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Simulation testing performance of ensemble models when catch data are underreported 模拟测试渔获量数据漏报时集合模型的性能
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-05-28 DOI: 10.1093/icesjms/fsae067
Elizabeth N Brooks, Jon K T Brodziak
Ensemble model use in stock assessment is increasing, yet guidance on construction and an evaluation of performance relative to single models is lacking. Ensemble models can characterize structural uncertainty and avoid the conundrum of selecting a “best” assessment model when alternative models explain observed data equally well. Through simulation, we explore the importance of identifying candidate models for both assessment and short-term forecasts and the consequences of different ensemble weighting methods on estimated quantities. Ensemble performance exceeded a single best model only when the set of candidate models spanned the true model configuration. Accuracy and precision depended on the model weighting scheme, and varied between two case studies investigating the impact of catch accuracy. Information theoretic weighting methods performed well in the case study with accurate catch, while equal weighting performed best when catch was underreported. In both cases, equal weighting produced multimodality. Ensuring that an ensemble spans the true state of nature will be challenging, but we observed that a change in sign of Mohn’s rho across candidate models coincided with the true OM being bounded. Further development of protocols to select an objective and balanced set of candidate models, and diagnostics to assess adequacy of candidates are recommended.
在种群评估中使用集合模式的情况越来越多,但缺乏有关构建的指导,也缺乏相对于单一模式的性能评估。集合模型可以描述结构的不确定性,避免在其他模型同样能解释观测数据的情况下选择 "最佳 "评估模型的难题。通过模拟,我们探讨了为评估和短期预测确定候选模型的重要性,以及不同的集合加权方法对估计量的影响。只有当候选模型集跨越真实模型配置时,集合性能才会超过单一最佳模型。准确度和精确度取决于模型加权方案,并且在调查捕获精度影响的两个案例研究中各不相同。信息理论加权法在渔获量准确的案例研究中表现良好,而等权法在渔获量报告不足的情况下表现最佳。在这两种情况下,等权重都能产生多模态。确保集合跨越真实的自然状态将是一项挑战,但我们观察到,候选模型中莫恩 rho 的符号变化与真实 OM 的边界相吻合。我们建议进一步制定方案,以选择一组客观、平衡的候选模型,并制定诊断方法来评估候选模型的适当性。
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引用次数: 0
Answering the key stakeholder questions about the impact of offshore wind farms on marine life using hypothesis testing to inform targeted monitoring 利用假设检验回答利益相关者关于海上风电场对海洋生物影响的关键问题,为有针对性的监测提供依据
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-05-11 DOI: 10.1093/icesjms/fsae066
Alessandro Cresci, Steven Degraer, Guosong Zhang, Jennifer Dannheim, Howard I Browman
Stakeholders need scientific advice on the environmental impacts of offshore wind (OW) before the facilities are installed. The utility of conventional environmental monitoring methods as a basis for forecasting OW impacts is limited because they do not explain the causes of the observed effects. We propose a multistep approach, based on process-oriented hypothesis testing, targeted monitoring and numerical modeling, to answer key stakeholder questions about planning an OW facility: Q1—Where do we place future OW farms so that impacts on the ecosystem are minimized? Q2—Which species and ecosystem processes will be impacted and to what degree? Q3—Can we mitigate impacts and, if so, how? and Q4—What are the risks of placing an OW facility in one location vs. another? Hypothesis testing can be used to assess impacts of OW facilities on target species-ecological process. This knowledge is transferable and is broadly applicable, a priori, to assess suitable locations for OW (Q1). Hypothesis testing can be combined with monitoring methods to guide targeted monitoring. The knowledge generated can identify the species/habitats at risk (Q2), help selecting/developing mitigation measures (Q3), and be used as input parameters for models to forecast OW impacts at a large spatial scale (Q1; Q4).
在安装设施之前,利益相关者需要就海上风电(OW)的环境影响获得科学建议。作为预测海上风电影响的基础,传统环境监测方法的效用有限,因为它们无法解释所观察到的影响的原因。我们提出了一种多步骤方法,该方法基于面向过程的假设检验、有针对性的监测和数值建模,以回答利益相关者提出的有关规划海上风电设施的关键问题:问题 1-我们应将未来的 OW 养殖场置于何处,以最大限度地减少对生态系统的影响?问题 2-哪些物种和生态系统过程会受到影响,影响程度如何?问题 3-我们能否减轻影响,如果可以,如何减轻影响? 问题 4-在一个地点与在另一个地点建立海洋工程设施的风险是什么?假设检验可用于评估海洋工程设施对目标物种-生态过程的影响。这些知识具有可转移性,可广泛应用于先验地评估开放式海洋工程的合适地点(问题 1)。假设检验可与监测方法相结合,以指导有针对性的监测。所生成的知识可确定面临风险的物种/栖息地(问题 2),帮助选择/制定缓解措施(问题 3),并可用作模型的输入参数,以预测大空间尺度的海洋工程影响(问题 1;问题 4)。
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引用次数: 0
Contributing to ecosystem-based management: a personal scientific journey 促进基于生态系统的管理:个人科学之旅
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-05-10 DOI: 10.1093/icesjms/fsae065
Verena M Trenkel
After three decades of working as a research scientist, I am stepping back to consider the events, questions, and principles that have guided my scientific journey. Important questions and research objectives have been how to implement the ecosystem approach to fisheries management in practice, the development of new data uses, the application of new observation methods and models, and estimating and accounting for uncertainty. Stakeholder engagement—why and how—is a topic that has increased in importance over time. While our observation methods did not change much over many decades, they are now changing rapidly due to new technological developments, but also societal and environmental changes.
在从事科研工作三十年之后,我回过头来思考指导我科学旅程的事件、问题和原则。重要的问题和研究目标一直是如何在实践中实施渔业管理的生态系统方法、开发新的数据用途、应用新的观测方法和模型,以及估计和计算不确定性。利益相关者的参与--为什么和如何参与--是一个随着时间推移变得越来越重要的主题。几十年来,我们的观测方法变化不大,但由于新技术的发展以及社会和环境的变化,这些方法现在正在迅速变化。
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引用次数: 0
Genetic divergence and adaptation of an isolated European lobster population in the Netherlands 荷兰一个孤立的欧洲龙虾种群的基因分化和适应性
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-05-08 DOI: 10.1093/icesjms/fsae059
Charlie D Ellis, Josephine R Paris, Tom L Jenkins, Marnix R van Stralen, Nathalie A Steins, Jildou Schotanus, Jamie R Stevens
Identifying isolated populations is a key step towards enacting effective conservation management. European lobsters (Homarus gammarus) from Oosterschelde in the Netherlands are subject to fishery pressure and have previously been reported as genetically differentiated. They are also putatively of transplanted origin and have subsequently endured recent bottlenecking and environmental change. We assessed Oosterschelde lobsters to evaluate their demographic independence and appraise potential founder effects and evolutionary responses to isolation. Using restriction-site associated DNA sequencing, we genotyped 6185 single nucleotide polymorphisms across 188 individuals from 27 sites across the Atlantic range of H. gammarus to investigate population genetic diversity, structure, and potential adaptation. Our results show that Oosterschelde lobsters are genetically divergent from other stocks. We evidence extensive differentiation via both neutral and outlier loci, indicative of strong biophysical and demographic isolation, and detect signatures of reduced genetic diversity that may reflect weak founder effects or subsequent population contractions. Among outlier loci, we identify candidates for range-wide local adaptation via variants in genes of important biological functionality and link a private allele of Oosterschelde to a locus potentially conveying adaptive tolerance to environmental hypoxia. Given our findings, we advise proactive monitoring of Oosterschelde lobsters to explore whether existing management measures effectively conserve this discrete, self-recruiting population.
识别孤立种群是实施有效保护管理的关键一步。荷兰奥斯特舍尔德(Oosterschelde)的欧洲龙虾(Homarus gammarus)受到渔业压力的影响,此前曾有报告称它们在基因上存在差异。这些龙虾也被认为是移植来的,随后经历了近期的瓶颈和环境变化。我们对 Oosterschelde 龙虾进行了评估,以评价其人口独立性,并评估潜在的始祖效应和对隔离的进化反应。通过限制位点相关DNA测序,我们对来自大西洋地区27个地点的188个个体的6185个单核苷酸多态性进行了基因分型,以研究种群遗传多样性、结构和潜在的适应性。我们的研究结果表明,Oosterschelde龙虾在遗传上与其他种群存在差异。我们通过中性基因位点和离群基因位点发现了广泛的分化,这表明了强烈的生物物理和人口隔离,并发现了遗传多样性降低的迹象,这可能反映了微弱的始祖效应或随后的种群收缩。在离群位点中,我们通过具有重要生物功能的基因变异,确定了在整个分布区进行局部适应的候选位点,并将 Oosterschelde 的一个私有等位基因与一个可能传递对环境缺氧的适应性耐受力的位点联系起来。鉴于我们的发现,我们建议对 Oosterschelde 龙虾进行前瞻性监测,以探索现有的管理措施是否能有效保护这一离散的、自我招募的种群。
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引用次数: 0
Assessing the influence of offshore wind turbine noise on seasonal fish chorusing 评估近海风力涡轮机噪声对季节性鱼类鸣唱的影响
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-05-07 DOI: 10.1093/icesjms/fsae061
Shashidhar Siddagangaiah, Chi- Fang Chen, Wei-Chun Hu, Tomonari Akamatsu, Nadia Pieretti
Offshore wind farms have recently emerged as a renewable energy solution. However, the long-term impacts of wind turbine noise on fish chorusing phenology are largely unknown. We deployed a hydrophone 10 m from a foremost turbine in Taiwan situated at the Miaoli offshore wind farm (Taiwan Strait) for two years to investigate sound levels and assess the potential influence of turbine noise on seasonal fish chorusing patterns during 2017 and 2018. Wind turbine noise (measured in the 20–250 Hz frequency band) was significantly higher in autumn and winter (mean SPL: 138–143 dB re 1 μPa) and was highly correlated with wind speed (r = 0.76, P < 0.001). During both years, fish chorusing exhibited a consistent trend, that is, beginning in spring, peaking in summer, decreasing in autumn, and absent in winter. Our results show the noise from a single turbine during the two-year monitoring period did not influence the seasonal fish chorusing (r = −0.17, P ≈ 1). Since the offshore wind farm installations are growing in magnitude and capacity across the Taiwan Strait, this study for the first time provides baseline operational sound levels and an understanding of the fish seasonal vocalization behavior at the foremost turbine of the first wind farm in Taiwan. The results presented here provide useful insights for policymakers and constitute a reference starting point for advancing knowledge on the possible effects of wind turbines on fish chorusing in the studied area.
近来,海上风电场已成为一种可再生能源解决方案。然而,风力涡轮机噪声对鱼类鸣唱表型的长期影响在很大程度上是未知的。在 2017 年和 2018 年期间,我们在距离台湾苗栗近海风力发电场(台湾海峡)最前沿涡轮机 10 米处部署了一个水听器,连续两年调查声级并评估涡轮机噪声对季节性鱼类鸣唱模式的潜在影响。风力涡轮机噪声(在 20-250 Hz 频段测量)在秋季和冬季明显较高(平均声压级:138-143 dB re 1 μPa),并且与风速高度相关(r = 0.76,P < 0.001)。在这两年中,鱼类鸣叫呈现出一致的趋势,即春季开始,夏季达到高峰,秋季下降,冬季消失。我们的结果表明,在两年的监测期内,单台涡轮机的噪声并不影响鱼类的季节性鸣叫(r = -0.17,P ≈ 1)。由于台湾海峡两岸海上风电场的规模和容量都在不断扩大,本研究首次提供了基线运行声级,并了解了台湾首个风电场最前端涡轮机的鱼类季节性发声行为。本文介绍的结果为政策制定者提供了有用的见解,并为进一步了解风力涡轮机对研究区域鱼类鸣声可能产生的影响提供了参考起点。
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引用次数: 0
Correcting detection bias in mapping the abundance of marine megafauna using a Mediterranean seabird as an example 以地中海海鸟为例,纠正绘制海洋巨型动物丰度图时的探测偏差
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-05-07 DOI: 10.1093/icesjms/fsae058
Charlotte Lambert, Jacopo G Cecere, Federico De Pascalis, David Grémillet
Distance sampling surveys are extensively used to estimate the abundance of wide-ranging species but are prone to detection biases. This may be particularly acute for strip-transect protocols, which assume perfect detection. We examined this assumption by quantifying the detection probability of a declining seabird (Scopoli’s shearwater, Calonectris diomedea), with particular attention to time of day and observation conditions at sea. We found detection probability was negatively affected by sun glare but positively by cloud cover and considerably dropped during mid-day hours due to circadian changes in behaviour (reduced detectability while resting). This result urges for systematically assessing and correcting detection bias when using strip-transect data to derive abundance information. Here, we did so by building a detection-corrected presence-absence ensemble model and combining it with a compilation of colony sizes and locations. A Monte-Carlo simulation ensured uncertainty propagation within and across data sources. The corrected abundance map showed shearwaters were largely prevalent in the central Mediterranean, Tunisia hosting most of the population both at sea and at colonies (45% of the global population; 79% of breeding pairs). This first accurate map is an essential conservation tool, emphasizing the importance of transnational actions for such species, that know no political boundaries.
距离取样调查被广泛用于估算大范围物种的丰度,但容易出现探测偏差。这种偏差在假定完美探测的带状横断面调查中尤为明显。我们通过量化一种衰退期海鸟(斯科波利剪鸥,Calonectris diomedea)的探测概率来检验这一假设,并特别关注一天中的时间和海上观测条件。我们发现,探测概率受眩光的负面影响,但受云层的正面影响,而且由于行为的昼夜节律变化(休息时探测概率降低),中午时段的探测概率大大降低。这一结果敦促我们在使用带状横断面数据获取丰度信息时,系统地评估和纠正探测偏差。为此,我们建立了一个经探测校正的存在-不存在集合模型,并将其与群落大小和位置汇编相结合。蒙特卡洛模拟确保了数据源内部和数据源之间的不确定性传播。校正后的丰度图显示,剪嘴鸥主要分布在地中海中部,突尼斯拥有大部分的海上和群落种群(占全球种群的 45%;79% 的繁殖对)。这第一张精确的地图是一个重要的保护工具,它强调了跨国行动对于这类没有政治边界的物种的重要性。
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引用次数: 0
Trans-Atlantic genomic differentiation and parallel environmental and allelic variation in Lumpfish (Cyclopterus lumpus ) 鳞鱼(Cyclopterus lumpus)的跨大西洋基因组分化以及平行环境和等位基因变异
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-05-03 DOI: 10.1093/icesjms/fsae057
Barbara L Langille, Tony Kess, Cameron M Nugent, Amber Messmer, Steven J Duffy, Tim Martin Knutsen, Matthew Kent, Danny Boyce, Robert S Gregory, Johanne Gauthier, Elizabeth A Fairchild, Michael Pietrak, Stephen Eddy, Carlos Garcia de Leaniz, Sofia Consuegra, Ben Whittaker, Paul Bentzen, Ian R Bradbury
In marine species with large populations and high dispersal potential, large-scale genetic differences and clinal trends in allele frequency can provide insight into the evolutionary processes that shape diversity. Lumpfish, Cyclopterus lumpus, is found throughout the North Atlantic and has traditionally been harvested for roe and more recently used as a cleaner fish in salmon aquaculture. We used a 70 K SNP array to evaluate trans-Atlantic differentiation, genetic structuring, and clinal variation across the North Atlantic. Basin-scale structuring between the Northeast and Northwest Atlantic was significant, with enrichment for loci associated with developmental/mitochondrial function. We identified a putative structural variant on chromosome 2, likely contributing to differentiation between Northeast and Northwest Atlantic Lumpfish, and consistent with post-glacial trans-Atlantic secondary contact. Redundancy analysis identified climate associations both in the Northeast (N = 1269 loci) and Northwest (N = 1637 loci), with 103 shared loci between them. Clinal patterns in allele frequencies were observed in some loci (15%—Northwest and 5%—Northeast) of which 708 loci were shared and involved with growth, developmental processes, and locomotion. The combined evidence of trans-Atlantic differentiation, environmental associations, and clinal loci, suggests that both regional and large-scale potentially-adaptive population structuring is present across the North Atlantic.
在种群数量大、扩散潜力高的海洋物种中,等位基因频率的大规模遗传差异和宗族趋势可以让人们深入了解形成多样性的进化过程。鳞鱼(Cyclopterus lumpus)分布于整个北大西洋,传统上被用来捕捞鱼子,最近被用作鲑鱼养殖中的清洁鱼。我们使用 70 K SNP 阵列来评估北大西洋的跨大西洋分化、遗传结构和宗族变异。东北大西洋和西北大西洋之间的海盆尺度结构差异显著,与发育/半知子体功能相关的基因座富集。我们在 2 号染色体上发现了一个假定的结构变异,这可能是造成东北大西洋和西北大西洋鳞鱼分化的原因,也与冰川期后跨大西洋的二次接触相一致。冗余分析确定了东北部(N = 1269 个位点)和西北部(N = 1637 个位点)的气候关联,它们之间有 103 个共享位点。在一些位点(西北部占 15%,东北部占 5%)中观察到了等位基因频率的宗族模式,其中 708 个位点与生长、发育过程和运动有关。跨大西洋分化、环境关联和宗族位点的综合证据表明,整个北大西洋存在着区域性和大规模的潜在适应性种群结构。
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引用次数: 0
Scrutinizing the current management units of the greater argentine in the light of genetic structure 从遗传结构的角度审视大阿根廷鳄目前的管理单位
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-05-03 DOI: 10.1093/icesjms/fsae055
María Quintela, Gaute W Seljestad, Geir Dahle, Elvar H Hallfredsson, Katja Enberg, Tom J Langbehn, Eeva Jansson, Kevin A Glover, Jon-Ivar Westgaard
The greater argentine is a benthopelagic fish with a northern amphi-Atlantic and southern Arctic distribution. Landings of this species have been steadily increasing since the early 2000s, mainly for ultra-processed fish food. The rising economic importance of this species begs for an accurate delineation of the management units needed to ensure the sustainability of the fishery. The alignment between management and biological units was investigated on three of the ICES stocks in the NE Atlantic (123a4, 5a14, and 5b6a) by genotyping 88 ad hoc-developed SNPs on 1299 individuals sampled along the Norwegian coast, north of Shetland, around the Faroe Islands, and in the Denmark Strait within Icelandic waters. Candidate loci to positive selection were particularly crucial for units’ delineation and supported the current ICES 5b6a and 5a14 stocks around the Faroe Islands and Iceland, respectively. However, within the third stock investigated, 123a4, which corresponded mainly to the Norwegian coast, the sample from area 3a (Skagerrak) was significantly different from all the remaining in the same stock. This differentiation advocates for reconsideration of the present policy and suggests considering ICES Area 3a (Skagerrak) as an independent management unit. The environmental conditions in the Skagerrak area have left a genetic print on other marine taxa, which could putatively be the case in the greater argentine.
大阿根廷鱼是一种底层鱼类,分布于两栖大西洋北部和北极南部。自 21 世纪初以来,该鱼种的上岸量稳步增长,主要用于超加工鱼类食品。由于该鱼种的经济重要性不断上升,因此需要准确划定必要的管理单元,以确保渔业的可持续性。通过对挪威沿岸、设德兰岛以北、法罗群岛周围和冰岛水域丹麦海峡的 1299 个采样个体进行 88 个临时开发的 SNPs 基因分型,研究了东北大西洋三个 ICES 种群(123a4、5a14 和 5b6a)的管理单位和生物单位之间的一致性。正向选择的候选位点对单元的划分尤为重要,并分别支持法罗群岛和冰岛周围目前的 ICES 5b6a 和 5a14 种群。然而,在调查的第三个种群 123a4 中,主要对应于挪威海岸,来自 3a 区(斯卡格拉克海峡)的样本与同一种群中的所有其他样本存在显著差异。这种差异主张重新考虑现行政策,并建议将国际海洋考察理事会 3a 区(斯卡格拉克海峡)视为一个独立的管理单元。斯卡格拉克海峡地区的环境条件给其他海洋类群留下了遗传印记,大阿根廷鱼也可能属于这种情况。
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引用次数: 0
Diverging phenology of American lobster (Homarus americanus) larvae and their zooplankton prey in a warming ocean 变暖海洋中美国龙虾(Homarus americanus)幼体及其浮游动物猎物的物候学差异
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-05-02 DOI: 10.1093/icesjms/fsae051
Joshua T Carloni, Richard A Wahle, David M Fields, Paul Geoghegan, Burton Shank
We build on previous research describing correlative links between changes in the abundance of the copepod Calanus finmarchicus, a foundational zooplankton species of the pelagic food web, and diminishing recruitment of young-of-year American lobster (Homarus americanus) to benthic nurseries in the Gulf of Maine. Using parallel 31-year time series of lobster larvae and zooplankton collected on the New Hampshire coast between 1988 and 2018, we investigated how changes in phenology of stage I larval lobster and their putative copepod prey, C. finmarchicus, affect their temporal overlap and potential to interact during the larval season. We found that over the time series both the lobster egg hatch and first appearance of larvae began earlier in the season, a trend significantly correlated with ocean warming. The last appearance of larvae in late summer has been delayed, however, thereby extending the larval season. Even with the longer larval lobster season, the C. finmarchicus season has increasingly been ending before the peak abundance of stage I lobster larvae. The net effect is a widening mismatch in phenology of the two species, an outcome consistent with the hypothesis that changes in abundance and phenology of C. finmarchicus have contributed to recent declines in lobster recruitment.
桡足类(Calanus finmarchicus)是中上层食物网的基础浮游动物物种,我们在之前的研究基础上,描述了桡足类丰度变化与缅因湾底栖苗圃中美国龙虾(Homarus americanus)幼年招募量减少之间的相关联系。利用 1988 年至 2018 年期间在新罕布什尔州海岸采集的龙虾幼体和浮游动物的 31 年平行时间序列,我们研究了 I 期幼体龙虾和它们的假定桡足类猎物栉水母(C. finmarchicus)的物候变化如何影响它们在幼体季节的时间重叠和相互作用潜力。我们发现,在时间序列中,龙虾卵孵化和幼体首次出现的季节都提前了,这一趋势与海洋变暖密切相关。不过,夏末幼体最后一次出现的时间有所推迟,从而延长了幼体生长期。即使龙虾幼体出现的季节延长了,长须鳕幼体出现的季节也越来越多地在 I 期龙虾幼体丰产高峰期之前结束。最终的结果是这两个物种的物候不匹配现象不断扩大,这一结果与长尾鳕丰度和物候的变化导致近期龙虾招募量下降的假设相一致。
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引用次数: 0
Broadband backscattering by Atlantic herring (Clupea harengus L.) differs when measured from a research vessel vs. a silent uncrewed surface vehicle 大西洋鲱鱼(Clupea harengus L.)的宽带后向散射在研究船与静默的无人驾驶水面飞行器上测量时有所不同
IF 3.3 2区 农林科学 Q1 FISHERIES Pub Date : 2024-04-30 DOI: 10.1093/icesjms/fsae048
Geir Pedersen, Espen Johnsen, Babak Khodabandeloo, Nils Olav Handegard
Broadband frequency-modulated signals are believed to improve acoustic spectral-based target classification. Efficient use of uncrewed surface vehicles (USV) for fisheries science applications, with no possibility for biological sampling, is believed to be facilitated by use of broadband signals with methods for target classification. If the broadband frequency response used to train automated target classifiers are obtained from conventional research vessels (RVs), due to potential vessel avoidance, the swimming angle distribution may be different than for USVs. This may have consequences for target classification if the model is trained with RV data. The aim of this study was to assess whether the frequency response differs between platforms due to avoidance. Broadband acoustic data were collected with a conventional RV and a small USV. The broadband frequency response of Norwegian spring spawning herring obtained with the USV and RV was found to be significantly different for shallow herring layers in the 200 kHz band. This indicates that broadband frequency response has potential as a tool for real-time monitoring of behaviour reactions to vessels and to provide insight into fish behaviour in general. When using broadband frequency response for target classification, the potential platform-dependent broadband frequency response should be considered.
宽带频率调制信号被认为可以改进基于声谱的目标分类。在不可能进行生物采样的情况下,将宽带信号与目标分类方法结合使用,相信会有助于在渔业科学应用中有效利用无人驾驶水面航行器(USV)。如果用于训练自动目标分类器的宽带频率响应是从常规研究船(RVs)上获得的,由于可能存在避船现象,其游动角度分布可能与 USVs 不同。如果使用 RV 数据训练模型,这可能会对目标分类产生影响。本研究的目的是评估不同平台的频率响应是否因避让而不同。使用传统 RV 和小型 USV 采集了宽带声学数据。使用USV和RV获得的挪威春季产卵鲱鱼宽带频率响应在200千赫频带的浅层鲱鱼层中有显著差异。这表明,宽带频率响应有可能成为实时监测鱼类对船只行为反应的工具,并有助于深入了解鱼类的一般行为。在使用宽带频率响应进行目标分类时,应考虑到宽带频率响应可能与平台有关。
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引用次数: 0
期刊
ICES Journal of Marine Science
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