Use of the SmeltCam as an Efficient Fish Sampling Alternative Within the San Francisco Estuary

Q3 Agricultural and Biological Sciences San Francisco Estuary and Watershed Science Pub Date : 2020-06-07 DOI:10.15447/SFEWS.2021V19ISS2ART6
Brock M. Huntsman, Fredrick Feyrer, M. Young
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引用次数: 2

Abstract

Resource managers often rely on long-term monitoring surveys to detect trends in biological data. However, no survey gear is 100% efficient, and many sources of bias can be responsible for detecting or not detecting biological trends. The SmeltCam is an imaging apparatus developed as a potential sampling alternative to long-term trawling gear surveys within the San Francisco Estuary, California, to reduce handling stress on sensitive species like the Delta Smelt (Hypomesus transpacificus). Although believed to be a reliable alternative to closed cod-end trawling surveys, no formal test of sampling efficiency has been implemented using the SmeltCam. We used a paired deployment of the SmeltCam and a conventional closed cod-end trawl within the Napa River and San Pablo Bay, a Bayesian binomial N-mixture model, and data simulations to determine the sampling efficiency of both deployed gear types to capture a Delta Smelt surrogate (Northern Anchovy, Engraulis mordax) and to test potential bias in our modeling framework. We found that retention efficiency—a component of detection efficiency that estimates the probability a fish is retained by the gear, conditional on gear contact—was slightly higher using the SmeltCam (mean = 0.58) than the conventional trawl (mean = 0.47, Probability SmeltCam retention efficiency > trawl retention efficiency = 94%). We also found turbidity did not affect the SmeltCam’s retention efficiency, although total fish density during an individual tow improved the trawl’s retention efficiency. Simulations also showed the binomial model was accurate when model assumptions were met. Collectively, our results suggest the SmeltCam to be a reliable alternative to sampling with conventional trawling gear, but future tests are needed to confirm whether the SmeltCam is as reliable when applied to taxa other than Northern Anchovy over a greater range of conditions.
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在旧金山河口使用熔体摄像机作为一种有效的鱼类取样选择
资源管理人员经常依靠长期监测调查来发现生物数据的趋势。然而,没有一种调查工具是100%有效的,许多偏见的来源可能导致检测到或不检测到生物趋势。SmeltCam是一种成像设备,作为加州旧金山河口长期拖网渔具调查的潜在采样替代方案,以减少对三角洲冶炼厂(transspacificus)等敏感物种的处理压力。虽然被认为是闭式鳕鱼端拖网调查的可靠替代方案,但尚未使用SmeltCam对采样效率进行正式测试。我们在纳帕河和圣帕布罗湾使用了配对部署的SmeltCam和传统的封闭式鳕鱼端拖网,采用贝叶斯二项n混合模型,并进行数据模拟,以确定两种部署的设备类型的采样效率,以捕获Delta冶炼代理(北凤尾鱼,engrulis mordax),并测试我们建模框架中的潜在偏差。我们发现,保留效率——检测效率的一个组成部分,估计鱼被渔具保留的概率,以渔具接触为条件——使用SmeltCam(平均值= 0.58)比使用传统拖网(平均值= 0.47,概率SmeltCam保留效率>拖网保留效率= 94%)略高。我们还发现浑浊度并不影响SmeltCam的截留效率,尽管单个拖网期间的总鱼密度提高了拖网的截留效率。模拟还表明,当模型假设满足时,二项模型是准确的。总的来说,我们的结果表明,与传统拖网渔具取样相比,SmeltCam是一种可靠的选择,但需要进一步的测试来证实,在更大范围的条件下,当用于除北凤尾鱼以外的分类群时,SmeltCam是否同样可靠。
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来源期刊
San Francisco Estuary and Watershed Science
San Francisco Estuary and Watershed Science Environmental Science-Water Science and Technology
CiteScore
2.90
自引率
0.00%
发文量
24
审稿时长
24 weeks
期刊最新文献
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