens. The neural network model explained 97% of the monthly variability of catch probability of E. ringens by the industrial purse seine fleet. The spatial distribution of catch probability of E. ringens was analyzed independently for El Niño (2015), La Niña (2007, 2013, and 2020), and Neutral (2004) years. We found that catch probability extended further west during La Niña events (except for 2020), occupying a greater area, but were limited to a 10 nautical mile coastal strip during the El Niño event. The spatial distribution of catch probability in the Neutral condition was near the coast, although not as restricted as during the El Niño event. The higher catch probabilities in the La Niña event of 2020 were near the coast, in contrast to the previous La Niña events of 2007 and 2013, due to the restriction of the optimal habitat of E. ringens in response to changes in oceanographic conditions. The application of the results of this study will allow understanding and probably anticipating the consequences that extreme ENSO events could have on the catch probability of the industrial anchovy purse seine fleet in northern Chile.

Engraulis ringens(凤尾鱼)是一种小型中上层鱼类,属于 Engraulidae 科,栖息于秘鲁北部至智利中南部的近海沿海地区。它是智利北部工业化捕捞的主要资源品种,占围网船队年上岸量的 80%。该渔业的历史(1985-2023 年)显示,年工业上岸量大幅下降,尤其是在厄尔尼诺-南方涛动(ENSO)极端事件期间。2020 年上岸量出现了 20 年来的最大降幅,当时正值寒冷的拉尼娜事件,而在之前的拉尼娜事件中并未观察到这一现象。我们评估了目前每年 E. ringens 上岸量的减少是否与厄尔尼诺或拉尼娜事件期间智利北部海洋变化有关。我们采用神经元网络模型,利用工业围网船队每艘船的捕获概率来确定 E. ringens 的时空分布。我们从哥白尼海洋环境监测服务(CMEMS 计划)中获取了 2003-2020 年期间选定的海洋变量(海面温度、盐度、混合层深度、海平面高度和海流),并将其用作 E. ringens 月上岸量的预测变量。神经网络模型解释了工业围网船队捕获 E. ringens 的月度变化概率的 97%。对厄尔尼诺年(2015 年)、拉尼娜年(2007 年、2013 年和 2020 年)和中性年(2004 年)E. ringens 捕获概率的空间分布进行了独立分析。我们发现,在拉尼娜事件期间(2020 年除外),捕获概率进一步向西扩展,占据了更大的区域,但在厄尔尼诺事件期间,捕获概率仅限于 10 海里的沿海地带。在中性条件下,捕获概率的空间分布靠近海岸,但不像厄尔尼诺事件期间那样受到限制。与 2007 年和 2013 年的拉尼娜事件不同,2020 年的拉尼娜事件中较高的捕获概率出现在海岸附近,这是因为 E. ringens 的最佳栖息地因海洋条件的变化而受到限制。应用该研究结果将有助于了解并预测极端厄尔尼诺/南方涛动事件可能对智利北部工业化围网捕捞凤尾鱼船队的捕获概率造成的后果。
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引用次数: 0
Feeding ecology of two reef-associated snappers (Lutjanus fulviflamma and L. fulvus): Influence of lunar phase on feeding activity 两种与珊瑚礁有关的笛鲷(Lutjanus fulviflamma 和 L. fulvus)的摄食生态学:月相对摄食活动的影响
IF 2.6 2区 农林科学 Q2 FISHERIES Pub Date : 2024-02-21 DOI: 10.1111/fog.12670
Tamaki Shimose

The lunar phase is known to influence the spawning activity of some Lutjanus snappers, however, information on its influence on feeding activity is limited. In the present study, diet, feeding habit, and lunar periodicity of feeding activity on two reef-associated sympatric snappers, blackspot snapper Lutjanus fulviflamma (n = 339) and blacktail snapper L. fulvus (n = 172), were investigated by stomach content analyses in the Yaeyama region (24°N, 124°E), southern Japan. Diets of the two snappers were similar and mainly consumed fishes, crabs, and shrimps. Relative volume of the stomach contents to body weight was compared by season, lunar day, and predator size using a generalized linear model. Larger individuals fed on larger fish prey and tended to show higher stomach fullness for both snappers. Periodic regression revealed that the lunar periodicity of the feeding activity is different between the two Lutjanus snappers. The feeding activity of L. fulviflamma increased around the spring tides of both new and full moons during a single lunar cycle. On the other hand, the feeding activity of L. fulvus increased only before the new moon but decreased before the full moon. Spawning of L. fulvus is known to occur only around the full moon, and enlarged gonads are considered to suppress the feeding activity of the species. Individuals with much stomach contents did not have large gonads for both snappers, and this supports the above supposition. Spawning and feeding activities are closely linked and simultaneous temporal analysis will enable a clearer understanding of the ecological role of these predators.

已知月相会影响一些笛鲷的产卵活动,但有关月相对摄食活动的影响的信息却很有限。本研究在日本南部八重山地区(北纬 24°,东经 124°)通过胃内容物分析调查了两种与珊瑚礁相关的同域笛鲷--黑点笛鲷 Lutjanus fulviflamma(n = 339)和黑尾笛鲷 L. fulvus(n = 172)的饮食、摄食习性和摄食活动的月相周期。两种笛鲷的食物相似,主要食用鱼、蟹和虾。利用广义线性模型比较了不同季节、阴历日和捕食者大小的胃内容物相对于体重的体积。对两种甲鱼而言,体型较大的个体捕食较大的鱼类猎物,胃的饱满度往往较高。周期回归显示,两种笛鲷的摄食活动的月周期是不同的。在一个农历周期内,笛鲷的摄食活动在新月和满月的春潮前后都有所增加。另一方面,黄颡鱼的摄食活动只在新月之前增加,而在满月之前减少。众所周知,黄颡鱼只在满月前后产卵,增大的性腺被认为会抑制该物种的摄食活动。在两种甲鱼中,胃内容物较多的个体性腺都不大,这支持了上述推测。产卵和觅食活动密切相关,同时进行时间分析将有助于更清楚地了解这些捕食者的生态作用。
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引用次数: 0
Distribution and stable isotope ratio characteristics of Japanese eel leptocephali in relation to hydrographic structure of their Pacific Ocean spawning area 与太平洋产卵区水文结构有关的日本鳗鲡的分布和稳定同位素比值特征
IF 2.6 2区 农林科学 Q2 FISHERIES Pub Date : 2024-02-21 DOI: 10.1111/fog.12671
Shingo Kimura, Sachie Miyazaki, Hiroaki Onda, Takashi Kitagawa, Yoichi Miyake, Michael J. Miller, Katsumi Tsukamoto

To understand the larval distribution, size variation, and stable isotope ratios of Japanese eel leptocephali in relation to the salinity front and their feeding ecology, larvae from 7 research cruises (2002–2013) in the North Equatorial Current (NEC) spawning area were examined. The smallest early-stage larvae were distributed south of or near the salinity front, confirming that the salinity front is an important oceanic feature to understand spawning locations of the Japanese eel. Larger size larvae tended to distribute into higher latitudes. Transport to northern latitudes with their growth would facilitate transport into the Kuroshio region, but retention in the Subtropical Countercurrent (STCC) might be detrimental. Preleptocephalus isotope ratios reflected maternal ratios, but feeding-stage leptocephali (8–56 mm) tended to have higher ∂15N values at lower latitudes typically in areas south of a salinity front. Feeding larvae quickly assimilate isotope ratios from the NEC after spawning and early growth. Large differences of ∂13C values of larvae between the NEC and STCC might vary with spatial baselines in the two currents. However, diel vertical migrations should be considered, because the isotope ratios in particulate organic matter distinctly depend on the depth. Comparisons among Japanese eel larvae and other taxa of leptocephali in the NEC illustrate the need for further studies on the trophic ecology of leptocephali.

为了了解日本鳗七鳃鳗的幼体分布、大小变化和稳定同位素比值与盐度前沿及其觅食生态的关系,研究人员考察了在北赤道流产卵区进行的 7 次研究考察(2002-2013 年)的幼体。最小的早期幼体分布在盐度锋以南或附近,证实盐度锋是了解日本鳗产卵地点的重要海洋特征。体型较大的幼体往往分布在较高纬度地区。随着幼体的生长而向北纬度迁移将有助于向黑潮地区迁移,但在亚热带逆流(STCC)中的滞留可能是有害的。幼体前同位素比值反映了母体比值,但摄食期幼体(8-56 毫米)在低纬度地区的∂15N 值往往较高,这些地区通常位于盐度前线以南。摄食幼体在产卵和早期生长后会迅速吸收来自 NEC 的同位素比值。NEC 和 STCC 之间幼体 ∂13C 值的巨大差异可能会随着两个水流空间基线的变化而变化。然而,由于颗粒有机物中的同位素比值明显取决于深度,因此应考虑昼夜垂直洄游。通过比较日本鳗鲡幼体和北大西洋鳕鱼群中的其它鳞翅目类群,说明有必要对鳞翅目类群的营养生态学进行进一步研究。
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引用次数: 0
A warming western boundary current increases the prevalence of commercially disruptive parasites in broadbill swordfish 变暖的西部边界流增加了宽吻箭鱼中具有商业破坏性的寄生虫的流行率
IF 2.6 2区 农林科学 Q2 FISHERIES Pub Date : 2024-02-14 DOI: 10.1111/fog.12669
Jessica A. Bolin, Karen Evans, David S. Schoeman, Claire M. Spillman, Thomas S. Moore II, Jason R. Hartog, Scott F. Cummins, Kylie L. Scales

Meat quality is of paramount importance in the fisheries and aquaculture industries, but the quality of seafood can be affected by environmental variability and change, creating uncertainties in the delivery of consistent, high-end product. Reports from fishers operating in an Australian fishery catching broadbill swordfish (Xiphias gladius) suggest that anomalously warm waters are linked with myoliquefaction of muscle tissue. The condition affects the marketability of fish by turning the meat into a soft, mushy texture post-mortem and is caused by infection by the myxozoan parasite Kudoa musculoliquefaciens. Here, we combine microscopy, molecular techniques and ecological modelling to explore potential environmental drivers of the prevalence and intensity of K. musculoliquefaciens in swordfish, as a first step in understanding how a warming ocean might exacerbate the risk of harvesting an infected swordfish and the resultant potential risk of myoliquefaction. We develop predictive dynamic risk surfaces on seasonal timescales, with results revealing both the likelihood of harvesting an infected swordfish and the intensity of parasite load increase during the Austral summer. The prevalence of the parasite further increases in the region dominated by the East Australian Current, when locally warm areas are atypically cool and when average monthly temperatures are more variable. These findings provide information useful in predicting the conditions under which the risk of harvesting infected swordfish might be intensified, enabling adaptation to climate change impacts and optimisation of decision-making when fishing under risky conditions.

肉质对渔业和水产养殖业至关重要,但海产品的质量可能会受到环境变化的影响,从而给提供稳定的高端产品带来不确定性。在澳大利亚捕捞宽吻剑鱼(Xiphias gladius)的渔民的报告表明,异常温暖的水域与肌肉组织的肌溶解有关。这种情况会使鱼死后肉质变软,影响鱼的销路,是由肌寄生虫 Kudoa musculoliquefaciens 感染引起的。在这里,我们将显微镜、分子技术和生态建模结合起来,探索箭鱼中 K. musculoliquefaciens 感染率和强度的潜在环境驱动因素,以此作为了解海洋变暖如何加剧捕捞受感染箭鱼的风险以及由此产生的肌溶解潜在风险的第一步。我们开发了以季节为时间尺度的预测性动态风险曲面,结果显示,在澳大拉西亚夏季,捕获受感染箭鱼的可能性和寄生虫负荷的强度都会增加。在东澳大利亚洋流主导的区域,寄生虫的流行率进一步上升,此时局部温暖地区异常凉爽,月平均气温变化较大。这些发现提供了有用的信息,有助于预测在何种条件下捕捞受感染箭鱼的风险可能会增加,从而适应气候变化的影响,并优化在风险条件下捕捞时的决策。
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引用次数: 0
Dietary metabarcoding of keystone sardine species reveals the importance of their ichthyoplankton prey in food webs of the Southern Brazilian Bight fisheries 关键沙丁鱼物种的膳食代谢编码揭示了其鱼类浮游生物猎物在巴西南部海湾渔业食物网中的重要性
IF 2.6 2区 农林科学 Q2 FISHERIES Pub Date : 2024-02-09 DOI: 10.1111/fog.12668
Anna Karolina Oliveira de Queiroz, Maria A. Gasalla, Marcele Laux, Renato Renison Moreira Oliveira, Fabricio dos Anjos Santa Rosa, Audun Schrøder-Nielsen, Felippe A. Postuma, João Bráullio de Luna Sales, Hugo J. de Boer, Quentin Mauvisseau, Jonathan Stuart Ready

Clupeiform fishes are ecologically and economically important species contributing to industrial and artisanal fisheries worldwide. They represent key links in food webs, influencing the dynamic between trophic levels. The dietary interactions of these species are poorly studied in many regions, yet essential for fisheries management. To elucidate the role of these species in food webs of the Southern Brazilian Bight pelagic fisheries, we used metabarcoding analysis of fish stomach contents of Clupeiformes and possible predators. Onboard sampling from March to September 2016 allowed for processing of 87 stomach samples representing 31 species (including 12 samples representing three species of Clupeiformes). Links between trophic levels showed the predominance of Sardinella brasiliensis and Engraulis anchoita as important dietary items of a large range of fishes (28 species belonging to 18 families) and representing the majority of the total prey read abundance assigned to clupeiform fishes (~46% and ~32%, respectively). Opisthonema oglinum contributed to the diet of 16 species in 13 families and ~18% of total read abundance of clupeiform fishes as prey. The appearance of multiple clupeiform taxa in the diet of predators that are not commonly associated with pelagic prey indicates that ecosystem-based fisheries management should not be separated between pelagic and demersal fisheries. The diet of Clupeiformes revealed an unexpectedly large diversity of fish species and a low proportion of invertebrates (<5% of clupeiform prey reads). This was likely due to a combination of both a limitation of the metabarcoding method (primer bias and low success of invertebrate taxonomic identification) as well as a contribution of early life stages (ichthyoplankton) to the diet of these fishes. The potential role of clupeiform fish populations as a constraint to the recruitment from the ichthyoplanktonic phase of other ecologically or commercially important fishes should be considered as an important direction for future studies.

羽鳃纲鱼类是生态和经济上的重要物种,为全球的工业和个体渔业做出了贡献。它们是食物网中的关键环节,影响着营养级之间的动态变化。许多地区对这些物种的膳食相互作用研究甚少,但对渔业管理却至关重要。为了阐明这些物种在巴西南部海湾远洋渔业食物网中的作用,我们采用了对栉水母类和可能的捕食者的鱼胃内容物进行代谢编码分析的方法。在 2016 年 3 月至 9 月的船上采样期间,我们处理了代表 31 个物种的 87 份胃样本(包括代表 3 个栉水母类物种的 12 份样本)。营养级之间的联系表明,巴西沙丁鱼(Sardinella brasiliensis)和鳗鲡(Engraulis anchoita)是大量鱼类(隶属于 18 个科的 28 个物种)的重要食物,占褐盖鱼类猎物总读数丰度的大部分(分别为约 46%和约 32%)。Opisthonema oglinum 是 13 科 16 种鱼类的食物,占羽状鱼类猎物总读数丰度的约 18%。在食肉动物的食物中出现多个通常与中上层猎物不相关的羽鳃纲分类群表明,基于生态系统的渔业管理不应将中上层渔业和底栖渔业分开。鳞栉水母类的食谱显示,鱼类物种的多样性出乎意料地高,而无脊椎动物的比例却很低(占鳞栉水母类猎物的 5%)。这可能是由于代谢标码方法的局限性(引物偏差和无脊椎动物分类鉴定成功率低)以及早期生命阶段(鱼类浮游生物)对这些鱼类食物的贡献。鱼鳞状鱼类种群作为其他具有生态或商业重要性的鱼类从浮游鱼类阶段招募的制约因素的潜在作用,应被视为未来研究的一个重要方向。
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引用次数: 0
Impact of climate variability on moonfish (Mene maculata) catch rate in the waters off southwestern Taiwan 气候多变性对台湾西南部海域月亮鱼(Mene maculata)捕获率的影响
IF 2.6 2区 农林科学 Q2 FISHERIES Pub Date : 2024-01-31 DOI: 10.1111/fog.12667
Aratrika Ray, Sandipan Mondal, Kennedy Edeye Osuka, Riah Irawati Sihombing, Ming-An Lee, Yi-Chen Wang, Jia-Sin He

A commercially significant small coastal forage fish, moonfish (Mene maculata), accounts for almost 98% of Taiwanese purse seine capture, primarily in the southwestern Taiwan region. Research indicates that climate indices affect coastal fish catch and dispersal, while the link between moonfish and climatic variability in this region is still unclear. This study found that the delayed period of Pacific Decadal Oscillation (PDO), North Pacific Oscillation (NPO) and North Pacific Gyre Oscillation (NPGO) affect moonfish distribution and catch rates off southwestern Taiwan. Understudied are the environmental factors connected to these oscillations and their delayed consequences on moonfish catch rates. We focussed on Taiwan purse seiner capture rates (catch per unit effort or CPUE) of moonfish in southwestern Taiwan from 2014 to 2020 and delayed oscillation occurrences up to 5 years to better understand these processes. CPUE demonstrated a 3 to 4-year positive connection (r > 0.5) with NPGO, NPO and PDO. The region's moonfish catch rates were most affected by NPGO with a 4-year lag, followed by a 3-year lag of PDO and lastly a 4-year lag of NPO, according to the results of generalized additive models (GAMs). All the three oscillations had the greatest impact on moonfish catchability when a lag of >2 years was present. Between 2014 and 2020, moonfish CPUE fluctuated, peaking in 2019. The climatic parameters that affect moonfish in southwestern Taiwan and the Taiwanese purse seine fisheries catches are shown by this study.

一种具有重要商业价值的沿海小型觅食鱼类--月亮鱼(Mene maculata)占台湾围网捕捞量的近 98%,主要分布在台湾西南部地区。研究表明,气候指数会影响沿岸鱼类的捕获量和扩散,但该地区月鱼与气候变异之间的联系仍不清楚。本研究发现,太平洋十年涛动(PDO)、北太平洋涛动(NPO)和北太平洋环流涛动(NPGO)的延迟期影响台湾西南部近海的月鱼分布和捕获率。与这些涛动相关的环境因素及其对月鱼捕获率的延迟影响研究不足。我们重点研究了 2014 年至 2020 年台湾西南部围网渔船对月鱼的捕获率(单位渔获量或 CPUE),并将振荡发生时间延迟了 5 年,以更好地了解这些过程。CPUE 与 NPGO、NPO 和 PDO 呈 3 至 4 年的正相关(r > 0.5)。根据广义相加模型(GAMs)的结果,该区域的月鱼捕获率受 NPGO 的影响最大,滞后 4 年,其次是 PDO 滞后 3 年,最后是 NPO 滞后 4 年。当滞后 2 年时,三种振荡对月鱼可捕量的影响最大。在 2014 年至 2020 年期间,月鱼的渔获量出现波动,并在 2019 年达到峰值。本研究显示了影响台湾西南部月鱼和台湾围网渔业渔获量的气候参数。
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引用次数: 0
Modeling the importance of subsurface environmental variables in driving swordfish (Xiphias gladius) catchability in the Western Indian Ocean 模拟表层下环境变量对西印度洋箭鱼(Xiphias gladius)可捕获性的重要影响
IF 2.6 2区 农林科学 Q2 FISHERIES Pub Date : 2024-01-15 DOI: 10.1111/fog.12665
Wei Tang, Xuefang Wang, Feng Wu, Xiaoyu Geng, Jiangfeng Zhu

Many oceanic species in pelagic habitats move vertically through the water column, highlighting the ecological importance of that spatial environment for modeling habitats of marine species. The role and importance of multiple oceanic subsurface environmental variables in modeling the habitat suitability of swordfish (Xiphias gladius), a highly migratory large pelagic fish, is poorly understood. In this study, we analyzed adult swordfish data from the 2017–2019 Chinese Indian Ocean tuna longline fishery observer. We used the maximum entropy model (MaxEnt) and random forest model (RF) to compare modeling schemes that included multiple subsurface environmental datasets. The area under receiver operating characteristic curve (AUC) from training and test sets was evaluated to investigate whether the inclusion of subsurface variables could enhance model performance and affect the simulation results. This analysis showed that model performance was significantly enhanced after addition of subsurface environmental variables, and the best model fit was achieved at 200–300 m depth. Sea water temperature, dissolved oxygen, net primary production, and ocean mixed layer depth were the critical environmental factors constituting catchability for swordfish in the Western Indian Ocean. As the depth increased, dissolved oxygen became the most important environmental factor, replacing surface temperature. Compared with the surface model, the location and extent of areas of high catchability in certain months changed significantly after the addition of subsurface variables. The results of this study provide evidence for a better understanding of the selection of critical environmental variables and improvement of model performance in 3D habitat modeling of pelagic fish.

中上层栖息地的许多海洋物种都在水体中垂直移动,这凸显了空间环境对海洋物种栖息地建模的生态重要性。箭鱼(Xiphias gladius)是一种高度洄游的大型中上层鱼类,但人们对多种海洋次表层环境变量在箭鱼栖息地适宜性建模中的作用和重要性知之甚少。在本研究中,我们分析了 2017-2019 年中国印度洋金枪鱼延绳钓渔业观测数据中的箭鱼成鱼数据。我们使用最大熵模型(MaxEnt)和随机森林模型(RF)来比较包含多个次表层环境数据集的建模方案。我们评估了训练集和测试集的接收器工作特征曲线下面积(AUC),以研究包含次表层变量是否能提高模型性能并影响模拟结果。分析表明,加入次表层环境变量后,模型性能明显增强,模型拟合效果在 200-300 米深度最佳。海水温度、溶解氧、净初级生产力和海洋混合层深度是构成西印度洋箭鱼可捕性的关键环境因素。随着深度的增加,溶解氧取代表层温度成为最重要的环境因子。与表层模型相比,加入次表层变量后,某些月份可捕性高的区域的位置和范围发生了显著变化。这项研究的结果为更好地理解关键环境变量的选择和提高中上层鱼类三维栖息地模型的性能提供了证据。
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引用次数: 0
Ontogenetic growth responses to the environmental changes of the swordtip squid (Uroteuthis edulis) spring stock in the East China Sea 东海剑尖鱿春季种群对环境变化的个体发育反应
IF 2.6 2区 农林科学 Q2 FISHERIES Pub Date : 2024-01-08 DOI: 10.1111/fog.12666
Nan Li, Peiwu Han, Xinjun Chen, Zhou Fang

Swordtip squid (Uroteuthis edulis) is characterized by a complex population structure and rapid generation renewal and sensitive to habitat changes. Its population growth response to environmental variations implies its flexible life history traits. In this study, with the samples collected in the north-central waters of the East China Sea from 2017 to 2021, the daily growth of the spring stock was analyzed based on the age and increment width of statolith. The gradient forest method (GFM) and generalized additive mixed models (GAMMs) were used to explore the changes in the weights of environmental variables and the relationships between daily growth and environmental variables in various growth stages. The age of the samples collected from 2017 to 2021 mainly ranged from 180 to 240 days, and the spring stock was the dominant stock. According to the distance from daily increment to core in the statolith, the life history of the spring stock was divided into four growth stages (S1 embryo–larval stage, S2 juvenile stage, S3 subadult stage, and S4 adult stage). For the spring stock, the cumulative weight of temperature and salinity in the population growth was the largest in S1 stage; the cumulative weight of temperature and velocity was the largest in S2 stage; the cumulative weight of temperature was the largest in S3 stage; and the cumulative weight of mixed layer depth (MLD), temperature, and salinity was the largest in S4 stage. The relationship between temperature at the depth of 25 m (T25) and daily growth of the spring stock was first positively correlated (S1–S2), then negatively correlated (S3), and finally positively correlated (S4). The relationship between environment variable and growth of the spring stock gradually decreased with the increase in MLD (30 to 50 m) and SSS (S3–S4, 32.2‰ to 33.2‰) and gradually increased with the increase in the velocity of currents (S1, .1 to .2 m/s). The differences in the responses of the spring stock to environmental variations in different growth stages may lead to the changes in the growth traits for the spring stock. This study provides a scientific basis for a comprehensive understanding of the life history traits of U. edulis.

剑尖乌贼(Uroteuthis edulis)具有种群结构复杂、世代更新快的特点,对栖息地的变化非常敏感。其种群增长对环境变化的响应意味着其灵活的生活史特征。本研究以2017年至2021年在东海中北部海域采集的样品为研究对象,根据统计石年龄和增量宽度分析了春季种群的日生长量。采用梯度森林法(GFM)和广义加性混合模型(GAMMs)探讨了不同生长阶段环境变量权重的变化以及日生长量与环境变量之间的关系。2017年至2021年采集的样品日龄主要在180天至240天之间,以春季种群为主。根据统计石中日增量到石芯的距离,将春季种群的生活史分为四个生长阶段(S1胚胎-幼鱼期、S2幼鱼期、S3亚成鱼期和S4成鱼期)。在春季种群中,温度和盐度在种群增长中的累积权重在 S1 阶段最大;温度和速度在 S2 阶段的累积权重最大;温度在 S3 阶段的累积权重最大;混合层深度(MLD)、温度和盐度在 S4 阶段的累积权重最大。25 米水深温度(T25)与春季种群日生长量的关系首先呈正相关(S1-S2),然后呈负相关(S3),最后呈正相关(S4)。随着水深(30 至 50 米)和 SSS(S3-S4,32.2‰ 至 33.2‰)的增加,环境变量与泉群生长的关系逐渐减弱;随着流速(S1,0.1 至 0.2 米/秒)的增加,环境变量与泉群生长的关系逐渐增强。春季鱼种在不同生长阶段对环境变化的反应差异可能导致春季鱼种生长性状的变化。这项研究为全面了解江豚的生活史特征提供了科学依据。
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引用次数: 0
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Fisheries Oceanography
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